Public report of abi/screenshot-to-code, published 24 October 2026. It has the same score, grades and number of
findings as the full report. The details of security findings (where they are in the code, which known
vulnerabilities and which passwords or keys were found) are left out, so nobody can use them against the project.
Public
Executive reportMeasured under the Code Assurance Index, an open standard for code quality, using its published scoring rules (rubric version 2026.10.5). Watchdog signed this survey and filed it in the standard's public register, where anyone can look it up by its survey ID. Check this survey →
Signed and filed in the standard's public register, 24 October 2026, 23:50 UTC · Survey ID cd_b796a9e06bc848de831d989a28f0139f
abi/screenshot-to-code
Measured 24 October 2026, 23:47 UTC, at code version a813977
No regression since the last survey
A regression is a drop of 0.5 points or more in the score, or of 2.5 or more out of 10 in a dimension, since the last survey.
CAI scoreAt riskDown 5 since the last survey
The score is built from these lenses. Each lens grades one area of the code, such as how easy it is to change or how well it is protected. The weakest lens counts most, so one weak area pulls the score down instead of being averaged away.
A medium codebase: 27,569 lines of product code in 2 projects, tests not counted · Estimated rebuild effort: about 0.2 person-years · Weakest lens: Production Readiness, 20
Findings by how serious they are
61 critical398 serious29 minor
10 dimensions are left out of the score. For each one, Watchdog either couldn't measure it in this code, or found no evidence of the safeguard it looks for, such as a tested backup restore. They count neither for nor against the score, and Limitations lists each one with its reason.
This survey was produced by
Watchdog
Producer
Canine Development
Analyzer
Watchdog engine 1.0.0
Measured
24 October 2026, 23:47 UTC
A measurement, not a certificate. The Code Assurance Index records a number
together with the evidence it was worked out from, so anyone can recalculate it, but it doesn't certify or guarantee
the code. The standard was written by Canine Development, which also builds Watchdog. It is open to any tool that
implements it, and today Watchdog is the only one that does.
A critical security finding is open, such as a library with a known critical vulnerability or a password or key found in the code. The score itself is unchanged, but its band shows At risk until the finding is fixed. See the Security and Compliance lens.
The score is deterministic, which means the same code always gets the same score. Watchdog works it out with tools that follow published rules, and an AI model never decides it, so anyone who applies the same rules to the same code gets the same number. How it is done is explained under Methodology ▸
80of 85 dimensions measured by tools. The other 5 are advisory notes from an AI model, which explain the code but don't count towards the score.
477of 488 findings point to an exact file and line, so you can open each one in the code. The other 11 concern the repository as a whole, such as missing documentation.
85dimensions across 7 lenses, read from 27,569 lines of product code in 2 projects.
abi/screenshot-to-code scores 34 out of 100, but it is rated At risk while a critical security finding is open; the score itself is unchanged.
The weakest lens counts most in the score, and here that is Production Readiness, which scores 20 and is rated Critical. Its CI/CD gates dimension scores 0 out of 10, and until that reaches 4, Production Readiness can't be rated higher than Adequate. The first actions are to resolve the 6 No assertions finding(s) in Test Quality and to protect endpoints by default-deny: a global authentication guard or middleware with explicit public opt-outs, or a guard on every route, plus named role/permission rules for what an authenticated caller may do, and if Production Readiness rose to 70, the score would rise from 34 to about 45.
61 findings are critical: 32 in Dependency Vulnerabilities, 14 in Forms & labels, 12 in Keyboard semantics, two in Page structure and one in IaC & Container Security.
Watchdog couldn't measure 8 dimensions in this code, among them Code Coverage, Navigability and Data Protection, so they are left out of the score. The product code is 27,569 lines, which would take an estimated 0.2 person-years, around €30,000, to rebuild.
A lens is capped at Adequate while one of its dimensions scores below 4 out of 10, however well the rest of the lens does. That way a serious problem in one place always shows in the lens's rating.
How the score is built: what each lens counts forThe lenses don't count equally. The weakest lens counts most, the next weakest a little less, and so on, so a weak area pulls the score down instead of being averaged away. In the bar below, each part's width shows how much that lens counts and its colour shows its rating. Improving the widest part moves the score most, and as that lens improves, it counts for less, because another lens becomes the weakest.
Visual & motion safety · Animation without a prefers-reduced-motion guard frontend/src/components/thinking/ThinkingIndicator.tsx
Visual & motion safety · Animation without a prefers-reduced-motion guard frontend/src/components/unified-input/ScreenshotToCodeControls.tsx
Visual & motion safety · Animation without a prefers-reduced-motion guard frontend/src/index.css
Visual & motion safety · Animation without a prefers-reduced-motion guard frontend/src/index.css
Visual & motion safety · Animation without a prefers-reduced-motion guard frontend/src/index.css
Visual & motion safety · Animation without a prefers-reduced-motion guard frontend/src/index.css
Watchdog compares every finding with the previous survey's. A finding that has only moved to another line in the same file counts as the same finding, so only new findings appear here. Advisory notes from the AI model are left out, because the model words them afresh in every survey.
Fixed since the last survey: 68 findings
These 68 critical or serious findings were in the previous survey, on 10 October 2026, and are gone from this one.
Dependency Vulnerabilities · High CVE: [GHSA redacted] REDACTED
Dependency Vulnerabilities · High CVE: [GHSA redacted] REDACTED
Dependency Vulnerabilities · High CVE: [GHSA redacted] REDACTED
Dependency Vulnerabilities · High CVE: REDACTED REDACTED
Dependency Vulnerabilities · High CVE: REDACTED REDACTED
Dependency Vulnerabilities · High CVE: REDACTED REDACTED
Dependency Vulnerabilities · High CVE: REDACTED REDACTED
Dependency Vulnerabilities · High CVE: REDACTED REDACTED
Dependency Vulnerabilities · High CVE: REDACTED REDACTED
Dependency Vulnerabilities · High CVE: [GHSA redacted] REDACTED
Dependency Vulnerabilities · High CVE: [GHSA redacted] REDACTED
Dependency Vulnerabilities · Medium CVE: REDACTED REDACTED
Dependency Vulnerabilities · Medium CVE: REDACTED REDACTED
Dependency Vulnerabilities · Medium CVE: [GHSA redacted] REDACTED
Test Coverage · No test reaches this file frontend/src/components/preview/CodeTab.tsx
Test Coverage · No test reaches this file frontend/src/components/preview/CodeMirror.tsx
Test Coverage · No test reaches this file frontend/src/components/settings/OutputSettingsSection.tsx
Test Coverage · No test reaches this file frontend/src/components/ImportCodeSection.tsx
Test Coverage · No test reaches this file frontend/src/components/evals/EvalNavigation.tsx
Test Coverage · No test reaches this file frontend/src/components/generate-from-text/GenerateFromText.tsx
Test Coverage · No test reaches this file frontend/src/hooks/useDesignSystems.ts
Test Coverage · No test reaches this file frontend/src/components/evals/AllEvalsPage.tsx
Test Coverage · No test reaches this file frontend/src/components/settings/DesignSystemsModal.tsx
Test Coverage · No test reaches this file frontend/src/components/settings/GenerationSettings.tsx
Test Coverage · No test reaches this file frontend/src/components/core/StackLabel.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/button.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/accordion.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/tabs.tsx
Test Coverage · No test reaches this file frontend/src/components/preview/download.ts
Test Coverage · No test reaches this file frontend/src/components/evals/report-format.ts
Test Coverage · No test reaches this file frontend/src/components/start-pane/StartPane.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/scroll-area.tsx
Test Coverage · No test reaches this file frontend/src/components/select-and-edit/SelectAndEditControls.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/badge.tsx
Test Coverage · No test reaches this file frontend/src/main.tsx
Test Coverage · No test reaches this file frontend/src/components/preview/ImageScanningPreview.tsx
Test Coverage · No test reaches this file frontend/src/components/commits/utils.ts
Test Coverage · No test reaches this file frontend/src/components/evals/RatingPicker.tsx
Test Coverage · No test reaches this file frontend/src/components/recording/utils.ts
Test Coverage · No test reaches this file frontend/src/components/ui/popover.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/separator.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/checkbox.tsx
Test Coverage · No test reaches this file frontend/src/hooks/useThrottle.ts
Test Coverage · No test reaches this file frontend/src/components/preview/CodePreview.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/hover-card.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/switch.tsx
Test Coverage · No test reaches this file frontend/src/components/messages/OnboardingNote.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/progress.tsx
Test Coverage · No test reaches this file frontend/src/components/core/KeyboardShortcutBadge.tsx
Test Coverage · No test reaches this file frontend/src/components/core/Spinner.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/input.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/label.tsx
Test Coverage · No test reaches this file frontend/src/components/ui/textarea.tsx
Test Coverage · No test reaches this file frontend/src/components/preview/extractHtml.ts
Test Coverage · No test reaches this file frontend/src/config.ts
Test Coverage · No test reaches this file frontend/src/hooks/usePersistedState.ts
Test Coverage · No test reaches this file frontend/src/components/select-and-edit/useEscapeToExitSelectMode.ts
Test Coverage · No test reaches this file frontend/src/components/messages/TipLink.tsx
Test Coverage · No test reaches this file frontend/src/lib/babelCdn.ts
Test Coverage · No test reaches this file frontend/src/lib/takeScreenshot.ts
Test Coverage · No test reaches this file frontend/src/components/core/WorkingPulse.tsx
Test Coverage · No test reaches this file frontend/src/components/preview/simpleHash.ts
Test Coverage · No test reaches this file frontend/src/lib/utils.ts
Test Coverage · No test reaches this file frontend/src/components/ui/collapsible.tsx
Test Coverage · No test reaches this file frontend/src/constants.ts
Rebuild cost: about €30,000 · Estimate
Cost to rebuild
€10,000 to €50,000, for 166 to 528 hours of work, about 0.2 person-years for one engineer
Difficulty of the problem
Standard, judged from the kind of software and how it is built. Code that solves a harder problem, such as payments or medical bookings, costs more per line to write.
Quality factor
×0.7 at a score of 34. Better code takes more work to write, so the factor is ×1.0 at a score of 70, lower below it and higher above it.
Size
Medium: 27,569 lines of product code
How the estimate is made: Watchdog prices the hours a team would need to write this code again, at €60 to €95 an hour. Declarations and boilerplate are priced at a fast rate and logic at a slower one, and the logic is then multiplied by the difficulty of the problem and by the quality factor. The estimate can be about 30% off either way, and it moves most with the hourly rate and the difficulty. For this code, every line is priced as straight logic, which keeps the estimate on the low side.
Top priorities
The three actions that raise the score most for the work they take. The full ranked list is in the Roadmap.
1
Resolve the 6 No assertions finding(s) in Test Quality — start with qa.test.ts (6).
Raises the score by about 4 points · Low effort · Test Quality
2
Protect endpoints by default-deny: a global authentication guard or middleware with explicit public opt-outs, or a guard on every route, plus named role/permission rules for what an authenticated caller may do.
Raises the score by about 5 points · Medium effort · Access Controls
3
Add a CI workflow that builds and runs the test suite on every push/PR.
Raises the score by about 4 points · Medium effort · CI/CD gates
Diagnosis: what the measurements show together
Each conclusion below combines several dimensions into one point that no single dimension shows, and lists the measurements it rests on.
Where the investment is most exposed · Value at risk
This code would cost about €30,000 to build again, about 0.2 person-years of work. Its weakest lens is Production Readiness, at 20 (Critical). Production Readiness is about whether the product is ready to run in production and to change without breaking. Because the weakest lens counts most in the score, work on Production Readiness also moves the score most.
Based on: the rebuild estimate · the Production Readiness grade · how much each lens counts
What to do: Start with the Production Readiness actions in Top priorities.
If you do one thing first · First action
Resolve the 6 No assertions finding(s) in Test Quality. Of all the actions in this report, it raises the score most for the work it takes: about 4 points for low effort, because it clears the 6 Test Quality findings. The next survey will show the change in the score.
Based on: the ranked actions in Top priorities, by score gain and effort
What hard-to-read code costs each year · Cost
Four dimensions measure how easy the code is to work in: two measure how tangled its logic is, one how much of it is copied, and one how well each part sticks to a single job. In this codebase they average 6.1 out of 10. Code at that level is slower to change than clean code, and Watchdog estimates the extra work at 5% to 11% on every change. The history of the code shows how much it changes: about 15,000 lines over the last 90 days, which is about 60,833 lines a year. At that pace, the extra work comes to an estimated 7.2 to 43 engineer-days a year, and it grows as more code changes.
How this is estimated: The number of changed lines is measured from the history of the code. The rest rests on two assumptions of Watchdog's own: code scoring 8 out of 10 or more adds no extra work, and each point below 8 adds 2.5% to 5.6% to every change; and an engineer changes 150 to 400 lines in a day. The result is a range for planning, not a measurement.
Based on: Cyclomatic Complexity · Cognitive Complexity · Code Duplication · Cohesion (LCOM4) · the code's change history
What to do: Start with the files listed under Churn × Complexity Hotspots, which change often and are hard to read, because that is where the extra work is paid most often.
Architecture: which parts of the code depend on which
The code is divided into modules, groups of code that each handle one part of the product, and a module depends on another when it uses code from it. The table lists the modules both down the side and across the top, in an order where each module should only use modules listed above it. A number in a cell means the module on that row uses the module in that column, and it counts the pairs of building blocks (types) that connect them. The one thing to look for is a mark above the diagonal line. It means two or more modules use each other in a loop (a dependency cycle), so none of them can be changed, tested or released on its own.
128 modules, with 106 dependencies between them. Every module uses only modules listed above it, so there are no loops.
The table shows the 40 modules with the most connections; 88 more are left out to keep it readable.
Which modules use which. The module on each row uses the module in each column, and the number counts the pairs of types that connect them. A cell above the diagonal is part of a loop.
backend uses backend.asset_extraction, so a change to backend.asset_extraction can break backend, while a change to backend can't break backend.asset_extraction.
Position
Below the diagonal: backend uses a module listed above it, which is the healthy direction.
backend.agent.providers.base uses backend.agent.tools.types, so a change to backend.agent.tools.types can break backend.agent.providers.base, while a change to backend.agent.providers.base can't break backend.agent.tools.types.
Position
Below the diagonal: backend.agent.providers.base uses a module listed above it, which is the healthy direction.
backend.agent.tools uses backend.agent.state, so a change to backend.agent.state can break backend.agent.tools, while a change to backend.agent.tools can't break backend.agent.state.
Position
Below the diagonal: backend.agent.tools uses a module listed above it, which is the healthy direction.
backend.agent.tools uses backend.agent.tools.types, so a change to backend.agent.tools.types can break backend.agent.tools, while a change to backend.agent.tools can't break backend.agent.tools.types.
Position
Below the diagonal: backend.agent.tools uses a module listed above it, which is the healthy direction.
backend.agent.tools.runtime uses backend.agent.state, so a change to backend.agent.state can break backend.agent.tools.runtime, while a change to backend.agent.tools.runtime can't break backend.agent.state.
Position
Below the diagonal: backend.agent.tools.runtime uses a module listed above it, which is the healthy direction.
backend.agent.tools.runtime uses backend.agent.tools.types, so a change to backend.agent.tools.types can break backend.agent.tools.runtime, while a change to backend.agent.tools.runtime can't break backend.agent.tools.types.
Position
Below the diagonal: backend.agent.tools.runtime uses a module listed above it, which is the healthy direction.
backend.evals uses backend.asset_extraction, so a change to backend.asset_extraction can break backend.evals, while a change to backend.evals can't break backend.asset_extraction.
Position
Below the diagonal: backend.evals uses a module listed above it, which is the healthy direction.
backend.evals uses backend.evals.sessions, so a change to backend.evals.sessions can break backend.evals, while a change to backend.evals can't break backend.evals.sessions.
Position
Below the diagonal: backend.evals uses a module listed above it, which is the healthy direction.
backend.evals uses backend.evals.sets, so a change to backend.evals.sets can break backend.evals, while a change to backend.evals can't break backend.evals.sets.
Position
Below the diagonal: backend.evals uses a module listed above it, which is the healthy direction.
backend.fs_logging.prompt_reports uses backend.costs.token_usage, so a change to backend.costs.token_usage can break backend.fs_logging.prompt_reports, while a change to backend.fs_logging.prompt_reports can't break backend.costs.token_usage.
Position
Below the diagonal: backend.fs_logging.prompt_reports uses a module listed above it, which is the healthy direction.
backend.fs_logging.prompt_reports uses backend.llm, so a change to backend.llm can break backend.fs_logging.prompt_reports, while a change to backend.fs_logging.prompt_reports can't break backend.llm.
Position
Below the diagonal: backend.fs_logging.prompt_reports uses a module listed above it, which is the healthy direction.
backend.routes uses backend.evals.sessions, so a change to backend.evals.sessions can break backend.routes, while a change to backend.routes can't break backend.evals.sessions.
Position
Below the diagonal: backend.routes uses a module listed above it, which is the healthy direction.
backend.routes uses backend.evals.sets, so a change to backend.evals.sets can break backend.routes, while a change to backend.routes can't break backend.evals.sets.
Position
Below the diagonal: backend.routes uses a module listed above it, which is the healthy direction.
backend.routes.generate_code uses backend.llm, so a change to backend.llm can break backend.routes.generate_code, while a change to backend.routes.generate_code can't break backend.llm.
Position
Below the diagonal: backend.routes.generate_code uses a module listed above it, which is the healthy direction.
backend.routes.generate_code uses backend.prompts.prompt_types, so a change to backend.prompts.prompt_types can break backend.routes.generate_code, while a change to backend.routes.generate_code can't break backend.prompts.prompt_types.
Position
Below the diagonal: backend.routes.generate_code uses a module listed above it, which is the healthy direction.
backend.uploaded_assets uses backend.agent.tools.types, so a change to backend.agent.tools.types can break backend.uploaded_assets, while a change to backend.uploaded_assets can't break backend.agent.tools.types.
Position
Below the diagonal: backend.uploaded_assets uses a module listed above it, which is the healthy direction.
backend.uploaded_assets uses backend.prompts.prompt_types, so a change to backend.prompts.prompt_types can break backend.uploaded_assets, while a change to backend.uploaded_assets can't break backend.prompts.prompt_types.
Position
Below the diagonal: backend.uploaded_assets uses a module listed above it, which is the healthy direction.
frontend.src.components uses frontend.src.components.UpdateImageUpload, so a change to frontend.src.components.UpdateImageUpload can break frontend.src.components, while a change to frontend.src.components can't break frontend.src.components.UpdateImageUpload.
Position
Below the diagonal: frontend.src.components uses a module listed above it, which is the healthy direction.
frontend.src.components.settings uses frontend.src.components.UpdateImageUpload, so a change to frontend.src.components.UpdateImageUpload can break frontend.src.components.settings, while a change to frontend.src.components.settings can't break frontend.src.components.UpdateImageUpload.
Position
Below the diagonal: frontend.src.components.settings uses a module listed above it, which is the healthy direction.
frontend.src.components.settings uses frontend.src.components.settings.DesignSystemSelector, so a change to frontend.src.components.settings.DesignSystemSelector can break frontend.src.components.settings, while a change to frontend.src.components.settings can't break frontend.src.components.settings.DesignSystemSelector.
Position
Below the diagonal: frontend.src.components.settings uses a module listed above it, which is the healthy direction.
frontend.src.components.sidebar.Sidebar uses frontend.src.components.settings.DesignSystemSelector, so a change to frontend.src.components.settings.DesignSystemSelector can break frontend.src.components.sidebar.Sidebar, while a change to frontend.src.components.sidebar.Sidebar can't break frontend.src.components.settings.DesignSystemSelector.
Position
Below the diagonal: frontend.src.components.sidebar.Sidebar uses a module listed above it, which is the healthy direction.
1 pair of types, where a type in frontend.src.components.unified-input.ScreenshotToCodeControls uses a type in frontend.src.components.settings.DesignSystemSelector.
frontend.src.components.unified-input.ScreenshotToCodeControls uses frontend.src.components.settings.DesignSystemSelector, so a change to frontend.src.components.settings.DesignSystemSelector can break frontend.src.components.unified-input.ScreenshotToCodeControls, while a change to frontend.src.components.unified-input.ScreenshotToCodeControls can't break frontend.src.components.settings.DesignSystemSelector.
Position
Below the diagonal: frontend.src.components.unified-input.ScreenshotToCodeControls uses a module listed above it, which is the healthy direction.
frontend.src.components.unified-input.ScreenshotToCodeControls uses frontend.src.lib.stacks, so a change to frontend.src.lib.stacks can break frontend.src.components.unified-input.ScreenshotToCodeControls, while a change to frontend.src.components.unified-input.ScreenshotToCodeControls can't break frontend.src.lib.stacks.
Position
Below the diagonal: frontend.src.components.unified-input.ScreenshotToCodeControls uses a module listed above it, which is the healthy direction.
1 pair of types, where a type in frontend.src.components.unified-input.tabs.TextTab uses a type in frontend.src.components.settings.DesignSystemSelector.
frontend.src.components.unified-input.tabs.TextTab uses frontend.src.components.settings.DesignSystemSelector, so a change to frontend.src.components.settings.DesignSystemSelector can break frontend.src.components.unified-input.tabs.TextTab, while a change to frontend.src.components.unified-input.tabs.TextTab can't break frontend.src.components.settings.DesignSystemSelector.
Position
Below the diagonal: frontend.src.components.unified-input.tabs.TextTab uses a module listed above it, which is the healthy direction.
frontend.src.components.unified-input.tabs.TextTab uses frontend.src.lib.stacks, so a change to frontend.src.lib.stacks can break frontend.src.components.unified-input.tabs.TextTab, while a change to frontend.src.components.unified-input.tabs.TextTab can't break frontend.src.lib.stacks.
Position
Below the diagonal: frontend.src.components.unified-input.tabs.TextTab uses a module listed above it, which is the healthy direction.
1 pair of types, where a type in frontend.src.components.unified-input.tabs.UploadTab uses a type in frontend.src.components.settings.DesignSystemSelector.
frontend.src.components.unified-input.tabs.UploadTab uses frontend.src.components.settings.DesignSystemSelector, so a change to frontend.src.components.settings.DesignSystemSelector can break frontend.src.components.unified-input.tabs.UploadTab, while a change to frontend.src.components.unified-input.tabs.UploadTab can't break frontend.src.components.settings.DesignSystemSelector.
Position
Below the diagonal: frontend.src.components.unified-input.tabs.UploadTab uses a module listed above it, which is the healthy direction.
frontend.src.components.unified-input.tabs.UploadTab uses frontend.src.lib.stacks, so a change to frontend.src.lib.stacks can break frontend.src.components.unified-input.tabs.UploadTab, while a change to frontend.src.components.unified-input.tabs.UploadTab can't break frontend.src.lib.stacks.
Position
Below the diagonal: frontend.src.components.unified-input.tabs.UploadTab uses a module listed above it, which is the healthy direction.
1 pair of types, where a type in frontend.src.components.unified-input.tabs.UrlTab uses a type in frontend.src.components.settings.DesignSystemSelector.
frontend.src.components.unified-input.tabs.UrlTab uses frontend.src.components.settings.DesignSystemSelector, so a change to frontend.src.components.settings.DesignSystemSelector can break frontend.src.components.unified-input.tabs.UrlTab, while a change to frontend.src.components.unified-input.tabs.UrlTab can't break frontend.src.components.settings.DesignSystemSelector.
Position
Below the diagonal: frontend.src.components.unified-input.tabs.UrlTab uses a module listed above it, which is the healthy direction.
frontend.src.components.unified-input.tabs.UrlTab uses frontend.src.lib.stacks, so a change to frontend.src.lib.stacks can break frontend.src.components.unified-input.tabs.UrlTab, while a change to frontend.src.components.unified-input.tabs.UrlTab can't break frontend.src.lib.stacks.
Position
Below the diagonal: frontend.src.components.unified-input.tabs.UrlTab uses a module listed above it, which is the healthy direction.
frontend.src.types uses frontend.src.lib.stacks, so a change to frontend.src.lib.stacks can break frontend.src.types, while a change to frontend.src.types can't break frontend.src.lib.stacks.
Position
Below the diagonal: frontend.src.types uses a module listed above it, which is the healthy direction.
backend.agent.engine uses backend.llm, so a change to backend.llm can break backend.agent.engine, while a change to backend.agent.engine can't break backend.llm.
Position
Below the diagonal: backend.agent.engine uses a module listed above it, which is the healthy direction.
backend.agent.engine uses backend.agent.providers.base, so a change to backend.agent.providers.base can break backend.agent.engine, while a change to backend.agent.engine can't break backend.agent.providers.base.
Position
Below the diagonal: backend.agent.engine uses a module listed above it, which is the healthy direction.
backend.agent.providers.anthropic.provider uses backend.llm, so a change to backend.llm can break backend.agent.providers.anthropic.provider, while a change to backend.agent.providers.anthropic.provider can't break backend.llm.
Position
Below the diagonal: backend.agent.providers.anthropic.provider uses a module listed above it, which is the healthy direction.
backend.agent.providers.anthropic.provider uses backend.agent.providers.base, so a change to backend.agent.providers.base can break backend.agent.providers.anthropic.provider, while a change to backend.agent.providers.anthropic.provider can't break backend.agent.providers.base.
Position
Below the diagonal: backend.agent.providers.anthropic.provider uses a module listed above it, which is the healthy direction.
backend.agent.providers.gemini uses backend.llm, so a change to backend.llm can break backend.agent.providers.gemini, while a change to backend.agent.providers.gemini can't break backend.llm.
Position
Below the diagonal: backend.agent.providers.gemini uses a module listed above it, which is the healthy direction.
backend.agent.providers.gemini uses backend.agent.providers.base, so a change to backend.agent.providers.base can break backend.agent.providers.gemini, while a change to backend.agent.providers.gemini can't break backend.agent.providers.base.
Position
Below the diagonal: backend.agent.providers.gemini uses a module listed above it, which is the healthy direction.
backend.agent.providers.openai uses backend.llm, so a change to backend.llm can break backend.agent.providers.openai, while a change to backend.agent.providers.openai can't break backend.llm.
Position
Below the diagonal: backend.agent.providers.openai uses a module listed above it, which is the healthy direction.
backend.agent.providers.openai uses backend.agent.providers.base, so a change to backend.agent.providers.base can break backend.agent.providers.openai, while a change to backend.agent.providers.openai can't break backend.agent.providers.base.
Position
Below the diagonal: backend.agent.providers.openai uses a module listed above it, which is the healthy direction.
1 pair of types, where a type in frontend.src.components.recording.ScreenRecorder uses a type in frontend.src.components.settings.DesignSystemSelector.
frontend.src.components.recording.ScreenRecorder uses frontend.src.components.settings.DesignSystemSelector, so a change to frontend.src.components.settings.DesignSystemSelector can break frontend.src.components.recording.ScreenRecorder, while a change to frontend.src.components.recording.ScreenRecorder can't break frontend.src.components.settings.DesignSystemSelector.
Position
Below the diagonal: frontend.src.components.recording.ScreenRecorder uses a module listed above it, which is the healthy direction.
frontend.src.components.recording.ScreenRecorder uses frontend.src.lib.stacks, so a change to frontend.src.lib.stacks can break frontend.src.components.recording.ScreenRecorder, while a change to frontend.src.components.recording.ScreenRecorder can't break frontend.src.lib.stacks.
Position
Below the diagonal: frontend.src.components.recording.ScreenRecorder uses a module listed above it, which is the healthy direction.
frontend.src.components.recording.ScreenRecorder uses frontend.src.types, so a change to frontend.src.types can break frontend.src.components.recording.ScreenRecorder, while a change to frontend.src.components.recording.ScreenRecorder can't break frontend.src.types.
Position
Below the diagonal: frontend.src.components.recording.ScreenRecorder uses a module listed above it, which is the healthy direction.
frontend.src.components.sidebar uses frontend.src.components.sidebar.Sidebar, so a change to frontend.src.components.sidebar.Sidebar can break frontend.src.components.sidebar, while a change to frontend.src.components.sidebar can't break frontend.src.components.sidebar.Sidebar.
Position
Below the diagonal: frontend.src.components.sidebar uses a module listed above it, which is the healthy direction.
frontend.src.lib uses frontend.src.lib.design-systems, so a change to frontend.src.lib.design-systems can break frontend.src.lib, while a change to frontend.src.lib can't break frontend.src.lib.design-systems.
Position
Below the diagonal: frontend.src.lib uses a module listed above it, which is the healthy direction.
frontend.src.lib uses frontend.src.types, so a change to frontend.src.types can break frontend.src.lib, while a change to frontend.src.lib can't break frontend.src.types.
Position
Below the diagonal: frontend.src.lib uses a module listed above it, which is the healthy direction.
backend.agent.providers uses backend.costs.token_usage, so a change to backend.costs.token_usage can break backend.agent.providers, while a change to backend.agent.providers can't break backend.costs.token_usage.
Position
Below the diagonal: backend.agent.providers uses a module listed above it, which is the healthy direction.
3 pairs of types, where a type in backend.agent.providers uses a type in backend.llm.
The types involved
backend.agent.providers.factory → backend.llm.Llm
backend.agent.providers.gemini → backend.llm.Llm
backend.agent.providers.openai → backend.llm.Llm
Direction
backend.agent.providers uses backend.llm, so a change to backend.llm can break backend.agent.providers, while a change to backend.agent.providers can't break backend.llm.
Position
Below the diagonal: backend.agent.providers uses a module listed above it, which is the healthy direction.
backend.agent.providers uses backend.agent.providers.base, so a change to backend.agent.providers.base can break backend.agent.providers, while a change to backend.agent.providers can't break backend.agent.providers.base.
Position
Below the diagonal: backend.agent.providers uses a module listed above it, which is the healthy direction.
backend.agent.providers uses backend.agent.providers.gemini, so a change to backend.agent.providers.gemini can break backend.agent.providers, while a change to backend.agent.providers can't break backend.agent.providers.gemini.
Position
Below the diagonal: backend.agent.providers uses a module listed above it, which is the healthy direction.
backend.agent.providers uses backend.agent.providers.openai, so a change to backend.agent.providers.openai can break backend.agent.providers, while a change to backend.agent.providers can't break backend.agent.providers.openai.
Position
Below the diagonal: backend.agent.providers uses a module listed above it, which is the healthy direction.
backend.agent.providers.anthropic uses backend.costs.token_usage, so a change to backend.costs.token_usage can break backend.agent.providers.anthropic, while a change to backend.agent.providers.anthropic can't break backend.costs.token_usage.
Position
Below the diagonal: backend.agent.providers.anthropic uses a module listed above it, which is the healthy direction.
backend.agent.providers.anthropic uses backend.llm, so a change to backend.llm can break backend.agent.providers.anthropic, while a change to backend.agent.providers.anthropic can't break backend.llm.
Position
Below the diagonal: backend.agent.providers.anthropic uses a module listed above it, which is the healthy direction.
backend.agent.providers.anthropic uses backend.agent.providers.anthropic.provider, so a change to backend.agent.providers.anthropic.provider can break backend.agent.providers.anthropic, while a change to backend.agent.providers.anthropic can't break backend.agent.providers.anthropic.provider.
Position
Below the diagonal: backend.agent.providers.anthropic uses a module listed above it, which is the healthy direction.
At a glance — Code Health · 53% · Adequate · gated by D1, D2, X4 ·
Findings mapped to OWASP categories; the specific CVEs/secrets are in the Security dimension cards below and findings.md (redacted only on the public version of this report).
OWASP category
Findings
Severity
A03:2025 — Software Supply Chain Failures
46
High / Critical
A02:2025 — Security Misconfiguration
7
High / Critical
A05:2025 — Injection
1
Medium
Roadmap
First, secure the application by implementing a global authentication guard with explicit public opt-outs and named role permissions. Next, establish a CI/CD pipeline to automatically build and test on every push, while simultaneously addressing critical dependency vulnerabilities in the lock files. Finally, improve test quality by fixing assertions in existing tests and expanding coverage to include currently unreached production modules.
Ranked by impact ÷ effort. "Helps" is the estimated gain on the 0–100 health score.
Do this
Helps
Effort
Dimension
Resolve the 6 No assertions finding(s) in Test Quality — start with qa.test.ts (6).
Protect endpoints by default-deny: a global authentication guard or middleware with explicit public opt-outs, or a guard on every route, plus named role/permission rules for what an authenticated caller may do.
Pass `timeout=` on every `requests`/`httpx` call (requests has no default and will wait forever), mount an `HTTPAdapter(max_retries=Retry(...))` on shared sessions, and wrap calls to flaky dependencies in `tenacity` retries or a `pybreaker` circuit breaker.
Every finding carries one of four grades. Three say how serious it is. The fourth says this
survey could not settle it — and it is a grade, not a gap.
Critical — 61
A definite problem that already costs you something and drags the score down: a
missing authorisation check, a dependency with a known exploit, a build that does not reproduce. Failure here
tends to cause failures elsewhere.
Serious — 398
Likely wrong, but not failing yet. It degrades
the codebase over a longer horizon and can cause failures elsewhere — not urgent this week, not something to
carry for two years either.
Minor — 29
Recorded, with no effect on how the codebase functions.
Present so the survey is complete, not because it needs doing.
Could not be resolved — 10
Something this survey could not settle
from the outside, and which could be critical or serious. Either a control was required and no
positive evidence of it exists in the repository — a backup job that nothing shows was ever restored from proves
nothing about restores — or our own analysis could not run over that part of the tree. This is not a clean
result. These are excluded from the score rather than awarded a pass, so the number on the cover neither
rewards nor penalises them: if you act on this survey without resolving them, you carry that risk yourself. Each
one is named under Limitations.
Methodology & how to trust this report
Watchdog is a deep, periodic assessment — run each sprint, monthly, or quarterly, taking the time to go wider and deeper than a quick check and surfacing in one coherent report what you'd otherwise piece together from a dozen separate tools. It scores deterministically: the same commit yields the same score, every run. 80 of 85 evaluated dimensions are computed purely by tools and static analysis (confidence 1.0); 5 documentation/naming judgement(s) are LLM-assisted and labelled advisory. Overall confidence is 0.9 — the weighted average across measured dimensions; it falls as more of the score leans on LLM-assisted judgement and rises when it's fully tool-backed.
Every figure here is one of three kinds, and we label which: ✓ Measured — a deterministic fact (LoC, complexity, coverage); ~ Modeled — an estimate from a stated model (cost, effort, value-at-risk), always a range with its assumptions, never a precise fact; ◐ Advisory — an LLM prose judgement. We never present a modelled estimate as if it were measured. Perfect or absent scores carry their provenance too (ADR-0011): ✓ Tool-verified means the property itself was measured across the surface; ○ Nothing flagged means the probes came back clean — a claim bounded by what a repository can show; ⊘ Not evidenced means a working control (a tested restore, an automated rollback) showed no positive evidence — absence of evidence is not evidence of a control, so it's excluded from the score rather than awarded a spurious 10; ◐ Sampled · advisory marks an LLM verdict over a bounded sample — advisory, never a deterministic measurement.
What we checked — 85 dimensions across the health lenses
Each chip is a dimension scored from real signals across architecture, testing, dependencies, security & compliance, documentation, git-history and code quality — in one coherent pass. A surface report typically covers a handful.
How to trust any code-health report — three questions
Can you open the finding? Real findings cite a repo-relative file and line you can open at the cited line — never an absolute scratch path. Here, 477 of 488 do; the remainder are repo-wide signals — a dimension-level measurement, not a single line. (Every path in this report is repo-relative by construction: paths are normalized at the producer and the report is rejected if any rooted path leaks through.)
Is there a tool behind the number? Every score below names the method that produced it — Roslyn, git, a scanner, or (for a handful of documentation/naming dimensions) an LLM labelled sampled · advisory — not a narrative.
Does re-running give the same result? Run it again on the same commit and the score — and this report, byte for byte — is identical. A report whose numbers move between runs is describing the run, not the code.
This report answers yes to all three. That's the bar to hold any assessment to.
Tools & methods
The actual versions used this run (captured at analysis time) — re-run on the same commit for the identical score.
Method
Backs
Version
Evaluator
Roslyn static analysis
Complexity, cohesion, coupling, dead code, API surface, layering
What ran differently this time — a tool absent, degraded, or that fell back to an estimate. Named openly, not folded silently into the scores. A degraded run also records its exact cause in diagnostics.md.
D8 Code Coverage — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Coverage NOT MEASURED: this repository's production source spans .ts, .tsx, .py, and our analyzer cannot run the .py test suite(s) — so no coverage was collected for the repository as a whole. The JavaScript/TypeScript half did build and run, and its own line coverage came back at 65.1% — but that is a figure for one half of the product, and we do not publish a partial one as if it were complete. This is OUR limitation, not a defect in the repo — coverage is excluded from the score rather than counted as a near-zero. In the meantime, produce a coverage report in a standard format (lcov — `vitest --coverage`, `jest --coverage`, `bun test --coverage --coverage-reporter=lcov`, or `nyc`, or `coverage run -m pytest` then `coverage xml`) and commit it — a hosted scan measures a clone of the repository, so a report that exists only in a working tree, a CI runner's or your own, never reaches it; the artefact is commonly gitignored, so `git add -f` that one file (or un-ignore its path) and commit it alongside the code it measures and real coverage will be read. You can widen what we reach: optional: produce a coverage report in a standard format (`coverage run -m pytest` then `coverage xml`) and commit it — a hosted scan measures a clone of the repository, so a report that exists only in a working tree, a CI runner's or your own, never reaches it; the artefact is commonly gitignored, so `git add -f` that one file (or un-ignore its path) and commit it alongside the code it measures — then both halves are read on the next scan.
D10 Test Quality — measured, with a gap in what it reached — Watchdog measured this, but not all of it. What it did not reach is a gap on our side — a collector, parser or image we have not built yet — so the numbers on that dimension cover less than the repository, and the part left out is not evidence that it would have passed. The 39 test(s) behind this row are the ones the JavaScript/TypeScript census could read, and this repository also carries at least 41 test source file(s) (.py) that it cannot: it reads JavaScript/TypeScript test declarations off disk, so a JUnit/pytest-style suite is invisible to it. Skipped tests, zero-assertion tests and the other quality signals on this row are UNMEASURED in that suite — their absence from the counts above is a gap in this analyzer's language coverage, not a finding that those tests are sound.
D14 License Compliance — measured, with a gap in what it reached — Watchdog measured this, but not all of it. What it did not reach is a gap on our side — a collector, parser or image we have not built yet — so the numbers on that dimension cover less than the repository, and the part left out is not evidence that it would have passed. This repository declares package.json, but the licence verdict published here was taken over its Python distribution dependencies. Nothing was read about its npm dependencies' licensing in either direction, and a clean score on this card must not be read as covering them.
D16 Bus Factor — not measured this run — This is a true statement about the repository that carries nothing for its owner to act on, so it is reported here rather than as a defect in their code. Single-maintainer repository — bus factor is not applicable (26 contributor(s) across 1457 commit(s) sampled, automation and bot accounts excluded). One of them holds 92% of the history; the other 25 hold 0.3% each on average, below the 5% at which there is somebody to hand the work to. That is a single maintainer with drive-by contributors, not a team whose knowledge has concentrated — so the bus factor is not applicable and there is nothing here for the owner to act on.
D22 Internal API Consistency — not measured this run — This is a true statement about the repository that carries nothing for its owner to act on, so it is reported here rather than as a defect in their code. This repository's source is written only in languages whose packages are published through a manifest, and no manifest in the tree makes a publication act: either there is no package manifest of any ecosystem (no package.json, pyproject.toml, setup.py, gemspec, Cargo.toml, pom.xml, build.gradle, composer.json, pubspec.yaml or mix.exs), or every one present declares in its package manager's own terms that it is not published (an npm package marked "private": true, a Cargo package with publish = false, a pubspec with publish_to: none, a Composer "project", a Poetry project with package-mode = false, or the "Private :: Do Not Upload" classifier). With no publication act there is no intentionally-exposed surface for API consistency to be judged over.
D27 Navigability — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check's reader does not cover the language this repository's product is written in, so it had nothing of the product to read. That is a gap in this analyzer's language reach — not a finding about this repository.
AXR1 Runtime accessibility — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Render strategy: boot via DockerCompose (docker-compose.yml). compose up failed (exit 14 — a file the compose project references is missing) — env file .env not found: stat .env: no such file or directory; runtime evidence skipped.
C1 Data Protection — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These personal data controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks personal data controls.
C3 Audit Trail — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. 'sqlite3' is imported (backend/evals/sessions.py:14), but no entity, schema, table or model declaration this check reads was found beside it, so whether personal data is stored could not be decided.
C4 Data Retention — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. 'sqlite3' is imported (backend/evals/sessions.py:14), but no entity, schema, table or model declaration this check reads was found beside it, so whether personal data is stored could not be decided.
C5 Data-Subject Rights — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. 'sqlite3' is imported (backend/evals/sessions.py:14), but no entity, schema, table or model declaration this check reads was found beside it, so whether personal data is stored could not be decided.
P5 DR & Backup — not measured this run — This is a true statement about the repository that carries nothing for its owner to act on, so it is reported here rather than as a defect in their code. No backup/snapshot/replication config, RTO/RPO or restore-procedure documentation was found — and no production persistence was detected either (no data-access packages, no data-store services, no database resources), so there is nothing in this repository whose loss a DR control would recover. If this system's data lives in a platform or ops repo we can't see, that's where the DR evidence belongs.
R10 Code Duplication — measured, with a gap in what it reached — Watchdog measured this, but not all of it. What it did not reach is a gap on our side — a collector, parser or image we have not built yet — so the numbers on that dimension cover less than the repository, and the part left out is not evidence that it would have passed. 3 further occurrence(s) are not listed individually; the score already reflects all 43.
R4 Test Coverage — measured, with a gap in what it reached — Watchdog measured this, but not all of it. What it did not reach is a gap on our side — a collector, parser or image we have not built yet — so the numbers on that dimension cover less than the repository, and the part left out is not evidence that it would have passed. 51 further occurrence(s) are not listed individually; the score already reflects all 91.
S1 Web-Security Posture — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These web-security controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks web-security controls.
Repo exclusion declarations (.gitattributes linguist-generated/vendored, .editorconfig generated_code): none declared — every source file was scored.
Limitations & what we did not check
Watchdog assesses the repository exactly as committed, and only the repository. By design it does not reach outside the source tree: the live cloud account, the running CI/CD pipeline, the host's branch-protection and approval rules, the production configuration, or a restore actually exercised against a backup are all out of scope. That boundary is a feature, not a gap — a repo-relative, deterministic scan re-runs identically on any commit and every finding opens at a real file and line, where a live audit can neither be reproduced nor traced. The visible consequence is that controls which leave no in-repo evidence are reported as "not evidenced" and excluded from the score rather than awarded a number a static scan cannot justify.
Per-dimension blind spots
For each dimension that was measured, what a static, repo-only scan structurally cannot see — the honest edge of the measurement, not a failure of it.
D1 Cyclomatic Complexity: Cyclomatic complexity counts branches statically — it cannot tell an essential decision tree from accidental tangle, nor see complexity that lives in data or configuration (large switch-case token tables, DSL lexers/parsers, data-as-code rule tables) rather than control flow: a tokenizer's many single-character cases read as high complexity though each branch is trivial.
D2 Cognitive Complexity: Cognitive-complexity heuristics approximate how hard code is to follow; genuine domain difficulty and well-named intent that eases reading are not captured.
D3 God Classes: "God class" is sized by members and responsibilities visible in the type — a deliberately broad facade over a coherent subsystem can read the same as an accidental grab-bag. For front-end JS the file-length check is cohesion-aware (a single-responsibility module — one class/IIFE — earns a 3× threshold), but cohesion is approximated from top-level declarations, not true dependency structure.
D4 Code Duplication: Duplication is token-similarity — an in-process token-stream comparison over sliding windows, with type-aware normalization — so it finds copy-paste, not semantic duplication expressed differently. Committed machine-written code (scaffolded migrations, designer/codegen output, protobuf/OpenAPI stubs, model snapshots) is EXCLUDED — its repetition is the tool's, not the team's — so the score reflects hand-written duplication only.
D5 Coupling: Coupling is measured between projects/assemblies — runtime coupling through DI, reflection, messaging or shared databases is invisible to a static reference graph.
D6 Cohesion (LCOM4): LCOM4 cohesion is syntactic — it infers connectivity from which methods touch which fields/methods by name, not from real runtime behaviour or intent.
D7 Architectural Integrity: Layering is checked against detected/declared rules — an architecture whose boundaries live in convention or in code review, not in a rule a scanner can read, is not enforced here.
D9 Test Distribution: The test-pyramid shape is inferred from project/folder naming and references, with a single test host bucketed per-file by its path tier and content signals — a suite that names tiers unconventionally and gives no per-file signal can still be mis-bucketed.
D10 Test Quality: Assertion density is structural — it cannot tell a meaningful behavioural assertion from a trivial one, only that an assertion is present.
D11 Test Reliability: Flakiness is inferred from history/markers — Watchdog runs the suite once (for coverage), not the repeated runs under varied conditions that reveal nondeterminism, so a flaky test never recorded as failing is invisible here.
D12 Dependency Hygiene: Dependency health reads manifests and lockfiles — a vulnerability in a vendored/copied dependency, or risk from how a dependency is actually used, is outside this view.
D13 Secret Scanning: Secret detection is signature- and entropy-based on the current tree — a secret that does not match a known pattern, or one already rotated, will not be flagged (a clean scan is "nothing matched", not "no secrets exist").
D14 License Compliance: License compatibility is checked against declared package metadata and a policy — mislabelled or missing license metadata, and obligations that depend on how you distribute, are not resolved here.
D15 Churn × Complexity Hotspots: Churn hotspots come from git history — a freshly imported or squashed repository has no churn signal, and recent rewrites can mask a historically risky file.
D17 Explicit Debt: Acknowledged-debt signals (TODO/FIXME, suppressions, dead code) are textual — undocumented debt that nobody marked, and debt that lives in design rather than annotations, is invisible. Committed machine-written code (scaffolded migrations, designer/codegen output, generated stubs) is excluded — it is never the team's dead code to delete.
D19 Documentation Quality: Documentation quality is judged by an LLM over a bounded sample of docs — it reads what is written, not whether the docs match the running system, and it is advisory, not a measurement. Its critique rows are drawn from a closed category vocabulary and each row means the same thing in every run, so two scans can be compared row by row; the SET that fires is still a sample, and does not repeat exactly. Measured on one frozen input, six scans at one engine SHA: 2-5 critique rows per scan, 8 distinct rows across the six, 3 of those 8 seen in only one scan. So a D19 row is evidence about the documentation, but a COUNT of D19 rows is not a quantity — never read a change in it as an improvement or a regression.
D20 ADR Quality: ADR quality is an LLM read of the decision records present — it cannot know about decisions made and never recorded, and its verdict is sampled and advisory.
D21 Naming Consistency: Naming quality is an LLM judgement over a bounded sample — it assesses clarity/consistency of the names it sees, not domain-correctness, and is advisory.
D25 ADR Conformance: ADR conformance is the LLM-scored fraction of sampled code that follows recorded decisions — it checks the decisions that were written down and the slices it sampled, not unrecorded rules or the whole tree.
D26 Project Cohesion: Project focus is sized from members/namespaces per project — a project that is broad by deliberate design reads the same as one that has sprawled.
D28 Secrets (history): Secret-history scanning sweeps the git log for known patterns — a secret that predates the available history, or never matched a signature, is not found (clean means "nothing matched in the history we can see").
D29 Static Analysis (SAST): SAST findings are pattern-based (semgrep) — it finds classes of bug it has rules for; logic flaws, auth/authorization gaps and issues needing runtime context are out of reach (and clean means "no rule matched").
D30 Dependency Vulnerabilities: CVE matching depends on accurate package/version metadata and on the advisory databases — a vulnerability with no published advisory, or in code not declared as a dependency, is not seen. Coverage needs a RESOLVED graph: an unpinned requirements.txt, or a pom without a resolved build, yields partial coverage rather than a clean verdict. An ecosystem the analyzer cannot scan is reported as unmeasured, never as clean.
D31 IaC & Container Security: IaC scanning checks Dockerfiles/Terraform/Kubernetes against best-practice rules — it cannot see the live cloud account, runtime configuration, or drift between the committed config and what is actually deployed.
D34 Knowledge Freshness: Freshness is decayed commit RECENCY, not comprehension — code read often but rarely committed reads as orphaned, and stable code that genuinely needs no changes is penalised the same as forgotten code; bot/squash commits distort it like the bus factor.
D35 Change Coupling: Change coupling is co-change in COMMITS — files split across separate commits, or coupled only through a shared config/build step, read as uncoupled, and a sweeping commit (rename/format) is excluded so it doesn't couple everything. It shows that files change together, not WHY: a high coupling can be a healthy cohesive pair as readily as a hidden leak.
D43 Malicious Dependencies: Only packages some vulnerability database has already NAMED as malicious are seen — a compromise published in the last hours, or never reported at all, is invisible here, and this dimension reading 10 is not evidence that a dependency is trustworthy. There is no typosquat or dependency-confusion analysis: a package nobody has reported is simply absent from the feeds. Coverage is the dependency scan's: an ecosystem that could not be scanned is disclosed as unmeasured, never as clean.
D44 Platform End-of-Life: The support table is FROZEN, so it goes out of date by losing RECALL: a release that ended support after the table was written is missed until the table is refreshed, and this dimension reading 10 is not evidence that a platform is current. Only platforms the repository DECLARES in a place this pass reads are seen — a runtime named only in a REDACTED (D31's subject), in a CI workflow (D29's), or in a file this pass does not parse (go.mod, a Gemfile ruby directive) is invisible here, which is why a repository declaring none of them abstains rather than scoring. Only frameworks with a PUBLISHED support policy are tracked: React, Flask and Express publish none, so their age cannot be judged and their absence from a report is not a statement that they are supported.
AC1 Text alternatives: Alt-text is detected structurally — the scan sees that an alternative EXISTS, not whether it meaningfully describes the image, and decorative-vs-missing is judged by attribute shape; runtime-injected images and a non-role=img decorative svg are out of scope. This is accessibility readiness, never a WCAG conformance claim.
AC2 Forms & labels: Label association is read from static markup — a label wired up at runtime (JS-set aria-labelledby, framework-injected ids) reads as missing, a present label says nothing about whether its text is correct. A known UI-library field component (e.g. a JSX <TextField>) is now checked conservatively — flagged only when it carries NO label/aria-label/aria-labelledby/id/name — but wrapper/context-labelled libraries (Chakra/Radix FormControl+FormLabel) aren't statically visible (possible false positive) and non-JSX lowercased components are still skipped. A click handler on a plain element is now asked for a name too (it is a control the author declared), but the subtree test that answers it is deliberately generous: any DYNAMIC text expression in the subtree counts as a name, so an icon chosen by a ternary ({cond ? <IconA/> : <IconB/>}) reads as named, and a glyph component from a library the icon-import list does not know still names its parent. A clean result is "no unlabelled control found", not a labelling proof.
AC3 Page structure: Page structure is read from the static markup tree — landmarks, headings and lang injected at runtime aren't seen, heading ORDER is checked structurally (not against the rendered visual hierarchy), and lang/title/main fire only on full documents, never partials, and the data-table check sees header-cell presence (a <th> exists), not whether each header correctly associates with its cells. Static readiness, not conformance.
AC4 Keyboard semantics: Keyboard semantics are inferred from markup attributes — interactivity wired purely in script, focus managed at runtime, and component-level handlers are invisible. A clean result means "no static keyboard-trap shape", not a keyboard-operability proof.
AC5 ARIA correctness: ARIA correctness is checked against the static role/attribute shape — roles/attributes set dynamically aren't seen, a valid role says nothing about whether it matches the element's real behaviour, and required-state checks are suppressed when a JSX spread could supply them. The two-branch toggle check (a control whose state is conveyed only by which of two mutually exclusive branches renders) reads CONDITIONALS THAT ARE ATTRIBUTES — Vue v-if/v-else/v-show and Alpine x-if/x-show — so the same toggle written as a Svelte {#if} block or a JSX ternary is control flow the markup model never projects as a branch and is not seen at all.
AC6 Visual & motion safety: Contrast and motion safety are PARTIAL by construction — literal colours (hex/rgb/hsl/named) in inline styles, in-repo <style> blocks, in-repo .css files, var() tokens, Tailwind neutral utilities and CSS-in-JS top-level declarations are read (same-rule/same-element colour+background pairs only); computed/runtime/theme colour, external-CDN stylesheets, CSS-in-JS dynamic (${…}) and nested-selector colours, cross-element pairs and image contrast stay out of reach, so a clean result is bounded by what the static CSS itself shows.
AC7 A11y enforcement: Enforcement is scored from in-repo config/CI evidence only — an a11y gate enforced in external tooling with no in-repo trace can't be credited, and a configured linter is presence, not proof the rules actually run or block a merge.
AX10 Code composition: Role is inferred from namespace/folder convention, not semantics — a domain concept living in a folder named "Services" reads as application, and the split is lines-of-code, not business value. The business-logic-share score is a SOFT, FLOORED signal: it contributes to the Architecture lens but is floored at the Critical gate, so an infrastructure-heavy design (a gateway, an ETL, a driver) is legitimately low without being nuked to zero.
M4 Documentation accuracy: Onboarding quality is an LLM read of the docs/setup present — it cannot run the onboarding or measure how long a real new joiner takes; the verdict is sampled and advisory.
P4 Deployment & Rollback: Approval/branch-protection rules live in repository settings the scan cannot see — only their in-repo evidence (config files, workflows) is checked, so a control enforced purely in the host's settings reads as "not evidenced".
The LLM boundary
LLM-set scores this run (5): D19, D20, D21, D25, M4 (model: Local LLM). For these, a model reads a bounded sample and sets the numeric score; each names its own sample and method on its card. They are sampled and advisory by design: they vary at the margins between runs and are never a deterministic measurement. Every other score in this report is tool-computed at confidence 1.0.
What it measures: How tangled the control flow is — methods with many branches are hard to test and change.
Method: Cyclomatic complexity per method (1 + decision points), computed exhaustively across production source; test projects separated by convention. Deterministic.
+ 37 more group(s) — more in Appendix A; the complete list is findings.md.
What to do
Bring the 6 bodies over 60 down to 60 or less in Cyclomatic Complexity — start with AgentActivity.renderToolDetails (cyclomatic 111), App.App (cyclomatic 91), Sidebar.Sidebar (cyclomatic 87). — This score is capped by its worst body, so a finding fixed alone moves it by almost nothing — the next one down takes its place. Refactoring these 6 together lifts Cyclomatic Complexity from 2.7 to about 4.3/10, projected with the scoring formula itself and assuming each lands exactly at 60; a cleaner split scores higher.
Stand up a CI pipeline, then gate Cyclomatic Complexity in it to reach Verified (currently Documented). — This repository has no CI pipeline, so there is nothing to add a gate to yet — the pipeline comes first. Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Detailed fixes: d1_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: How hard the code is for a person to follow, beyond raw branching.
Method: Cognitive complexity per method (Sonar-style nesting-penalized score), computed exhaustively over production code, excluding test projects. Deterministic.
+ 60 more group(s) — more in Appendix A; the complete list is findings.md.
What to do
Bring the 4 bodies over 60 down to 60 or less in Cognitive Complexity — start with AgentActivity.getEventTitle (cognitive 122), App.App (cognitive 91), openai.parse_event (cognitive 90). — This score is capped by its worst body, so a finding fixed alone moves it by almost nothing — the next one down takes its place. Refactoring these 4 together lifts Cognitive Complexity from 2.0 to about 3.2/10, projected with the scoring formula itself and assuming each lands exactly at 60; a cleaner split scores higher.
Stand up a CI pipeline, then gate Cognitive Complexity in it to reach Verified (currently Documented). — This repository has no CI pipeline, so there is nothing to add a gate to yet — the pipeline comes first. Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Detailed fixes: d2_recommendation.md · top locations in Appendix A, every location in findings.md.
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D3 · God Classes5.6 / 10Adequate✓ Tool-verified
What it measures: Over-large classes that try to do too much ("god classes").
Method: God-class detection by line and method-count thresholds per logical type (partial classes unified), filtered for generated code and registration/contract false positives. Deterministic.
Resolve the 24 FunctionTooLong finding(s) in God Classes — start with AgentActivity.tsx (2), BestOfNEvalsPage.tsx, App.tsx. — One of this dimension's main actionable groups (24 warning-level).
Resolve the 8 FileTooLong finding(s) in God Classes — start with AgentActivity.tsx, BestOfNEvalsPage.tsx, App.tsx. — One of this dimension's main actionable groups (8 warning-level).
Resolve the 4 ClassTooLong finding(s) in God Classes — start with BestOfNEvalsPage.tsx, App.tsx, RunEvalsPage.tsx. — One of this dimension's main actionable groups (4 warning-level).
Stand up a CI pipeline, then gate God Classes in it to reach Verified (currently Documented). — This repository has no CI pipeline, so there is nothing to add a gate to yet — the pipeline comes first. Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Detailed fixes: d3_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Copy-pasted code that should be shared instead.
Method: Code duplication via token-stream sliding windows with type-aware normalization (locals masked, type names preserved), density-scored per KLoC of production code. Deterministic.
11 duplicated block group(s) detected. Measured on part of this repository only: .tsx (49% of production source) was not exposed to THIS dimension's token comparison and is not in this count; duplication there is measured by R10 Code Duplication, the frontend lens's card running the same clone algorithm over the JS/TS token stream.
+ 4 more group(s) — more in Appendix A; the complete list is findings.md.
What to do
Resolve the 2 Duplicated block (8 lines × 2) finding(s) in Code Duplication — start with openai.py, runtime.py. — One of this dimension's main actionable groups (2 warning-level).
Resolve the 2 Duplicated block (5 lines × 2) finding(s) in Code Duplication — start with asset_extraction_benchmark.py (2). — One of this dimension's main actionable groups (2 warning-level).
Resolve the 1 Duplicated block (22 lines × 2) finding(s) in Code Duplication — start with openai.py. — One of this dimension's main actionable groups (1 warning-level).
Detailed fixes: d4_recommendation.md · top locations in Appendix A, every location in findings.md.
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D5 · Coupling10.0 / 10Exemplary✓ Tool-verified
What it measures: Whether volatile projects sit underneath others that depend on them (so their churn ripples upward), and whether project dependencies form cycles. A widely-depended-on but stable shared/kernel project is healthy, not penalised.
Method: Dependency cycles via elementary-DFS over real .csproj references, plus Martin instability (afferent/efferent) per project. Exhaustive over the reference graph, deterministic.
Coverage: Exhaustive · type-level: afferent/efferent coupling + cycles computed over every production type — the population is all types, not a name convention.
2 production modules (npm+Python), 0 dependency cycle(s), 0 unstable depended-on module(s). Read from the build's own module declarations; 0 module(s) off the main sequence.
What it measures: Whether a class's methods are focused on a single responsibility.
Method: LCOM4 cohesion per production class with at least two methods: connected components of methods sharing state or calls, computed syntactically. Deterministic, not a proxy.
Coverage: Exhaustive · type-level: LCOM4 cohesion computed over every production class — the population is all types, not a name convention.
What it measures: Whether the code respects its intended layering / architecture rules.
Method: Enforcement rung (Prevented/Verified/Documented) per checkable ADR via Roslyn, plus dependency cycles via the engine shared with D5/AX3. Deterministic, exact.
All 6 mechanizable ADR(s) are enforced: 5 by analyzers, 1 by tests. Dependency cycles not checked (no project-reference graph; where this repository's language has an import-cycle lens, cycles are reported there).
✓ On the Gold path — maintain.
Detailed fixes: d7_recommendation.md.
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D9 · Test Distribution10.0 / 10Exemplary✓ Tool-verified
What it measures: Whether the test suite has a healthy mix of unit / integration / end-to-end tests.
Method: Test projects classified (Unit/Integration/BDD/E2E) from compiled metadata; test methods counted exhaustively across projects with placement-agnostic disk fallback. Deterministic.
312 test methods: 312 unit, 0 integration, 0 BDD, 0 e2e. The JavaScript/TypeScript suite contributes 39 `it`/`test` case(s) across 9 test file(s) declaring at least one; its tier split is read from package names and paths only. The Python suite contributes 273 test function(s) across 40 file(s) declaring at least one — every `def test…` in a file pytest or unittest would collect, which is those frameworks' own definition of a case; a parametrize table counts once, so this is a floor. Its tier split is read from file names and paths only.
✓ On the Gold path — maintain.
Detailed fixes: d9_recommendation.md.
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D10 · Test Quality7.7 / 10Strong✓ Tool-verified
What it measures: Whether the tests truly assert behaviour rather than just running the code.
Method: Per-test assertions, skips, and mock references analyzed via Roslyn; structured skip-reason tags (BUG:/ENV:) separate documented deferrals from debt. Deterministic.
0 skipped, 6 zero-assertion, no mocking-framework packages referenced (hand-written doubles or no mocking) across 39 tests. Measured on the JavaScript/TypeScript suite only — at least 41 test source file(s) (.py) went unread, so its test quality is unmeasured and is not in these counts.
No assertions: create from screenshot: ${model} & ${stack} · ×6frontend/src/tests/qa.test.ts:71
What to do
Resolve the 6 No assertions finding(s) in Test Quality — start with qa.test.ts (6). — One of this dimension's main actionable groups (6 warning-level).
Stand up a CI pipeline, then gate Test Quality in it to reach Verified (currently Documented). — This repository has no CI pipeline, so there is nothing to add a gate to yet — the pipeline comes first. Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Detailed fixes: d10_recommendation.md · top locations in Appendix A, every location in findings.md.
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D11 · Test Reliability10.0 / 10Exemplary✓ Tool-verified
What it measures: Whether the tests pass reliably, with no flakiness.
Method: Suite re-run N times within tiered wall-clock budgets (unit to e2e); tests failing non-deterministically across runs flagged; guarded tests retried when #if guards detected.
What it measures: Whether dependencies are current, secure, and not bloated.
Method: Manifest scan via dotnet list package across all projects; worst-signal-per-package deduction (saturating for vulnerabilities, capped-linear for deprecation/outdated) per KLoC. Exhaustive, deterministic.
1 outdated, 0 yanked pinned Python distributions. 1 of 18 shipped distributions were graded against pypi.org (0 not published there, 17 declared without an exact pin, which installs the newest release the declaration admits and so cannot be behind one). Only EXACT pins are graded for currency: a floor or a range already installs the newest release it admits, so reporting one would report this repository for being current. Whether a deliberate upper cap has itself gone stale is a different and weaker question, and is not asked. Whether any distribution is UNMAINTAINED is not graded — PyPI publishes no maintenance status, and release age does not stand in for one. Lockfiles are not read (REDACTED, uv.lock, Pipfile.lock, pdm.lock), so a lock-resolved install is outside this verdict. Known CVEs in this dependency graph are D30's question.
Outdated: openai
What to do
Stand up a CI pipeline, then gate Dependency Hygiene in it to reach Verified (currently Documented). — This repository has no CI pipeline, so there is nothing to add a gate to yet — the pipeline comes first. Hardens enforcement from Documented toward Verified — provenance only; does not change the score.
Detailed fixes: d12_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Whether any secrets (keys, tokens, passwords) have leaked into the code.
Method: In-process native secret scanner (entropy plus signature patterns) across all tracked files; no external tool. A clean result is a measured 10, not no-data zero. Deterministic.
What it measures: Whether the licenses of third-party packages are compatible with your policy.
Method: Third-party package licenses resolved from declared package metadata and checked against the configured policy (allow/deny/copyleft). Deterministic; clean = no incompatible license found at metadata depth.
0 of 89 shipped Python distribution(s) use a banned license. Licences were resolved from PyPI over the distributions a consumer installs — this repository's 18 declared runtime requirement(s) closed transitively over each distribution's published `requires_dist` (71 reached that way). Requirements it states ONLY under an extra, a PEP 735 dependency group, a Poetry dev group or a dev-named requirements file are excluded: pip does not install any of them for a consumer. ★ This repository commits no dependency lockfile that this pass reads, so each licence is the one PyPI publishes for the distribution's CURRENT release rather than for a pinned version. 2 of them publish no licence on PyPI this pass can read; that is missing data, not a violation, and none of them is charged. This repository publishes itself under MIT, which is its own choice and is not judged here. ★ COVERAGE OF THIS VERDICT: it grades this repository's Python distribution dependencies and nothing else. The repository also declares package.json, and the licences of those dependencies were NOT read by this pass — a gap in this engine's coverage, not a statement about them. So this result says the graded closure carries no banned licence; it does NOT say this repository's licensing is clear.
What it measures: Files that change often and are also complex — the riskiest hotspots.
Method: Per production file churn times cyclomatic complexity over a rolling window, computed from git and Roslyn/JS/Razor analysis. Exhaustive, deterministic per commit date.
Resolve the 9 Hotspot finding(s) in Churn × Complexity Hotspots — start with Sidebar.tsx, App.tsx, EvalSessionsPage.tsx. — One of this dimension's main actionable groups (9 warning-level).
Detailed fixes: d15_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Acknowledged debt left in the code — TODOs, dead code, suppressed warnings.
Method: Roslyn syntactic debt markers (suppressions/TODO/FIXME/HACK/empty-catch/commented-code/Obsolete) plus SymbolFinder dead-code analysis; weighted-debt-per-KLoC density deducted 2.0x per unit. Deterministic, exhaustive.
3 deducted task-comment markers across 27551 LoC (0.0/KLoC) → score 10.0. Task comments only: this repository's language is read without a compiler, so D17's suppression, dead-code and commented-out-code arms did not run and this score counts fewer marker kinds than a .NET repository's would.
Resolve the 3 TodoComment finding(s) in Explicit Debt — start with ScreenRecorder.tsx (2), CodeTab.tsx. — One of this dimension's main actionable groups (3 warning-level).
Stand up a CI pipeline, then gate Explicit Debt in it to reach Verified (currently Documented). — This repository has no CI pipeline, so there is nothing to add a gate to yet — the pipeline comes first. Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
Detailed fixes: d17_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Whether the project's documentation is clear, complete, and useful.
Method: Judged by language model at low temperature (0.0-0.1) on a deterministic doc sample (READMEs plus first 25 architecture docs), with two-pass stability filtering. Advisory, sampled.
The repository's root README (screenshot-to-code) is clear and complete for a product-level overview: it states what the project does, links to the hosted app, lists supported stacks, default AI models, and shows an example image. It also gives getting-started guidance with two paths ('run locally' vs 'use the hosted app'), API-key requirements, and install commands (poetry run pyright; poetry run pytest). The backend/README.md README is focused on its own directory and does not appear to be a root-level document.
Documentation: no contributor guidanceREADME.md
What to do
Resolve the 1 Documentation finding(s) in Documentation Quality — start with README.md. — One of this dimension's main actionable groups (1 recommendation-level).
Detailed fixes: d19_recommendation.md · top locations in Appendix A, every location in findings.md.
Do you agree with this assessment?
D20 · ADR QualityStrong◐ Sampled · advisory
What it measures: Whether architecture decisions are recorded well (context, decision, consequences).
Method: Per-ADR judgment by language model at low temperature with two-pass stability; confidence is share of ADRs evaluated; enforcement-field presence detected deterministically. Advisory.
Evaluated 7 ADR(s) individually; mean quality 7.8/10 (mixed — many ADRs miss context or consequences). 2 flagged with a specific gap.
Decision is a vague 'used for model selection (but it shouldn’t be really? I don’t know)' with no context and no consequences; the body is an input-mode list plus a one-line rationaledesign-docs/general.md
Context/problem (why multipart content is needed for AI models) and consequences/trade-offs are implied but not stated in the visible textdesign-docs/images-in-update-history.md
What to do
Resolve the 1 Decision is a vague 'used for model selection (but it shouldn’t be… finding(s) in ADR Quality — start with general.md. — One of this dimension's main actionable groups (1 warning-level).
Resolve the 1 Context/problem (why multipart content is needed for AI models) and… finding(s) in ADR Quality — start with images-in-update-history.md. — One of this dimension's main actionable groups (1 warning-level).
Detailed fixes: d20_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Whether names — types, methods, variables — are clear and consistent.
Method: Judged by language model at low temperature (0.0-0.1) on a deterministic random symbol sample (fixed size, not exhaustive), with disclosed confidence band. Advisory, sampled.
What it measures: Whether the code actually follows the decisions recorded in the project's ADRs.
Method: Judged by language model at low temperature against ADRs plus a deterministic structural code summary; findings linked to repo-rooted ADR paths for traceability. Advisory.
2 of 2 build units (Python, npm) flagged as possibly oversized/incoherent.
Projects may be oversized for their cohesion
What to do
Resolve the 1 Projects may be oversized for their cohesion finding(s) in Project Cohesion. — One of this dimension's main actionable groups (1 recommendation-level).
Detailed fixes: d26_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Whether any secrets were ever committed — scanned across the full git history, not just now.
Method: Secret scan via TWO gitleaks detect passes in an isolated checkout — the full git history, then a second --no-git pass over the working tree as it stands — merged and de-duplicated by (rule, file, line); each match flagged High. Both invocations are recorded in the audit trail. Exhaustive; when the tool is absent, or when its output cannot be parsed into the expected shape, the dimension is WITHHELD as an explicit measurement gap on our side — unscored and excluded from the lens, never a hedged middling score.
What it measures: Real static-analysis (SAST) findings — likely security bugs in the code, any language.
Method: Polyglot static analysis via semgrep across the repo using the pinned, image-baked p/security-audit + p/owasp-top-ten rulesets (no scan-time registry fetch); severity rules (ERROR/WARNING/INFO) map to a full-band severity-weighted score. Exhaustive, deterministic; degrades on parse failure.
Coverage: semgrep pattern rules over all files — exhaustive for the rule set, blind to classes of bug without a rule (clean = no rule matched).
1 finding(s): 0 critical, 0 high, 0 medium, 1 low. semgrep hit a parse error in 1 file(s) — `frontend/index.html` (line 17) — so no absence of findings in the named regions is evidence of anything; rows reported elsewhere in those files are real. Fix the syntax error (or exclude the file deliberately) and re-scan to cover them.
REDACTED
✓ On the Gold path — maintain.
Detailed fixes: d29_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Whether any dependency has a known published vulnerability (CVE), direct or transitive, in ANY ecosystem the repository declares — Dart pub, Elixir and Erlang via Hex, Go modules, Java and Kotlin via Maven/Gradle, JavaScript/npm, .NET/NuGet, PHP/Composer, Python/PyPI, RubyGems, Rust/Cargo and Swift.
Method: Dependency-CVE scan across every ecosystem the repository declares, scored ONCE. Three sources are unioned and deduplicated by advisory identity (rule id + alias closure, CVE<->GHSA) scoped to package+version, keeping the worst severity: `osv-scanner --recursive` over osv.dev for Dart pub, Elixir/Hex (and Erlang, whose `rebar.lock` syft first converts to a CycloneDX SBOM the scanner reads, with rows attributed back to the lock), Go, Java and Kotlin via Maven/Gradle (and Scala, whose sbt build's pinned direct declarations are written into a CycloneDX SBOM the scanner reads, with rows attributed back to the build file), npm, PHP/Composer, Python/PyPI, RubyGems, Rust/Cargo and Swift; `trivy fs --scanners vuln` for npm lockfiles; and `dotnet list package --vulnerable --include-transitive` for NuGet (with per-advisory collapse of the project x target-framework fan-out), plus a DECLARED-dependency arm that resolves a published gem's gemspec against rubygems.org where no Gemfile.lock is committed. `SeverityScore(c,h,m,l, normalizer 8.0)`. NotApplicable only when NO ecosystem is readable; if any applicable ecosystem could not be scanned the findings are REPORTED and the score is withheld. Supersedes the npm and OSV arms, retired 2026-09-05.
+ 2 more group(s) — more in Appendix A; the complete list is findings.md.
What to do
Resolve the 24 High CVE finding(s) in Dependency Vulnerabilities — start with REDACTED (17), REDACTED (7). — One of this dimension's main actionable groups (24 issue-level).
Resolve the 6 Critical CVE finding(s) in Dependency Vulnerabilities — start with REDACTED (3), REDACTED (3). — One of this dimension's main actionable groups (6 issue-level).
Resolve the 1 Critical vulnerability finding(s) in Dependency Vulnerabilities — start with REDACTED. — One of this dimension's main actionable groups (1 issue-level).
Detailed fixes: d30_recommendation.md · top locations in Appendix A, every location in findings.md.
Resolve the 1 High IaC finding(s) in IaC & Container Security — start with REDACTED. — One of this dimension's main actionable groups (1 issue-level).
Resolve the 4 Medium IaC finding(s) in IaC & Container Security — start with REDACTED (4). — One of this dimension's main actionable groups (4 warning-level).
Resolve the 2 Low IaC finding(s) in IaC & Container Security — start with REDACTED (2). — One of this dimension's main actionable groups (2 recommendation-level).
Detailed fixes: d31_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Whether anyone still has living knowledge of each file, or it has been orphaned — last understood long ago by someone now gone quiet. The sibling of the bus factor: D16 asks who owns it, D34 asks whether anyone still knows it.
Method: File orphaning as total living-knowledge decay below one focused-commit's worth within a year, computed per-file from the D16 decay model. Exhaustive, deterministic over fixed history.
Every significant source file has living knowledge — recently and meaningfully worked. Counted over 90 of the 198 production source files in this repository: the rest are under the ~2,400-byte size floor this dimension measures over.
What it measures: Whether files that change together actually belong together — pairs that repeatedly co-change in git history despite having no explicit code dependency, surfacing the hidden/logical coupling (and boundaries in the wrong place) a static scan can't see.
Method: Pairwise co-occurrence over the per-commit file sets in git history (production source only — tests and generated dropped): Degree-of-Coupling = shared ÷ min individual revisions, reported above noise floors (each file ≥10 revisions, ≥5 shared commits, ≥50% strength); sweeping commits excluded. Deterministic over fixed history.
Coverage: Population: PRODUCTION source files only — test and generated files are dropped before pairing, so a class co-changing with its own test (trivially ~100%) can't drown the real production↔production coupling. Pairs ranked by Degree-of-Coupling. A non-source file is never a coupling PARTICIPANT either: documentation, schemas, config and data files are dropped with the rest, so a code↔docs pair — a command and the reference page that restates it — is not reported however strongly the two co-change; nor is coupling that runs THROUGH a build step or config file.
Resolve the 4 Change coupling finding(s) in Change Coupling — start with definitions.py, pricing.py, llm.py. — One of this dimension's main actionable groups (4 warning-level).
Detailed fixes: d35_recommendation.md · top locations in Appendix A, every location in findings.md.
What it measures: Whether any dependency the repository declares is published as MALICIOUS rather than merely vulnerable — a package that is an attacker's work, in any ecosystem osv-scanner reads. Scored apart from D30 because the answer is binary: there is no safe version to upgrade to, and the fix is to remove the package and rotate every credential it could have read.
Method: The same dependency scan D30 reads, partitioned on the scanner's own classification rather than rescanned: a row is MALICIOUS when its id is in the `MAL-` space (the ossf/malicious-packages feed) OR its `database_specific.cwe_ids` carries `CWE-506` ("Embedded Malicious Code"). Both channels are structural; the summary text is deliberately NOT read, because a malicious-package record whose summary says only "Critical severity vulnerability" is a real shape ([GHSA redacted]) and a text matcher misses it. Scored BINARY: any surviving row is 0, whatever its severity and however many CVEs sit beside it — a hostile dependency is not a quantity. Applicability and degradation are D30's: NotApplicable only when no ecosystem is readable, and an unscannable ecosystem degrades rather than reading clean. SCORED, not informational.
What it measures: Whether anyone still ships security patches for the platform this repository RUNS ON — the runtime it pins and the framework majors its own constraints hold it to. Separate from D12 because the question differs: a current Django on an end-of-life Python is perfectly up to date and completely unsupported, and the fix is a migration rather than a version bump. What the repository says it merely SUPPORTS is never charged.
Method: End-of-life PLATFORM read from the repository's own declarations and graded against a FROZEN, dated table of vendor support dates — no network, no feed, no API, so this dimension answers identically inside a closed scan fence. Two subjects: a RUNTIME the project pins (a single or all-end-of-life TargetFramework, a .nvmrc or .python-version, a requires-python CAP) and a FRAMEWORK major a dependency constraint cannot move off (a caret, tilde or exact version; `vue@^2.7.16` pins Vue 2). A FLOOR is deliberately never charged — `requires-python = ">=3.8"` states what a package SUPPORTS, not what it runs on — and a multi-target project is charged only when EVERY target is out of support. Runtime 4.0/product capped 8.0, framework 1.5 capped 4.5. The table is safe to freeze because a statement about support that ended in the past cannot become false: it loses recall as it ages, never precision, and a test asserts every entry predates the freeze date. Disjoint from D31 (a container image's OS layer) and D29 (the toolchain a CI workflow installs). Abstains when the repository declares no platform this pass reads — never scores it clean.
0 end-of-life runtime(s) and 0 end-of-life framework(s), read from 0 platform declaration(s) and 18 dependency declaration(s). This dimension reads what the repository says about ITSELF — a pinned target framework, a version file, a capped requires-python, a Rust toolchain pin, a framework major a constraint cannot move off. A FLOOR is deliberately never charged: `requires-python = ">=3.8"` states what the package SUPPORTS, not what it runs on, and a well-maintained library declares exactly that while running its own CI on a current release. The end-of-life facts are FROZEN and dated, so this dimension needs no network and answers identically inside a closed scan fence; as the table ages it loses recall and never precision, because a statement about support that ended in the past cannot become false. The OS layer of a container image is D31's question and the toolchain a CI workflow installs is D29's; this row is neither.
✓ On the Gold path — maintain.
Detailed fixes: d44_recommendation.md.
Do you agree with this assessment?
Frontend & cross-cutting dimensions
R = React/JS · M = Maturity · P = Readiness.
AC1 · Text alternatives5.3 / 10Adequate✓ Tool-verified
Other · Accessibility — Whether non-text content carries a text alternative — img/area/input[type=image] have alt, a meaningful svg has a title or aria-label, video has a captions track, and object/embed/canvas have a name or fallback content. Static markup readiness, not a WCAG conformance claim.
Method: Static markup-model scan: every img/area/input[type=image] checked for alt, svg[role=img] for a title/aria-label, video for a captions <track>. Components skipped, spreads suppressed. Deterministic, hard fact per element.
Coverage: Population: image/media elements — img, area, input[type=image], svg, video, object, embed, canvas — across the PARSED MARKUP files only (.html/.htm/.cshtml/.razor/.vue/.svelte/.jsx/.tsx); components, hidden subtrees and dynamic-attribute elements are skipped. Markup built in script — tagged-template (html`…`) UIs and hyperscript DOM factories — is NOT read by any producer, so it contributes no element to this population; where such a frontend is present the card discloses it as an analyzer gap rather than scoring around it.
Video with no captions <track> offers no captions. This player's source is set at runtime, so there is no caption file to author here: give the player a way to carry captions — accept a track/captions URL alongside the media and render a <track kind="captions"> when one is supplied — and capture that asset wherever the media enters the product (upload, import or generation). (×4) — frontend/src/components/evals/report-json.tsx:50, frontend/src/components/history/HistoryDisplay.tsx:96, frontend/src/components/sidebar/Sidebar.tsx:386, …
What to do
Add a text alternative — alt on images (alt="" for purely decorative ones), a title or aria-label on meaningful svg, an aria-label or inner fallback content on canvas, and a captions <track> on video.
Do you agree with this assessment?
AC2 · Forms & labels5.3 / 10Adequate✓ Tool-verified
Other · Accessibility — Whether form controls have a programmatic label (an associated label, aria-label or aria-labelledby), buttons have text, links have an accessible name, a click handler on a plain element names the control it declares, fieldsets have a non-empty legend, known UI-library field components carry a label prop, and a placeholder isn't used as the only label. Static markup readiness, not a WCAG conformance claim.
Method: Static markup-model scan: inputs/selects/textareas checked for an associated label[for]/wrapping label/aria-label/aria-labelledby (per document), buttons for accessible text, fieldsets for a legend; placeholder-only labelling flagged. Deterministic, hard fact per control.
Coverage: Population: form controls, buttons, links, fieldsets and known UI-library field components in the PARSED MARKUP files only (.html/.htm/.cshtml/.razor/.vue/.svelte/.jsx/.tsx); components, hidden subtrees and spread/dynamic-attribute elements are skipped, so a control whose label arrives through a spread or a runtime expression is deliberately not judged. Markup built in script — tagged-template (html`…`) UIs and hyperscript DOM factories — is not read at all.
This UI-library field component has no label / aria-label / aria-labelledby / id — and neither does anything it renders (a name prop is the form-submission key, not a label) — so it likely renders an unlabelled control. Name it whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed. — frontend/src/components/ImportCodeSection.tsx:53
A button with no text and no aria-label has no accessible name. Add visible text or an aria-label (an icon-only button still needs one). (×2) — frontend/src/components/UpdateImageUpload.tsx:43, frontend/src/components/history/HistoryDisplay.tsx:28
This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it. (×7) — frontend/src/components/evals/BestOfNEvalsPage.tsx:397, frontend/src/components/evals/BestOfNEvalsPage.tsx:582, frontend/src/components/evals/BestOfNEvalsPage.tsx:698, …
This control has only a placeholder — a placeholder is not a label (it vanishes on input and many AT ignore it). Add a <label htmlFor>, a wrapping <label>, or aria-label. (×5) — frontend/src/components/evals/EvalSessionsPage.tsx:427, frontend/src/components/evals/EvalSessionsPage.tsx:591, frontend/src/components/evals/OpenAIInputComparePage.tsx:106, …
This UI-library field component is named only by a placeholder — a placeholder is not a label (it vanishes as soon as the user types, and many assistive technologies ignore it). Give it a real name whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed. (×4) — frontend/src/components/generate-from-text/GenerateFromText.tsx:46, frontend/src/components/settings/DesignSystemsManager.tsx:164, frontend/src/components/unified-input/tabs/ImportTab.tsx:100, …
This UI-library field component has no label / aria-label / aria-labelledby / id, and nothing it renders carries one either (a name prop is the form-submission key, not a label). The text inside it does not stand in for one: these compound APIs render a trigger with role="combobox" (or role="button"), and those roles take their name from the AUTHOR, not from their content — so the words on screen never reach the accessibility tree as a name. Name it whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed. (×2) — frontend/src/components/settings/SettingsTab.tsx:80, frontend/src/components/settings/SettingsTab.tsx:104
What to do
Give every control a programmatic label (a <label for> / wrapping <label> / aria-label) and every button text — a placeholder is not a label.
Other · Accessibility — Whether pages declare a language (well-formed BCP-47) and a non-empty title, expose exactly one main landmark and a sane heading order with non-empty headings, keep zoom enabled, title their iframes, give data tables header cells, and avoid meta-refresh. Static markup readiness, not a WCAG conformance claim.
Method: Static markup-model scan: html lang, document <title>, a main landmark and heading order on full documents only, plus zoom-disabling viewports, untitled iframes and meta-refresh anywhere. Deterministic, per structural checkpoint.
Coverage: Population: the PARSED MARKUP documents (.html/.htm/.cshtml/.razor/.vue/.svelte/.jsx/.tsx). The page-level checks — lang, title, single main landmark — fire ONCE PER FULL DOCUMENT (an <html> root) and never on a partial or component fragment, so a repo of fragments is assessed only on the per-element checks (heading order, table headers, iframe titles, meta-refresh, zoom). Markup built in script — tagged-template (html`…`) UIs and hyperscript DOM factories — is not read at all.
An iframe with no title (or an empty one) is announced only as "frame". Add a non-empty title describing its content, or an aria-label. (×2) — frontend/src/components/evals/BestOfNEvalsPage.tsx:907, frontend/src/components/evals/BestOfNEvalsPage.tsx:915
What to do
Declare <html lang>, a document <title> and a <main> landmark, keep headings in order, leave zoom enabled, title iframes and drop meta-refresh.
Other · Accessibility — Whether interactive behaviour is keyboard-reachable — no click handler on a non-interactive element lacking a role, tabindex and key handler, no element the repo's own CSS styles `cursor: pointer` without giving it any of the three, no unfocusable element whose only binding is a mouse enter/leave pair or a double-click, no positive tabindex, no href-less anchor, no placeholder-href (#/javascript) link acting as a button. Static markup readiness, not a WCAG conformance claim.
Method: Static markup-model scan: click handlers on non-interactive elements lacking role+tabindex+key handler, positive tabindex values, and href-less anchors. Components skipped, spreads suppressed. Deterministic, hard fact per element.
Coverage: Population: elements that pose a keyboard-semantics question, in the PARSED MARKUP files only (.html/.htm/.cshtml/.razor/.vue/.svelte/.jsx/.tsx) — a non-natively-interactive element carrying a click handler, a double-click or hover enter/leave binding, a pointer-only gesture on a tabindex="0" element, or `cursor: pointer` from the repo's own CSS; an href-less or placeholder-href (#, javascript:) anchor; and any element with a positive tabindex. Natively interactive elements used correctly (<button>, <a href>, form controls) are NOT in the population — there is nothing to judge — so a page of nothing but correct controls gives AC4 nothing to measure. Keyboard reachability is judged from the markup, never from a rendered page. ★ An interactive element declared in a tagged-template (html`…`) or hyperscript frontend is NOT in this population — no producer reads either — so an empty population is reported as an analyzer gap, never as "this repository has no interactive elements".
A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler. (×9) — frontend/src/components/evals/AgentRunsPage.tsx:350, frontend/src/components/evals/InputFileSelector.tsx:80, frontend/src/components/evals/InputFileSelector.tsx:121, …
A click handler on a plain element with no role and no tabindex: even where another element's key handler can reach it, assistive tech can neither focus it nor announce what it is. Use a <button>, or add role + tabIndex={0}. (×3) — frontend/src/components/evals/EvalSessionsPage.tsx:80, frontend/src/components/evals/EvalSessionsPage.tsx:133, frontend/src/components/evals/EvalSessionsPage.tsx:460
What to do
Make custom controls keyboard-operable (role + tabindex + key handler), drop positive tabindex, and give anchors a real href.
Other · Accessibility — Whether ARIA is used correctly — valid non-abstract roles, the ARIA state a role requires, valid (non-misspelled) aria-* attribute names, in-enum values for token-typed aria-* attributes, and no aria-hidden on (or wrapping) a focusable element. Static markup readiness, not a WCAG conformance claim.
Method: Static markup-model scan: role values checked against the WAI-ARIA role set (abstract/invalid flagged), required ARIA state for a role, and aria-hidden on a focusable element. Deterministic, role/attribute level.
Coverage: Population: elements in the PARSED MARKUP files (.html/.htm/.cshtml/.razor/.vue/.svelte/.jsx/.tsx) that carry a role or an aria-* attribute; roles and token values are checked against the ARIA enums exhaustively within that set. An expression-valued (dynamic) role or aria-* value is skipped rather than guessed, and markup built in script — tagged-template (html`…`) UIs and hyperscript DOM factories — is not read at all.
Other · Accessibility — Whether focus outlines aren't removed without a replacement, motion respects prefers-reduced-motion, and literal CSS colour pairs meet contrast — PARTIAL: inline styles, in-repo <style> blocks, in-repo .css files, var() tokens, Tailwind neutral utilities and CSS-in-JS literals are read (hex/rgb/hsl/named), never computed/runtime/external-CDN colour. Static markup readiness, not a WCAG conformance claim.
Method: Static markup/CSS scan: inline outline:none/0, literal inline colour/background contrast against the 4.5:1 AA floor, and <style>-block animation without a prefers-reduced-motion guard. Deterministic but PARTIAL — only inline styles and in-repo CSS literals are visible.
Coverage: Population: styled elements in the PARSED MARKUP files (.html/.htm/.cshtml/.razor/.vue/.svelte/.jsx/.tsx), plus in-repo <style> blocks, in-repo .css files and CSS-in-JS literals. Colour contrast is computed from LITERAL colour pairs only (hex/rgb/hsl/named, including var() tokens and Tailwind neutral utilities) — computed, runtime-themed and external-CDN colour is never resolved, so this is a partial read of contrast by construction. Markup built in script — tagged-template (html`…`) UIs and hyperscript DOM factories — is not read at all.
This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade. (×15) — frontend/src/components/agent/AgentActivity.tsx:414, frontend/src/components/agent/AgentActivity.tsx:481, frontend/src/components/agent/AgentActivity.tsx:568, …
<svg> moves — its `animate-spin` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:. (×3) — frontend/src/components/core/Spinner.tsx:4, frontend/src/components/evals/BestOfNEvalsPage.tsx:483, frontend/src/components/unified-input/ScreenshotToCodeControls.tsx:179
<span> moves — its `animate-bounce` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:. (×3) — frontend/src/components/core/WorkingPulse.tsx:4, frontend/src/components/core/WorkingPulse.tsx:5, frontend/src/components/core/WorkingPulse.tsx:6
<select> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2). (×5) — frontend/src/components/evals/BestOfNEvalsPage.tsx:397, frontend/src/components/evals/BestOfNEvalsPage.tsx:582, frontend/src/components/evals/BestOfNEvalsPage.tsx:698, …
<textarea> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2). (×3) — frontend/src/components/evals/OpenAIInputComparePage.tsx:106, frontend/src/components/evals/OpenAIInputComparePage.tsx:122, frontend/src/components/sidebar/Sidebar.tsx:562
<div> moves — its inline style sets `animation: flash 1s ease-in-out infinite` — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:. — frontend/src/components/thinking/ThinkingIndicator.tsx:70
`.scanning::after` moves (`animation: scanning 3s ease-in-out infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce. — frontend/src/index.css:39
`.active-step-shimmer` moves (`animation: searchlight 5.5s linear infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce. — frontend/src/index.css:156
`:is(.dark) .active-step-shimmer` moves (`animation: searchlight 5.5s linear infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce. — frontend/src/index.css:179
`.working-indicator-bg` moves (`animation: workingGradientSlide 4s ease-in-out infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce. — frontend/src/index.css:192
What to do
Keep a visible focus style (don't remove the outline without a replacement), guard animation with prefers-reduced-motion, and raise low-contrast colour pairs to at least 4.5:1.
Do you agree with this assessment?
AC7 · A11y enforcement4.0 / 10Weak✓ Tool-verified
Other · Accessibility — Whether accessibility is ENFORCED in the toolchain — an accessibility checker configured over the markup (an a11y lint rule set, e.g. eslint-plugin-jsx-a11y or vuejs-accessibility where the project lints JavaScript) and an automated accessibility assertion wired into tests or CI (axe/pa11y/Lighthouse or an equivalent) — on the Documented→Verified→Prevented ladder.
Method: Repo config/CI scan: an accessibility checker configured over the markup (an a11y lint rule set such as eslint-plugin-jsx-a11y / vuejs-accessibility where JavaScript is linted) and an automated accessibility assertion in tests or CI (axe/pa11y/Lighthouse or equivalent), graded on the Documented→Verified→Prevented rungs. Deterministic, presence/rung detection.
Coverage: Population: the repository's own tooling configuration — lint config, test and CI files — NOT the markup. It is read for a configured accessibility checker and an automated accessibility assertion (axe/pa11y/Lighthouse, or a native-toolkit equivalent), and it credits an INVOCATION, never a mention: a licence filename, an import comment or a doc reference earns no rung. Enforcement configured entirely outside the repository leaves no evidence here and cannot be credited.
No accessibility enforcement found — no a11y linter (eslint-plugin-jsx-a11y) and no axe/pa11y/Lighthouse in tests or CI. Start with the linter to catch issues at author time. What was searched, so you can tell an absence from a miss: the 74 markup file(s) this pass actually assessed, the linter configuration checked in beside them, and this repository's test and CI files — matched by name against the accessibility checkers this dimension carries. An audit run outside the repository, a hosted scanner, or a check whose name is not one of those, is not seen here.
What to do
Enforce accessibility in the toolchain: add eslint-plugin-jsx-a11y, then assert with vitest-axe in tests, then gate axe/pa11y/Lighthouse in CI.
Other · Architecture — How the codebase splits by code ROLE — domain, application, infrastructure, test, generated. The significance map behind the knowledge/coupling weighting, and a DDD signal in its own right: a thin domain core under fat infrastructure is the anemic-domain smell, quantified. How each file's role is decided, because the split is only as good as that: a generated name or a build-output tree makes it Generated, a test project makes it Test, and otherwise the file's NAMESPACE and PATH words are matched against fixed vocabularies in a fixed ORDER — domain, then infrastructure, then application — so a file whose words hit two layers is counted under the earlier one. A production file matching none of them counts as application, so that share reads 'application or unclassified' rather than a measured application layer. Roles come from naming convention, never from what the code does. On this repository the split was taken from the source tree on disk rather than from a loaded .NET workspace, so a file's role is decided by its PATH segments alone — no declared namespace was available to add to the evidence — and generated output is excluded from the census entirely rather than counted as a generated share.
Method: Roslyn line-count by code ROLE: every source file classified Domain/Application/Infrastructure/Test/Generated by namespace + path convention (the shared CodeRoleClassifier), then significant lines summed per role. Deterministic; the advisory score is the business-logic (domain+application) share of production code.
Coverage: Population: ALL source files, each bucketed into ONE of five roles (Domain/Application/Infrastructure/Test/Generated) by namespace + path convention — a file whose layer isn't named in the convention falls to Application (the neutral default), and the split is line-count, not semantic depth or business value.
What to do
The domain core is a small share of production code, but most of the rest matched no layer vocabulary at all — so this is not yet an anemic-domain finding. The namespace/path convention could not place that code, which makes the composition above a statement about the naming, not about the design. Name the layers (or check that the repository's conventions differ from the ones this check knows) before reading a thin domain into it.
Other · Architecture — Whether the project-reference graph is acyclic (cycles block independent build/deploy and signal eroding boundaries).
Method: Project reference cycles via elementary-DFS over real .csproj references, using the engine shared with D5/D7; cyclic versus acyclic. Exhaustive, deterministic.
Other · Architecture — Whether dependencies point inward (Domain ← Application ← Infrastructure/Web) — the clean-architecture dependency rule, checked across the project graph.
Method: Layer violations by name-segment inference (Domain/Core to Application to Infrastructure/Web) over the project-reference graph. Exhaustive over all projects, deterministic.
Other · Architecture — Whether interfaces stay focused rather than fat — the Interface-Segregation principle (SOLID 'I').
Method: Roslyn scan: public interface declared-member counts (accessors fold into their property/event); fat-interface threshold (over 15 declared members) flagged per type. Each finding also reports the distinct-OPERATION count — members counted by name, so an overload group counts once — which decides whether it states the caller-side ISP harm or the implementer-side burden of an overload set. TypeScript: exported interfaces that declare behaviour, counted over their REQUIRED operations (method signatures and function-typed properties with no `?`, once per signature) — data-shape interfaces and ambient .d.ts declarations are outside the population; JavaScript declares no interfaces and is not applicable. Deterministic, type-level.
Other · Security — Whether access is authorized by default — a framework authorization attribute/decorator or policy, or imperative guard methods (throw-on-violation) called from handlers.
Method: Roslyn scan: [Authorize] usage and authorization policies, plus imperative throw-on-violation guard methods detected via syntax. Deterministic.
This repository serves requests — a request handler (uvicorn.run() (backend/start.py:40) — and no route guard, auth-gate middleware, global guard or imperative check that refuses a caller (401/403, an Unauthorized/Forbidden error) was found: its endpoints may be unprotected. — backend/start.py:40
What to do
Protect endpoints by default-deny: a global authentication guard or middleware with explicit public opt-outs, or a guard on every route, plus named role/permission rules for what an authenticated caller may do.
Other · Code Health — Unreviewed-generation residue in this repository's JavaScript/TypeScript: functions whose whole body still throws a "not implemented" error, and placeholder text (lorem ipsum, changeme/replace_me…) left in strings and JSX of non-test, non-generated code. Scored as a quality signature, never as a claim about authorship.
Method: Roslyn syntax scan: NotImplementedException throws and placeholder string literals in non-test, non-generated shipped code. Deterministic, code-shape signature.
Other · Code Health — Unfinished work detected by code SHAPE, not keywords, in this repository's JavaScript/TypeScript: functions that only throw a "not implemented" error, functions that take inputs and return a constant or do nothing, async functions that never await, dead `if (false)` branches, and skeleton classes most of whose methods are holes.
Method: Roslyn syntax scan: incompleteness by code shape (constant-returning methods, async-never-await, #if false branches, guards that return what the code already falls through to, tests an earlier guard already decided, comparisons against NaN, skeleton types), not keyword-gated. Deterministic, code-shape heuristic.
Maturity · Maturity — Whether the repo and its projects have a README, and whether it's substantive and current.
Method: Filesystem scan: README presence, word count, and headings for depth; git history for staleness. Exhaustive across root and project dirs, deterministic.
What to do
Explain in the README how to run the tests. Add a section called Testing to the README in the repository's top folder, saying how to run the test suite.
Add an 'Architecture' / 'How it works' section to the root README — the high-level shape.
Add a README to the 1 of 2 project(s) that lack one — worth up to 1 pts.
Maturity · Maturity — Whether key decisions (ADRs) and the high-level shape (C4/diagrams) are written down.
Method: Filesystem scan: ADR folder/naming conventions or content, plus Mermaid/PlantUML/C4/architecture.md discovery. Exhaustive, deterministic.
No C4/Structurizr/PlantUML/Mermaid/Graphviz/D2 diagram, no drawn diagram named for the architecture, no file named `architecture` or `design` in any markup this check reads, and nothing in the README, docs or contributor guides that announces the shape — no `## Architecture` heading, no "architecture overview"/"high-level design" phrasing, no "the architecture is …" introduction, no guided code tour. A shape laid out in prose that never names itself as the architecture is not visible to this check, and neither is one kept outside the repository, so this row reports the absence of a re-findable shape document — not evidence that nobody wrote the shape down.
What to do
Grow the ADR log (currently 7) — reach 8 to raise the maturity tier; document significant decisions as they're made.
Add a C4 context/container diagram (Structurizr, PlantUML or Mermaid) or an architecture.md overview.
Maturity · Maturity — Whether the README actually describes the code that exists (LLM-judged, advisory).
Method: Judged by language model at low temperature: README accuracy versus actual projects, within a disclosed tolerance. Advisory, not a measured number.
Do you agree with this assessment?
P1 · CI/CD gates0.0 / 10Critical✓ Tool-verified
Readiness · Readiness — Whether an automated pipeline builds and tests every change.
Method: Filesystem scan: CI workflow files (.github/workflows, .gitlab-ci.yml, etc.) for build and test stages. Exhaustive, deterministic.
No CI workflow found (.github/workflows, azure-pipelines.yml, .gitlab-ci.yml, …) — changes aren't gated by an automated build/test.
What to do
Add a CI workflow that builds and runs the test suite on every push/PR.
Do you agree with this assessment?
P2 · Observability7.0 / 10Strong✓ Tool-verified
Readiness · Readiness — Whether the code is diagnosable in production — structured logging, tracing/metrics, health checks.
Readiness · Readiness — Whether SAST, secret/dependency scanning and performance benchmarking are wired in (presence, not runtime).
Method: Filesystem scan: SAST configuration, dependency-update automation, secret scanning, and a benchmark harness or benchmark step — in this repository's own ecosystem. Exhaustive, deterministic.
No static application security testing detected. For this repository's stack, add CodeQL's javascript-typescript pack, `semgrep --config=p/typescript`, or eslint-plugin-security — this repository has no CI pipeline yet, so run it locally to clear the existing findings, then make it a step of the first workflow you add so a regression fails the build. What was searched, so you can tell an absence from a miss: the 0 CI workflow file(s) in this repository, and the scanner and linter configuration checked in beside them. A scan that runs outside CI, one configured in your forge's web UI rather than in a committed file, or a tool whose name is none of those this check carries, is not seen — if that is your case the row is wrong, and saying so is more useful than adding a second scanner.
What to do
Run what this repository's stack ships: CodeQL's javascript-typescript pack, `semgrep --config=p/typescript`, or eslint-plugin-security — locally for now, since there is no CI pipeline here yet, and as a step of the first workflow you add so a security regression fails the build instead of landing.
Enable Dependabot/Renovate or a dependency-review gate.
Add gitleaks/trufflehog in CI to block PRs that introduce committed secrets.
Readiness · Readiness — Whether releases are automated and safely reversible (probes, rolling updates, approval gates) — from manifests/pipeline files, not the live environment.
Method: Filesystem scan: deployment manifests/IaC (K8s YAML, Helm, Terraform) for rolling updates, probes, approval gates, migration hooks. Exhaustive, deterministic.
Deployment is orchestrated by compose, but no service declares a `healthcheck:` and nothing pins a previous image to fall back to — the runtime can tell that the container is up, not that it is serving, so a bad release is harder to detect and reverse.
What to do
Add a `healthcheck:` to the served compose service — probing the endpoint it already answers on where it has one — with `depends_on: condition: service_healthy` on whatever waits for it, and keep the deployed image tag immutable and recorded so rolling back is re-pointing at the previous tag rather than rebuilding.
Add an approval/environment gate (required reviewers / protection rules) before production promotion.
Readiness · Readiness — Whether outbound HTTP calls are wrapped in resilience (retry/timeout/circuit-breaker) so a failing dependency doesn't cascade.
Method: Source scan: outbound HTTP clients and what bounds them — resilience handlers (Polly, AddStandardResilienceHandler) on .NET; on Go, the JVM, Python, JavaScript/TypeScript, Ruby, PHP, Rust, Elixir, Swift, Dart and Erlang, a timeout, deadline, retry or breaker beside each call, or a process-wide client default (a framework-wide deadline such as Drupal core's, Laravel's or actix's awc counts). Exhaustive, deterministic.
`httpx.AsyncClient(` makes an outbound HTTP call, and nothing bounds it: no timeout, deadline, retry or circuit breaker is set for it here, and the client has no process-wide default. A slow or failing dependency will hold this service's request, thread or connection until the call gives up on its own — or never, for a client with no default timeout. — backend/image_generation/replicate.py:81
`aiohttp.ClientSession(` makes an outbound HTTP call, and nothing bounds it: no timeout, deadline, retry or circuit breaker is set for it here, and the client has no process-wide default. A slow or failing dependency will hold this service's request, thread or connection until the call gives up on its own — or never, for a client with no default timeout. — backend/run_image_generation_evals.py:231
What to do
Pass `timeout=` on every `requests`/`httpx` call (requests has no default and will wait forever), mount an `HTTPAdapter(max_retries=Retry(...))` on shared sessions, and wrap calls to flaky dependencies in `tenacity` retries or a `pybreaker` circuit breaker.
Readiness · Performance — Whether asynchronous code stays responsive — it avoids sync-over-async blocking (a .NET .Wait()/.GetAwaiter().GetResult(), a time.sleep or blocking HTTP call inside a Python coroutine, a *Sync call inside an async JavaScript function, block_on inside a Rust async fn, runBlocking inside a Kotlin suspend function, block() inside a Reactor publisher) that stalls a thread or event loop and risks deadlock, and, where the code is a reusable library on .NET, awaits with ConfigureAwait(false) so it never captures and stalls its caller's context.
Method: Production-source scan: sync-over-async blocking counted everywhere — .Wait()/.GetAwaiter().GetResult() in .NET; off .NET, read from the language model, a blocking call inside an async function (Python, TS/JS, Rust, Kotlin, Swift, Dart) or inside a Java method returning a Reactor Mono/Flux or a Scala method returning a Future or effect — and, for a .NET library with ≥5 awaits, the share of awaits using ConfigureAwait(false). Deterministic, syntax/text detection.
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R1 · Type Safety10.0 / 10Exemplary✓ Tool-verified
React / JS · Code Health — How much of the frontend is typed TypeScript vs untyped JavaScript.
Method: Frontend file inventory: the share of typed TypeScript vs untyped JavaScript across the source tree. Deterministic, exhaustive over frontend files.
React / JS · Code Health — Near-exact copy-pasted blocks of substantial extent across the frontend (the D4 clone algorithm over JS/TS tokens, D-386): a block is reported only where its copies still agree on most of their own identifiers and literals, or were renamed as they were pasted but kept most of their constants, and where the copies carry enough code to stand on their own or the copied extent reaches 30 lines — so a re-implementation sharing neither names nor values, and a small pasted declaration, are both found and deliberately not reported, and a clean R10 is not a claim that nothing was copied.
Method: Near-exact copy-pasted blocks of substantial extent across the frontend (the D4 clone algorithm run over JS/TS tokens). Masking finds the candidates; a block is reported when its copies still agree on most of their own identifiers and literals, or when a renamed copy still agrees on most of its constants, AND the copies carry enough code to stand on their own — or when the copied extent reaches 30 lines. So a re-implementation sharing neither names nor values, and a small pasted declaration, are deliberately not counted. Deterministic.
7 duplicated blocks under frontend/src/components/ have copies in at least two of the sibling directories agent, evals, generate-from-text, settings, sidebar, start-pane (+1 more sibling(s) not listed) — 4 of them are reported below, and 3 are counted here but not reported individually: those copies match on shape but no longer clear R10's bar for an individually reported row — either they kept neither their own names nor their values, or what was copied is too small to stand on its own (it reports near-exact duplication only, and only of substantial extent). What this row states is the concentration, which the detector measured over all 7 and which does not depend on how exactly each block's copies still match. That concentration is one structural fact, not 7 local ones: the siblings replicate behaviour none of them owns, which is the shape of a missing shared module — a common library every sibling imports — rather than 7 separate extractions. Check first whether the siblings are deliberately standalone deliverables (scaffold templates, demo apps that must stay copy-pasteable); where they are, the duplication is the design and the per-block rows are the ones to act on. — frontend/src/components/start-pane/StartPane.tsx:6
frontend/src/components/evals/AgentRunsPage.tsx:169 · frontend/src/components/evals/PromptReportsPage.tsx:133 — the two spans are one implementation copied and then locally edited — 991 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one. — frontend/src/components/evals/AgentRunsPage.tsx:169
frontend/src/components/ui/alert-dialog.tsx:7 · frontend/src/components/ui/dialog.tsx:9 — the two spans are one implementation copied and then locally edited — 307 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one. — frontend/src/components/ui/alert-dialog.tsx:7
frontend/src/components/evals/AgentRunsPage.tsx:69 · frontend/src/components/evals/PromptReportsPage.tsx:55 — the two spans are one implementation copied and then locally edited — 351 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one. — frontend/src/components/evals/AgentRunsPage.tsx:69
frontend/src/components/unified-input/tabs/ImportTab.tsx:34 · frontend/src/components/unified-input/tabs/TextTab.tsx:36 — the two spans are one implementation copied and then locally edited — 223 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one. — frontend/src/components/unified-input/tabs/ImportTab.tsx:34
frontend/src/components/evals/EvalComparePage.tsx:17 · frontend/src/components/evals/EvalSessionsPage.tsx:18 — the 2 copies are spread across 2 files, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases. — frontend/src/components/evals/EvalComparePage.tsx:17
frontend/src/components/UpdateImageUpload.tsx:9 · frontend/src/components/sidebar/Sidebar.tsx:109 — the two spans are one implementation copied and then locally edited — 175 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one. — frontend/src/components/UpdateImageUpload.tsx:9
frontend/src/components/agent/AgentActivity.tsx:203 · frontend/src/components/agent/AgentActivity.tsx:230 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/agent/AgentActivity.tsx:203
frontend/src/components/settings/SettingsTab.tsx:136 · frontend/src/components/settings/SettingsTab.tsx:203 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. — frontend/src/components/settings/SettingsTab.tsx:136
frontend/src/store/project-store.ts:380 · frontend/src/store/project-store.ts:402 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/store/project-store.ts:380
frontend/src/components/agent/AgentActivity.tsx:926 · frontend/src/components/agent/AgentActivity.tsx:965 — all 2 copies are in the same file, and the SHAPE of this repetition could not be determined. It is not a run of declarations, a listing, a declaration header, a type body or a slice through a construct — and it was not measured as a run of executable statements either, so this row cannot tell you whether a function can stand where these lines are. Read the two spans before acting, because the move is opposite in the two cases. Where they are statements, the ordinary answer holds: give the shared part one home and call it from each site. Where they turn out to be declarations, a literal's entries, or the cases of an enumeration, there is no call site to call anything from, and collapsing them would delete what each copy pins — a shared base type, a generated set, or one exported constant each site refers to is the move instead, and sometimes the honest answer is that there is nothing to extract at all. Reported because the copies drift apart the first time only one of them is edited, which is true whichever of those they are. — frontend/src/components/agent/AgentActivity.tsx:926
frontend/src/components/evals/BestOfNEvalsPage.tsx:541 · frontend/src/components/evals/BestOfNEvalsPage.tsx:563 · frontend/src/components/evals/BestOfNEvalsPage.tsx:612 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/evals/BestOfNEvalsPage.tsx:541
frontend/src/components/unified-input/UnifiedInputPane.tsx:156 · frontend/src/components/unified-input/UnifiedInputPane.tsx:175 · frontend/src/components/unified-input/UnifiedInputPane.tsx:195 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/unified-input/UnifiedInputPane.tsx:156
frontend/src/components/evals/AllEvalsPage.tsx:20 · frontend/src/components/evals/AllEvalsPage.tsx:40 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. — frontend/src/components/evals/AllEvalsPage.tsx:20
frontend/src/components/ui/select.tsx:51 · frontend/src/components/ui/select.tsx:68 — all 2 copies are in the same file, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases. — frontend/src/components/ui/select.tsx:51
frontend/src/components/generate-from-text/GenerateFromText.tsx:19 · frontend/src/components/unified-input/tabs/TextTab.tsx:29 — the 2 copies are spread across 2 files, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/generate-from-text/GenerateFromText.tsx:19
frontend/src/components/settings/GenerationSettings.tsx:24 · frontend/src/components/unified-input/UnifiedInputPane.tsx:39 — the 2 copies are spread across 2 directories, so the shared home is a decision rather than an obvious spot: check first whether one of them already owns this behaviour, and otherwise put the extracted module somewhere all of the sites already reach rather than making one of them depend on another. — frontend/src/components/settings/GenerationSettings.tsx:24
frontend/src/components/evals/agent-run-tool-preview.tsx:168 · frontend/src/components/evals/agent-run-tool-preview.tsx:196 · frontend/src/components/evals/agent-run-tool-preview.tsx:354 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/evals/agent-run-tool-preview.tsx:168
frontend/src/components/settings/SettingsTab.tsx:170 · frontend/src/components/settings/SettingsTab.tsx:238 — all 2 copies are in the same file, and the SHAPE of this repetition could not be determined. It is not a run of declarations, a listing, a declaration header, a type body or a slice through a construct — and it was not measured as a run of executable statements either, so this row cannot tell you whether a function can stand where these lines are. Read the two spans before acting, because the move is opposite in the two cases. Where they are statements, the ordinary answer holds: give the shared part one home and call it from each site. Where they turn out to be declarations, a literal's entries, or the cases of an enumeration, there is no call site to call anything from, and collapsing them would delete what each copy pins — a shared base type, a generated set, or one exported constant each site refers to is the move instead, and sometimes the honest answer is that there is nothing to extract at all. Reported because the copies drift apart the first time only one of them is edited, which is true whichever of those they are. — frontend/src/components/settings/SettingsTab.tsx:170
frontend/src/components/ImportCodeSection.tsx:23 · frontend/src/components/unified-input/tabs/ImportTab.tsx:21 — the 2 copies are spread across 2 files, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/ImportCodeSection.tsx:23
frontend/src/components/settings/SettingsTab.tsx:248 · frontend/src/components/settings/SettingsTab.tsx:326 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/settings/SettingsTab.tsx:248
frontend/src/App.tsx:478 · frontend/src/App.tsx:489 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/App.tsx:478
frontend/src/components/agent/AgentActivity.tsx:511 · frontend/src/components/evals/agent-run-tool-preview.tsx:264 — the 2 copies are spread across 2 directories, so the shared home is a decision rather than an obvious spot: check first whether one of them already owns this behaviour, and otherwise put the extracted module somewhere all of the sites already reach rather than making one of them depend on another. — frontend/src/components/agent/AgentActivity.tsx:511
frontend/src/components/evals/agent-run-tool-preview.tsx:126 · frontend/src/components/evals/agent-run-tool-preview.tsx:171 · frontend/src/components/evals/agent-run-tool-preview.tsx:199 · frontend/src/components/evals/agent-run-tool-preview.tsx:357 — all 4 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/evals/agent-run-tool-preview.tsx:126
frontend/src/App.tsx:146 · frontend/src/components/settings/DesignSystemsManager.tsx:88 — the two spans are one implementation copied and then locally edited — 50 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one. — frontend/src/App.tsx:146
frontend/src/components/agent/AgentActivity.tsx:384 · frontend/src/components/agent/AgentActivity.tsx:425 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/agent/AgentActivity.tsx:384
frontend/src/components/preview/PreviewComponent.tsx:235 · frontend/src/components/preview/PreviewComponent.tsx:263 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. — frontend/src/components/preview/PreviewComponent.tsx:235
frontend/src/store/project-store.ts:156 · frontend/src/store/project-store.ts:210 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/store/project-store.ts:156
frontend/src/App.tsx:374 · frontend/src/App.tsx:384 · frontend/src/App.tsx:394 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/App.tsx:374
frontend/src/components/evals/BestOfNEvalsPage.tsx:52 · frontend/src/components/evals/BestOfNEvalsPage.tsx:359 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. — frontend/src/components/evals/BestOfNEvalsPage.tsx:52
frontend/src/components/evals/EvalComparePage.tsx:202 · frontend/src/components/evals/EvalComparePage.tsx:220 — the two spans are one implementation copied and then locally edited — 74 tokens are still identical, in the same order in both spans, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one. — frontend/src/components/evals/EvalComparePage.tsx:202
frontend/src/store/project-store.ts:229 · frontend/src/store/project-store.ts:356 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/store/project-store.ts:229
frontend/src/components/evals/image-lightbox.tsx:169 · frontend/src/components/evals/image-lightbox.tsx:183 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/evals/image-lightbox.tsx:169
frontend/src/components/agent/AgentActivity.tsx:446 · frontend/src/components/agent/AgentActivity.tsx:677 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/agent/AgentActivity.tsx:446
frontend/src/components/ui/accordion.tsx:5 · frontend/src/components/ui/tabs.tsx:4 — the 2 copies are spread across 2 files, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases. — frontend/src/components/ui/accordion.tsx:5
frontend/src/components/ui/progress.tsx:6 · frontend/src/components/ui/scroll-area.tsx:6 · frontend/src/components/ui/select.tsx:31 · frontend/src/components/ui/select.tsx:130 — the 4 copies are spread across 3 files, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases. — frontend/src/components/ui/progress.tsx:6
frontend/src/components/ImageLightbox.tsx:58 · frontend/src/components/ImageLightbox.tsx:91 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. — frontend/src/components/ImageLightbox.tsx:58
frontend/src/components/agent/AgentActivity.tsx:997 · frontend/src/components/sidebar/Sidebar.tsx:285 — the 2 copies are spread across 2 files, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/agent/AgentActivity.tsx:997
frontend/src/components/evals/BestOfNEvalsPage.tsx:32 · frontend/src/components/evals/EvalComparePage.tsx:94 — the 2 copies sit in sibling files in one directory, so check first whether one of them (or an existing module there) already owns this behaviour and the others should call it; otherwise extract it into one module in that directory and have each site call it. — frontend/src/components/evals/BestOfNEvalsPage.tsx:32
frontend/src/components/agent/AgentActivity.tsx:664 · frontend/src/components/agent/AgentActivity.tsx:720 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported. — frontend/src/components/agent/AgentActivity.tsx:664
What to do
Act on each finding's own remediation rather than one rule: the move depends on what recurs. Where the copies are executable blocks, give the shared part one home and call it from each site; where they are declarations, a listing, a specialisation already delegating to its base, or one shape repeated per entity, there is no call site and the move is a shared type, a generated set or a factory — sometimes there is nothing to extract.
React / JS · Architecture — Conformance to the detected frontend architecture layout (feature-sliced / layered src) plus cross-package deep-import rules (D-386).
Method: Conformance to the detected frontend layout (feature-sliced / layered src) plus cross-package deep-import rules, over the module graph. Deterministic.
frontend/src/components/agent/AgentActivity.tsx:25 imports react-syntax-highlighter/dist/esm/languages/hljs/xml, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead. — frontend/src/components/agent/AgentActivity.tsx:25
frontend/src/components/agent/AgentActivity.tsx:26 imports react-syntax-highlighter/dist/esm/styles/hljs, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead. — frontend/src/components/agent/AgentActivity.tsx:26
frontend/src/components/evals/agent-run-tool-preview.tsx:2 imports react-syntax-highlighter/dist/esm/languages/hljs/xml, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead. — frontend/src/components/evals/agent-run-tool-preview.tsx:2
frontend/src/components/evals/agent-run-tool-preview.tsx:3 imports react-syntax-highlighter/dist/esm/styles/hljs, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead. — frontend/src/components/evals/agent-run-tool-preview.tsx:3
What to do
Fix the listed violations: import through public entries (package exports / slice index), never reach into another layer or package's internals.
React / JS · Code Health — Per-function cyclomatic/cognitive complexity from the token-level function scanner (D-386) — real branching, not a regex heuristic.
Method: Per-function cyclomatic/cognitive complexity from a token-level function scanner (real branching, not a regex heuristic), computed over every frontend function. Deterministic.
Sidebar has cyclomatic complexity 69 and cognitive complexity 57; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/sidebar/Sidebar.tsx:79
renderToolDetails has cyclomatic complexity 69 and cognitive complexity 40; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/agent/AgentActivity.tsx:291
getEventTitle has cyclomatic complexity 55 and cognitive complexity 118; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/agent/AgentActivity.tsx:192
runEvals has cyclomatic complexity 41 and cognitive complexity 62; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/RunEvalsPage.tsx:191
RunEvalsPage has cyclomatic complexity 32 and cognitive complexity 27; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/RunEvalsPage.tsx:56
PreviewPane has cyclomatic complexity 32 and cognitive complexity 26; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/preview/PreviewPane.tsx:47
App has cyclomatic complexity 29 and cognitive complexity 23; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/App.tsx:43
ToolPreview has cyclomatic complexity 27 and cognitive complexity 33; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/agent-run-tool-preview.tsx:77
ThinkingIndicator has cyclomatic complexity 26 and cognitive complexity 24; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/thinking/ThinkingIndicator.tsx:20
AgentRunsPage has cyclomatic complexity 23 and cognitive complexity 17; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/AgentRunsPage.tsx:155
(anonymous) has cyclomatic complexity 22 and cognitive complexity 21; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/generateCode.ts:68
EvalSessionsPage has cyclomatic complexity 20 and cognitive complexity 15; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/EvalSessionsPage.tsx:155
EvalComparePage has cyclomatic complexity 18 and cognitive complexity 16; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/EvalComparePage.tsx:91
(anonymous) has cyclomatic complexity 17 and cognitive complexity 19; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/unified-input/tabs/UploadTab.tsx:125
PromptReportsPage has cyclomatic complexity 17 and cognitive complexity 12; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/PromptReportsPage.tsx:128
StepCard has cyclomatic complexity 16 and cognitive complexity 14; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/agent-run-timeline.tsx:213
onKeyDown has cyclomatic complexity 15 and cognitive complexity 16; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/image-lightbox.tsx:119
onKeyDown has cyclomatic complexity 15 and cognitive complexity 15; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/evals/EvalComparePage.tsx:279
(anonymous) has cyclomatic complexity 15 and cognitive complexity 14; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes. — frontend/src/components/history/HistoryDisplay.tsx:140
What to do
Break down the listed branch-heavy functions; aim P95 cyclomatic ≤ 5.
Do you agree with this assessment?
R3 · Large Files5.8 / 10Adequate✓ Tool-verified
React / JS · Code Health — How many source files exceed the large-file threshold.
Method: Components/modules exceeding the large-file threshold, counted exhaustively across the frontend source tree. Deterministic.
frontend/src/components/agent/AgentActivity.tsx has 1076 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/agent/AgentActivity.tsx:1
frontend/src/App.tsx has 898 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/App.tsx:1
frontend/src/components/evals/BestOfNEvalsPage.tsx has 877 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/evals/BestOfNEvalsPage.tsx:1
frontend/src/components/evals/RunEvalsPage.tsx has 685 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/evals/RunEvalsPage.tsx:1
frontend/src/components/evals/EvalSessionsPage.tsx has 677 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/evals/EvalSessionsPage.tsx:1
frontend/src/components/sidebar/Sidebar.tsx has 585 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/sidebar/Sidebar.tsx:1
frontend/src/components/evals/AgentRunsPage.tsx has 522 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/evals/AgentRunsPage.tsx:1
frontend/src/components/evals/EvalComparePage.tsx has 487 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/evals/EvalComparePage.tsx:1
frontend/src/components/unified-input/tabs/UploadTab.tsx has 455 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/unified-input/tabs/UploadTab.tsx:1
frontend/src/store/project-store.ts has 444 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/store/project-store.ts:1
frontend/src/components/evals/agent-run-tool-preview.tsx has 431 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module. — frontend/src/components/evals/agent-run-tool-preview.tsx:1
What to do
Split each oversized file along the responsibilities already in it, into smaller focused modules in the same package.
Do you agree with this assessment?
R4 · Test Coverage1.1 / 10Critical✓ Tool-verified
React / JS · Readiness — Static test reachability (D-386): the share of production files reachable from any test via the import graph — measured without running anything.
Method: Static test reachability: the share of production files reachable from any test via the import graph — measured without running anything. Deterministic.
No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one. (×40) — frontend/src/components/agent/AgentActivity.tsx:1, frontend/src/App.tsx:1, frontend/src/components/evals/BestOfNEvalsPage.tsx:1, …
What to do
Add tests that import the unreached modules (directly or through their public entry).
Do you agree with this assessment?
R6 · Tooling10.0 / 10Exemplary✓ Tool-verified
React / JS · Readiness — Whether the project wires up test, lint and typecheck — detected from each package.json script's COMMAND (eslint / tsc / vitest / jest / playwright), not just its name, and corroborated against CI-workflow invocations so a tool run only in CI still counts.
Method: package.json scanned for test/lint/typecheck script wiring. Deterministic presence check.
Do you agree with this assessment?
R7 · Dead Code8.2 / 10Strong✓ Tool-verified
React / JS · Code Health — Files unreachable from every application/tooling/test entry point, and exports nothing imports (module-graph reachability, D-386).
Method: Dead code: files unreachable from every application/tooling/test entry point plus exports nothing imports, via module-graph reachability. Deterministic, exhaustive over the import graph.
Unreachable from the 11 application, 7 tooling and 10 test entry point(s) detected in this repo. Gate removals on `pnpm run build` — an undetected custom entry would make these reachable.
no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make (×19) — frontend/src/components/thinking/ThinkingIndicator.tsx, frontend/src/components/ImportCodeSection.tsx, frontend/src/components/generate-from-text/GenerateFromText.tsx, …
Nothing imports this binding — it is safe to review for removal. (×2) — frontend/src/components/recording/utils.ts:1, frontend/src/lib/design-systems.ts:96
What to do
Delete the dead files and unused exports — every line is maintenance cost and rebuild-estimate inflation with zero runtime value.
React / JS · Readiness — npm dependency truthfulness (D-386): unused dependencies, imports not declared anywhere, and type-/test-only packages shipped as production deps.
Method: npm dependency truthfulness: unused dependencies, imports declared nowhere, and type-/test-only packages shipped as production deps — from the manifest + import graph. Deterministic.
Declared in frontend/package.json but never imported anywhere in that package or its workspace members — no static import reaches it. Usually that is dead weight and attack surface, but two shapes are indistinguishable from source and are NOT dead: an optional or native peer that another dependency loads dynamically at runtime, and a package a build, docs or test step installs and invokes separately. Confirm which of the three this is before removing it.
What to do
Remove unused dependencies, declare unlisted imports explicitly, and demote type-/test-only packages to devDependencies.
React / JS · Architecture — Import cycles in the module graph (D-386) — files that can only be understood and changed together.
Method: Import cycles in the module graph, detected exhaustively over JS/TS imports (the same cycle detection as the .NET coupling dimension). Deterministic.
Other · Code Health — Whether the code avoids sync-over-async (deadlock-prone blocking on tasks) and async void.
Method: Roslyn syntax scan: async methods scanned for .Wait()/.GetAwaiter().GetResult() and async-void outside event handlers. Deterministic, hard fact per invocation.
Other · Code Health — Whether any branch is dead by construction — a switch arm whose label can never equal a case-normalised subject, or an `else if` whose predicate the arm above has already swallowed.
Method: Roslyn syntax + semantics: switch labels compared against the subject's own case normaliser, and if/else-if chains checked for a literal an earlier arm's containment test already swallows. Deterministic, provable per finding. Advisory.
Do you agree with this assessment?
X13 · Undrained process stream10.0 / 10Exemplary○ Nothing flagged
Other · Code Health — Whether a child process that has BOTH standard streams redirected drains both — reading one to the end while the other is never read deadlocks once the child fills the unread pipe.
Method: Roslyn syntax + semantics: ProcessStartInfo launches with both streams redirected, checked for a drain of each stream across the enclosing type. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `spawn` imported from `child_process` whose stdout and stderr are both pipes (no options, no `stdio`, or `stdio` of `'pipe'`), bound to a local that never leaves its scope, where exactly one of the two streams is read, the other never, and the child’s `close`/`exit` (or the read stream’s end) is awaited; a shell redirect in the call’s arguments or a `kill` of the child suppresses it. The same rule reads Python’s `subprocess.Popen`, Dart’s `Process.start`, Ruby’s `Open3.popen3`, and Scala’s JDK process starts (`new ProcessBuilder(…).start()` with no `redirectErrorStream`/`redirectError`/`redirectOutput`/`inheritIO`, `Runtime.getRuntime.exec`) where one of `getInputStream`/`getErrorStream` is read and the other never while `waitFor()` is called or the read stream is read to its end. Deterministic, provable per finding. Advisory.
Other · Security — Whether a hand-rolled public/private IP check can be walked past — a method that unwraps IPv4-mapped IPv6 but returns the opposite verdict for the same host written as IPv4-compatible, 6to4 or NAT64.
Method: Roslyn syntax + semantics: methods that unwrap IPv4-mapped IPv6 and hand-roll IPv4 range carve-outs, checked for whether the IPv6 branch also accounts for the IPv4-compatible, 6to4 and NAT64 embeddings. Deterministic, provable per finding. Advisory.
Do you agree with this assessment?
X15 · Unvalidated length from an untrusted reader10.0 / 10Exemplary○ Nothing flagged
Other · Security — Whether a length read out of the stream being parsed is bounded before it is allocated or read — an unchecked count taken from the input lets the input choose the allocation.
Method: Roslyn syntax + semantics: integer lengths read from a BinaryReader and spent on a bulk read or an array allocation, checked for any comparison or bounding call on the value anywhere in the method. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether a loop that shortens a string until it fits a length budget has a floor — one with none grinds the value down to the empty string, or past it into a negative-length `Substring`.
Method: Roslyn syntax + semantics: while/do loops whose body's only effect on a string is to drop its last character, checked for whether anything — a direct comparison on the length, a body guard, a break — bounds that length below. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `while`/`do` loop whose body’s one assignment to a value is `x = x.slice(0, -1)` or `x = x.slice|substring|substr(0, x.length - 1)`, driven by a condition that reads `x.length` only as a term of a larger expression — never compared directly, never tested for truthiness, and with no other read of `x` — and whose body has no `break`, `return`, `throw` or `if` naming `x`. Deterministic, provable per finding. Advisory.
Do you agree with this assessment?
X17 · Uncapped recursion over a caller-supplied document2.7 / 10Weak✓ Tool-verified
Other · Security — Whether a walk that recurses through a JSON/XML tree handed in by its caller bounds how deep it will go — an uncapped walk lets the document's nesting choose the stack depth, and the resulting StackOverflowException cannot be caught.
Method: Roslyn syntax + semantics: methods that take a JSON/XML document node and call themselves with a child of it, reachable from an externally-callable member of the same type that accepts a document, checked for any depth parameter, descent counter or threaded arithmetic anywhere in the walk. On a repository with no .NET source it reads TypeScript off the engine’s own token stream (test, vendored, generated and minified paths and `.d.ts` not) with the same rule: a function or method with a parameter typed as a document value — `unknown`, `any`, `object`, `Record<string, unknown|any>`, a JSON alias (`JsonValue`, `JSONObject`, …) or a DOM node global the file does not rebind — that calls itself (bare, or through `this` for a method, or hands itself to a call over the value as in `value.map(walk)`) with something it took out of that value and never through an ancestor accessor such as `closest()` or `parentElement`, that is exported or reached from an exported function (a public method of the same exported class) taking such a value, and that names no depth, level, nesting, recursion, remaining or budget anywhere and threads no `+`/`-` arithmetic through a self-call. Plain JavaScript is not read: with no annotation nothing tells a parsed document from a tree the code built itself. Deterministic, provable per finding. Advisory.
`to_serializable` is public and takes `value: Any` from its caller, and it calls itself at line 61 (`to_serializable`) with a piece of `value` (and at line 63, line 65, line 67) — and nowhere in `to_serializable` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. Python's parsers accept far more nesting than its stack allows: `json.loads` turns 3,000 bytes of brackets into 1,500 levels and `xml.etree.ElementTree` parses tens of thousands, while a walk like this one raises `RecursionError` once it passes the interpreter's default limit of 1,000 frames. Wherever that exception lands, the work fails: a request errors, and outside any `try` the worker or the program exits with it. Raising `sys.setrecursionlimit` only moves the number the document has to beat. Thread a depth argument through `to_serializable` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack. — backend/fs_logging/prompt_reports.py:61
`to_serializable` is public and takes `value: Any` from its caller, and it calls itself at line 51 (`to_serializable`) with a piece of `value` (and at line 54, line 58) — and nowhere in `to_serializable` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. Python's parsers accept far more nesting than its stack allows: `json.loads` turns 3,000 bytes of brackets into 1,500 levels and `xml.etree.ElementTree` parses tens of thousands, while a walk like this one raises `RecursionError` once it passes the interpreter's default limit of 1,000 frames. Wherever that exception lands, the work fails: a request errors, and outside any `try` the worker or the program exits with it. Raising `sys.setrecursionlimit` only moves the number the document has to beat. Thread a depth argument through `to_serializable` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack. — backend/fs_logging/openai_input_formatting.py:51
What to do
Each finding names the externally-callable member that accepts the document and the self-call that descends, and states that no depth parameter or counter exists anywhere in the walk. Confirm from the two, then thread a depth argument through the walk and reject documents past a fixed maximum, or rewrite it with an explicit stack.
Other · Code Health — Whether a type's disposal matches what it OWNS — releasing what it created, leaving alone what it was handed, and not declaring a finalizer for state that has nothing unmanaged to finalize.
Method: Roslyn syntax + semantics: every assignment to a disposable field is read to decide whether the type CREATED the value or was handed it, and the type's disposal is checked against that answer — an injected interface it disposes, a value it constructed and never releases, a finalizer on a type holding nothing unmanaged, and a disposable local whose every reference is a plain member read. A value handed to a container that disposes its contents (a parent control's `Controls` collection, a component `IContainer`) is released by that container and is not reported; generated code is out of population. On a repository with no .NET source the same ownership questions are read in JavaScript/TypeScript off the engine’s own token stream (test, vendored, generated and minified paths not): a class declaring `dispose()`, `[Symbol.dispose]()` or `[Symbol.asyncDispose]()` that disposes a field it was handed through a constructor parameter typed as a repository interface or resolved by a dependency-injection container; that assigns a field only ever from `new X(…)` of a disposable class and neither releases it anywhere in the class nor names it in its disposal member or a method that member calls, nor hands it to anything else; and a `const`/`let` local built from literals only whose every reference opens a statement operating on a non-release member of it. A class is disposable when every repository declaration of its name declares or inherits a disposal member, or when it is a documented library disposable (`vscode` EventEmitter, CancellationTokenSource and Disposable; three.js geometries, materials, textures, render targets, renderers, controls and composers). The finalizer arm has no JavaScript counterpart: a class cannot declare one. Dart is read for the owned-and-never-released arm: a Flutter `State` (or a class declaring `dispose()`/`close()`) whose library-private field is written only with direct creations of a framework controller, `FocusNode`, `StreamController` or periodic `Timer` (or a `.listen(…)` into a field declared `StreamSubscription`), which nothing in the class or its library releases (`dispose`/`close`/`cancel`) and which is never handed on except as a named argument. Ruby is read for the owned-and-never-released arm and the abandoned-local arm: a class declaring an instance `close`, `dispose`, `shutdown`, `stop`, `disconnect` or `terminate` whose instance variable is written only with a blockless core descriptor creation (`File.open`/`new`, `Tempfile`, `Dir.open`, `IO.popen`, the `socket` and `openssl` socket classes) that no method of the class closes and that is never handed on (passed, returned, stored, exposed by `attr_reader`, delegated) — a class whose superclass or mixin lies outside the repository is not judged — and a blockless creation read through and dropped (`File.open(path).read`) or held in a local that is never closed, returned, passed or stored (a `&:read` block-pass, an `autoclose: false` borrow and a `fileno` hand-over are not abandonment). PHP is read for the same two arms: a class (not a trait, and not one using a trait) declaring an instance `close`, `dispose`, `shutdown`, `stop`, `disconnect` or `terminate` whose `private` property (or a `final` class's `protected` one) is written only with a direct core `fopen`, `tmpfile`, `popen`, `proc_open`, `fsockopen`, `stream_socket_client`/`server` or `opendir` that nothing in the class closes (`fclose`, `pclose`, `closedir`, `unset`, a reset to `null`) and that is never handed on, and a handle held in a function's local, or read through as the argument of a reader, that is never closed, returned, passed, captured or stored; a `php://` stream, `curl_init`, `SplFileObject`, `PDO` and a function the repository declares under the core name are not read. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether a method that temporarily changes state belonging to the whole process — the working directory, an environment variable — puts it back on EVERY path: a restore reached only when nothing throws leaks the change to the rest of the process.
Method: Roslyn syntax + semantics: method bodies that write the process working directory or an environment variable and write it back in the same body, checked for whether that restore sits in a `finally`/`catch` or only on the straight-line path. On a repository with no .NET source the same rule reads production JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not): `process.chdir`, `process.env.NAME =`/`["NAME"] =` and `delete process.env.NAME`, and Deno’s `Deno.chdir`/`Deno.env.set`/`Deno.env.delete`, paired per function body (a nested function or arrow is its own body, and module top-level code is none), where the last write puts back a local the body captured from the same global or deletes a variable the first write set, with at least one statement between them; a write in a `catch`/`finally` of that body silences it. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether async functions that make a cancellable request accept or pass on an AbortSignal (adoption curve).
Method: Roslyn scan: every async method (excluding framework-fixed overrides/Blazor handlers) checked for CancellationToken parameter presence. Deterministic, adoption percentage. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same question: every named async function that itself makes a request an AbortSignal can cancel (global `fetch`, axios and its file-local instances, ky, ofetch) counts, and it is compliant when its parameters or body name a signal or it hands one of its own parameters to the request as options; signatures a framework fixes (JSX event handlers, route and lifecycle exports, request-first handlers, `override`, `'use server'` modules, TanStack `mutationFn`) are exempt unless they take a signal. Deterministic, adoption percentage.
Only 0/7 async functions that make a cancellable request (fetch, axios, ky, ofetch) accept an AbortSignal or pass one on, so a request keeps running after whatever wanted it has given up — a page navigated away from, an unmounted component, a timed-out job. Take a `signal` (or an options object that carries one) and hand it to the request; where nothing could ever cancel the call, omitting it is a deliberate choice — judge against how the function is used.
`fetchModels` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`. — frontend/src/components/evals/RunEvalsPage.tsx:84
`fetchEvalSets` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`. — frontend/src/components/evals/RunEvalsPage.tsx:94
`fetchSetImages` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`. — frontend/src/components/evals/RunEvalsPage.tsx:124
`fetchInputFiles` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`. — frontend/src/components/evals/InputFileSelector.tsx:29
`saveOrder` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`. — frontend/src/components/evals/EvalSessionsPage.tsx:344
`fetchFolders` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`. — frontend/src/components/evals/BestOfNEvalsPage.tsx:52
`downloadCode` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`. — frontend/src/components/preview/download.ts:20
What to do
Thread an AbortSignal through async functions that make requests, so the work stops when its caller gives up.
Other · Code Health — Whether a `when` guard is free of side effects — a guard that increments a counter or assigns while deciding whether its arm matches applies that change during PATTERN MATCHING, on an arm that may not be selected, and skips it entirely when a short-circuit to its left answers first.
Method: Roslyn syntax: `when` guards on case labels and switch-expression arms, read for a mutation (`++`/`--`/assignment) sitting in a position the guard's own `&&`/`||`/`??`/`?:`/`?.` can skip. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether a method that TAKES a lock or semaphore and gives it back from a flag-guarded `finally` returns the value that flag implies — reporting success while the guard hands the primitive back admits a second caller the exclusion was there to keep out, and reporting failure while the guard keeps it leaves nothing to ever give it back.
Method: Roslyn syntax: `try` statements whose `finally` releases a synchronisation primitive under a bare local-bool guard, where the method also TOOK that same primitive before the `try`, checked for a `return` of a bool literal whose value disagrees with the flag state the method's own straight-line assignments put it in. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether the work a diagnostic log line costs is paid only when that line is wanted — C# evaluates a call's arguments BEFORE the call, so a trace/debug message joined or projected out of a collection is built in full on every pass, and then discarded by a sink the shipped configuration leaves switched off.
Method: Roslyn syntax: log calls at a diagnostic level (a `Log`-prefixed method naming Trace/Debug/Verbose, or a bare `Debug`/`Trace`/`Verbose` on a receiver named for a logger), whose argument list is read for a call whose cost scales with a sequence — a LINQ operator, a materialisation, `string.Join`, a serializer — with no enclosing level check or conditional-compilation region. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `debug`/`trace`/`verbose` call on a receiver named for a logger, or a `log`-prefixed method naming the level, whose argument calls an array operator (`map`/`filter`/`reduce`/`sort`/…), `Array.from`, `Object.keys/values/entries`, `JSON.stringify`/`util.inspect` over anything but a literal, or an array `join` — outside any arrow or function passed as an argument, which the logger calls only when the level is on — with no enclosing `if`, `&&` or `?:` whose condition names a level, a level string, or the `NODE_ENV`/`__DEV__`/`DEV` build switch. Deterministic, provable per finding. Advisory.
Do you agree with this assessment?
X24 · Document value interpolated into markup unescaped10.0 / 10Exemplary○ Nothing flagged
Other · Security — Whether text read out of the document being converted is escaped before it is written into generated markup — a value the document's author chose, interpolated into an attribute the surrounding literal delimits, can close that attribute and open another.
Method: Roslyn semantic model over the whole compilation: a string-typed `Value`/`InnerText`/`InnerXml`/`Text` member declared inside `DocumentFormat.OpenXml` or `System.Xml` is a taint SOURCE, propagated through assignments, returns, arguments, tuple elements and string composition to its transitive closure, then read at interpolated-string holes that sit in a markup position the surrounding literal itself delimits. Escaper/encoder calls and enclosing validator conditions cut the flow. Flow- and container-insensitive by construction. A second arm needs no provenance at all and reports a type that CONTRADICTS ITSELF — the same expression escaped at one delimited markup hole and interpolated raw at another hole in the same markup position of the same type, which the type's own escaping proves is a defect without knowing where the value came from. On a repository with no .NET source it reads JavaScript/TypeScript off the token stream with the same rule: a DOM read of raw document text (`getAttribute`, `textContent`, `innerText`, `nodeValue`) is the source, propagated through local bindings and string composition, and judged at template-literal and concatenation holes in the same two delimited markup positions; escapers and validating conditions cut it, and documentation-site, test, vendored and minified scripts are not read. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether a value the caller is invited to supply is the value the type actually uses — a constructor parameter stored in a private field that nothing ever reads while the default it was given is spelled out a second time at the site that should have read it, a keyed lookup that falls back to a different setting than the one its key names while the same type falls back to the matching one for that same key, or a culture-sensitive parse given no format provider by a type that feeds its own settable culture to the same kind of parse elsewhere, or a number an entry point writes to standard output under the host's culture while the same entry point formats with the invariant culture elsewhere. Either way, every caller who supplies a value silently gets something else.
Method: Roslyn syntax: private instance fields of a non-partial type assigned in a constructor from one of its own parameters with a `??` fallback, checked for whether anything in the type body reads the field and whether that same fallback expression is spelled out again outside the constructor; and `??` fallbacks onto a member access from a lookup call carrying exactly one string literal, grouped by that key across the type and checked for a fallback member whose folded name disagrees with the key while a sibling site for the same key agrees with it. On a repository with no .NET source the first two arms read JavaScript/TypeScript off the engine’s own token stream (tests included, bundles and vendored paths not): a `#x`, `private` or `private` parameter-property instance field filled in the constructor from a parameter (or one member of one) through `??`/`||` or a parameter default, never read anywhere in the file by name, whose constructed default is spelled again in the class body; and `lookup("key") ?? s.member` grouped by key per class, or per module outside every class. The culture arm has no JavaScript counterpart: its parses take no locale. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether a value handed from a callback to the body that waits on it crosses on something built to be crossed — a `Queue<T>`/`List<T>`/`Dictionary<K,V>` written inside an event handler and read back outside it is mutated by two flows at once, and the semaphore or completion source beside it orders how MANY items exist while leaving the collection's own head, tail and backing array unprotected.
Method: Roslyn syntax: method, accessor, local-function and lambda bodies that declare BOTH a non-thread-safe generic collection (`Queue`/`Stack`/`List`/`Dictionary`/`HashSet`/`Sorted*`/`LinkedList`) and a synchronisation primitive (`SemaphoreSlim`/`TaskCompletionSource`/`ManualResetEvent(Slim)`/`AutoResetEvent`/`CountdownEvent`) as locals, then read for a `+=`-registered lambda that raises that primitive while the body outside every lambda waits on it — and, in that scope, a mutating call on the collection inside the lambda paired with a mention of it outside. Any `lock` in the scope abstains it. On a repository with no .NET source the same handoff is read in Java off the engine’s own token stream (test source sets, vendored and demonstration paths not): an `ArrayList`/`LinkedList`/`ArrayDeque`/`PriorityQueue`/`Hash*`/`LinkedHash*`/`Tree*` local and a `CountDownLatch`/`Semaphore`/`CompletableFuture` local, a lambda or anonymous class that raises the primitive and mutates the collection, and a wait outside it; any `synchronized` or `lock()` abstains the body. Because each of those primitives orders what the callback wrote before raising it, only a touch that provably overlaps the callback is convicted: one after the registration and before the next wait, or one in a loop registered-before, waiting on every pass and not declaring the collection. Deterministic, provable per finding. Advisory.
Do you agree with this assessment?
X27 · Collection changed while being enumerated10.0 / 10Exemplary○ Nothing flagged
Other · Code Health — Whether a `for` loop leaves the `dict`, `set` or `deque` it is walking alone — CPython's iterators over those check that the collection has not changed size since the loop began, so a body that removes from (or empties) the very collection the loop is walking makes the next step raise `RuntimeError: dictionary changed size during iteration` and the remaining items are never seen.
Method: Roslyn syntax + semantics: `foreach` statements whose body calls a structural mutator (`Add`/`Remove`/`Clear`/`Insert`/…) on the very expression the loop is enumerating. Two arms. ARM A — the source is a concrete fragile BCL collection, or a live `Keys`/`Values` view over one, and the mutator resolves to that same collection's own member; concurrent and immutable collections and arrays are outside the population by construction, since their enumerators survive a structural change. ARM B — the source is an argument-less accessor CALL on a receiver whose body is in source: the accessor must return a stored field VERBATIM and a sibling member must structurally change that same field, both read off the implementations rather than from the members' names. A mutation the loop provably exits immediately after (`break`/`return`/`throw`/`goto`), or one written inside a nested loop or a lambda, is counted and never reported. Deterministic, provable per finding. Advisory.
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X28 · Index access outside its own emptiness guard10.0 / 10Exemplary○ Nothing flagged
Other · Code Health — Whether a condition that tests a value for emptiness indexes that same value only where the test holds — an `||` written one parenthesis too far to the left leaves an index access outside the guard beside it, so the empty case the guard exists to anticipate reaches the index and throws.
Method: Roslyn syntax only, no semantic model: the OUTERMOST `&&`/`||` of every boolean condition, read for a symbol the condition tests for emptiness (`string.IsNullOrEmpty`/`IsNullOrWhiteSpace`, a `Length`/`Count` comparison against a literal, `Any()`, a `Length`/`Count` pattern, or a comparison against `""`) and ALSO indexes. Each `symbol[...]` access is placed by a boolean-reachability walk from the access up to the outermost connective: an access is COVERED when some enclosing step has it in the right operand and the left operand, under the truth value that step forces, proves the symbol non-empty — a recursion over `&&`/`||` whose true- and false-directions are asymmetric. A finding needs BOTH an uncovered access and a covered one on the same symbol in the same condition, which is the agreeing twin that separates a misplaced parenthesis from an unrelated length test. Bare index accesses with no emptiness test in the condition are neither counted nor reported; a non-identifier receiver and a lambda nested inside the condition are outside the population. Deterministic, provable per finding. Advisory.
Do you agree with this assessment?
X29 · Per-element action decided by a fixed element10.0 / 10Exemplary○ Nothing flagged
Other · Code Health — Whether a decision taken once per element is taken ABOUT that element — a test inside a counted loop that reads a fixed subscript of the very collection its guarded statement indexes by the loop variable applies element zero's answer to all of them, so the elements that differ from it are all handled wrongly, and in the same direction.
Method: Roslyn syntax only, no semantic model: every `for` statement declaring exactly ONE loop variable, and every `if` inside its body that is not under a nested loop or a lambda. A site enters the population when the `if`’s condition never mentions the loop variable while the statement it guards indexes some collection by that variable ALONE (`c[i]`; `c[i + 1]` and `c[i, j]` are outside it). A finding additionally needs the AGREEING TWIN at the same-collection grain: the condition must read THAT SAME collection at a subscript that does not move — written into the condition, or reached through a local declared BEFORE the loop, so an alias bound inside the body is not followed. Both collection expressions must be simple identifiers. On a repository with no .NET source the same rule reads JavaScript/TypeScript off the engine’s own token stream (tests included, bundles and vendored paths not): a `for (let|var|const x = …; …; …)` with one declarator and a braced body, an alias followed only when it is declared before the loop in a block that encloses it and never assigned inside the loop. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether exceptions are handled rather than silently swallowed or rethrown with lost stack traces.
Method: Roslyn syntax scan: every catch clause counted; empty catches and bare rethrows flagged. Population is all catch clauses, not estimated. Deterministic, hard fact.
`except Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter. (×3) — backend/asset_extraction.py:163, backend/agent/providers/openai.py:54, backend/fs_logging/agent_runs.py:224
An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it. (×5) — backend/agent/providers/gemini.py:130, backend/preview_screenshot/playwright_backend.py:85, frontend/src/components/evals/EvalComparePage.tsx:110, …
`.catch(() => {})` handles the rejection by doing nothing — the failure is discarded with no log and no rethrow, and the chain carries on as if the work succeeded. Log it through whatever this codebase already uses to report problems, hand it to a caller that can (`next(error)`, a returned rejection), or don't catch it. (×2) — frontend/src/components/history/HistoryDisplay.tsx:70, frontend/src/components/settings/SettingsTab.tsx:37
What to do
Swallowed exception (caught, then discarded)
Do you agree with this assessment?
X30 · Support guard that admits what it rejects10.0 / 10Exemplary○ Nothing flagged
Other · Code Health — Whether a guard written as a NEGATED `||` says what its author meant — `!(a || b || x != k)` is `!a && !b && x == k` by De Morgan, so a bail-out that mixes capabilities the code needs with a fault it refuses turns inside out: it fires only where the capabilities are ABSENT, and lets every value the fault term names walk straight into the body that cannot handle it.
Method: Roslyn syntax only, no semantic model: every logical-not whose operand is a parenthesised `||` chain of two or more disjuncts, flattened (a left-nested `a || b || c` read once would see `(a || b)` as one disjunct). A site enters the population on that shape alone. A finding additionally needs the disjuncts to DISAGREE in polarity: at least one bare boolean read — an identifier or member access, never an invocation, which is a predicate rather than a capability flag — and at least one `x != <constant>`, the only form that negates into an exact-value pin (`== null` negates into a looser requirement and is outside the fault set). Consistently-polarised disjunctions, all-fault or all-capability, are counted and never reported; a negated `&&` is outside the population entirely. No same-receiver gate: it was measured to cost a real defect and remove no false positive. Deterministic, provable per finding. Advisory.
Other · Code Health — Whether log calls use message templates (queryable) rather than interpolated strings.
Method: Roslyn syntax scan: every log call-site counted; interpolated-string first-argument violations flagged. Population is all log calls, not estimated. On a repository with no .NET source it reads JavaScript/TypeScript off the engine’s own token stream (test, vendored and minified paths not) with the same rule: a `trace`/`debug`/`info`/`warn`/`error`/`fatal`/`verbose`/`silly`/`http`/`log` call on a receiver named for a logger, in a package whose own or an enclosing `package.json` declares a logger that carries values as fields (pino, pino-http, nestjs-pino, Fastify, winston, bunyan, tslog, LogTape, roarr), whose first deciding argument is a template literal with substitutions; an object-literal fields argument is stepped over, a plain string message clears the call. Python is read the same way: a `debug`/`info`/`warning`/`error`/`exception`/`critical`/`log` call on a logger in a file that imports the standard library’s `logging` or structlog (loguru, which formats at the call, is not judged), whose message is a whole f-string with a non-constant field; a `%`-formatted, `.format()`-ed or concatenated message is not convicted, as in C#. PHP is read the same way: a PSR-3 level call (`emergency`…`debug`, `log`) on a logger (`$logger`, `$this->logger`, Laravel’s `Log::`, `logger()`, `\Drupal::logger()`) in a package whose `composer.json` requires a PSR-3 logger or a framework that hands one out (psr/log, Monolog, Laravel, Symfony, Drupal, CakePHP), or a file that imports one, whose message is a double-quoted string interpolating a variable; a single-quoted message clears the call, and `sprintf` or `.` concatenation is not convicted, as in C#. Dart is read the same way: a `trace`/`debug`/`info`/`warn`/`error`/`fatal` call on Sentry’s structured logger (`Sentry.logger`) whose message is a whole string literal interpolating a value (`$name`, `${…}`); the `Sentry.logger.fmt` template API clears the call. Dart that logs only through loggers with one message and no fields (package:logging, package:logger, talker, dart:developer) is not applicable rather than a reach gap. Ruby is read the same way: a `trace`/`debug`/`info`/`warn`/`error`/`fatal` call on the console gem’s `Console` (declared by a Gemfile, gemspec or Gemfile.lock, or required) or, where SemanticLogger, Ougai or dry-logger is declared or required, on a receiver named for a logger (`logger`, `@logger`, `Rails.logger`, `log`), whose first deciding argument is, as the whole argument, a double-quoted string interpolating a non-constant value (`#{…}`, `#@ivar`); a plain literal clears the call, keyword arguments are the fields, and a block, `%`-format or `+` concatenation is not convicted. Ruby that logs only through the standard Logger (Rails.logger) is not applicable rather than a reach gap. Deterministic.
`error` at line 27 is handed an f-string as its message, so the logger receives one finished string — the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the record is filtered out. Pass the values beside a constant message instead: `logger.error("order %s moved to %s", order_id, status)` with the standard library's `logging`, which keeps the message and its arguments apart on the record, or `log.error("order moved", order_id=order_id, status=status)` with structlog. — backend/debug/DebugFileWriter.py:27
Other · Code Health — Whether strict null checking is enabled and not undermined by heavy `!` assertion — TypeScript's `strictNullChecks` (which `strict` turns on) is what makes `string` exclude `null` and `undefined`, and the postfix `!` is the operator that silences it.
Method: Roslyn compiler-options scan: NullableContextOptions per project; null-forgiving (!) suppression density per 1k syntax nodes. Deterministic, adoption plus suppression penalty.
1/2 of this repository's type-checking configuration(s) turn on strict null checking (`"strict": true`, or `"strictNullChecks": true`). A configuration that states neither is counted as OFF, because off is tsc's own default; a solution-style one whose `"files"` is empty and whose `"references"` point at other projects is in neither number, because it checks no source itself. Where it is off, `string` admits `null` and `undefined`: passing a value that is null compiles silently and throws on the first property access.
~0.2 `!` null assertions per 1k TypeScript source lines — 4 assertion(s) across the 16981 source line(s) of the 104 TypeScript file(s) read, which is the only code the operator asserts anything in (a `!` in a `.js` file is not this operator and was not counted, and one in a file whose null checking is off silences nothing). Densest: frontend/src/components/evals/EvalComparePage.tsx (2), frontend/src/main.tsx (1), frontend/src/store/project-store.ts (1). Each one tells the compiler to trust the author about null, suppressing the very diagnostic `strictNullChecks` exists to produce.
What to do
The findings name the configuration each number was taken from and, for the assertions, the files that hold them. Turn null checking on where it is off — `"strict": true` in the base tsconfig that the others extend switches `strictNullChecks` on with the rest of the family — and then resolve the assertions rather than adding to them. A `!` on a value the checker could show to be null is a promise the author cannot check from where they are standing, and each one is a `TypeError: Cannot read properties of null` waiting for the path that makes it true; where the value genuinely cannot be null, say something the checker can see instead (narrow it with a test, make the property required, drop the `?`).
Do you agree with this assessment?
WCAG coverage — what static analysis assessed
Statically assessed 15 of 55 WCAG 2.2 Level A/AA success criteria (27%; ≈30% of the 50 WCAG 2.1 AA criteria for EN 301 549). The other 40 require runtime or manual evaluation. Partial signal only (a clean result is necessary, not sufficient; static analysis fully verifies none). This is accessibility readiness, not a conformance claim — a WCAG conformance claim requires manual evaluation (WCAG-EM 1.0).
The score is the rank-weighted fold of these lenses (worst-heaviest), each including its meta-dimensions; a lens with a Critical contributor is capped at Fair (its band reads "gated by …") and is never the strongest area however high its average.
Unscored — 3 check(s) recorded observations but carry no score
These checks ran and found something, but they do not carry a score — either by design (an advisory check reports evidence rather than grading it) or because they could not be scored here. They are excluded from the score for that reason, not because there was nothing to see.
X10 Duplicated predicate — 8 observation(s) recorded · Advisory — this card reports evidence and never carries a score.
X6 Hand-rolled structured-format parsing — 4 observation(s) recorded · Advisory — this card reports evidence and never carries a score.
X7 Silent fallback defaults — 1 observation(s) recorded · Advisory — this card reports evidence and never carries a score.
Not evidenced — 5 control(s) we could not find positive evidence for
These checks grade a working control, and the repository shows no evidence of one. That is deliberately not scored as a zero: a repository cannot show an ops runbook, a database TTL or an infrastructure-side audit log, so absence of evidence here is not evidence the control is missing. It is also not a statement that the check is irrelevant to this codebase — the thing it grades applies; we just could not see it. Excluded from the score either way.
C3 Audit Trail — Not assessed: this repository stores data through 'sqlite3' (backend/evals/sessions.py:14) but declares no persisted model this check reads (Django, SQLAlchemy, SQLModel, Peewee, Tortoise and MongoEngine model fields, Alembic and Django migration columns, CREATE TABLE and ALTER TABLE … ADD columns in SQL files). Personal data may be written through raw SQL or a hosted backend, so whether its changes need an audit trail could not be established, and the trail's absence is not scored.
C4 Data Retention — Not assessed: this repository stores data through 'sqlite3' (backend/evals/sessions.py:14) but declares no persisted model this check reads (Django, SQLAlchemy, SQLModel, Peewee, Tortoise and mongoengine model fields, Alembic and Django migration columns, SQL schemas). Personal data may be written through raw SQL or a hosted backend, so whether a retention limit applies here could not be established, and its absence is not scored.
C5 Data-Subject Rights — Not assessed: this repository stores data through 'sqlite3' (backend/evals/sessions.py:14) but declares no persisted model this check reads (Django, SQLAlchemy, SQLModel, Peewee, Tortoise and mongoengine model fields, Alembic and Django migration columns, CREATE TABLE and ALTER TABLE … ADD columns in SQL files). Personal data may be written through raw SQL or a hosted backend, so whether data-subject rights apply here could not be established, and their absence is not scored.
P5 DR & Backup — not evidenced — repo shows no backup/RTO/RPO controls; absence of evidence is not evidence of a working control
P6 Release Hygiene — not evidenced — no changelog, version stamp or semver release tag in the repo
Not included — 38 check(s) not relevant to this codebase
These checks had nothing to measure here (no tests, no git history, the codebase is small, or the architecture style doesn't apply), so they're omitted above rather than scored low.
AX1 Captive dependencies — Not applicable: this repository's JavaScript imports no dependency-injection container and defines no container of its own — nothing that both registers and resolves bindings, and nothing that names two lifetimes — so nothing holds one lifetime's instance while handing out another's; this repository's Python imports no dependency-injection container and defines no container of its own — nothing that both registers and resolves bindings, and nothing that names two lifetimes — so nothing holds one lifetime's instance while handing out another's; this repository's TypeScript imports no dependency-injection container and defines no container of its own — nothing that both registers and resolves bindings, and nothing that names two lifetimes — so nothing holds one lifetime's instance while handing out another's.
AX2 Stateful singletons — No container singleton was found, so there is no shared instance for concurrent requests to race on. No function in this Python code is served by a threaded web framework (a Flask, Bottle or FastAPI route, a Django or Pyramid view), so no module is shared between request threads. TypeScript/JavaScript runs each process's requests on one event loop, so no two requests write a shared object at the same instant (interleaving across an await is a different defect).
AX5 Architecture & structure — not assessed — architecture style/structure is computed from a project graph (projects, types, module namespaces) that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
AX7 Slice cohesion — not applicable — not a vertical-slice architecture
AX8 Test isolation — no test/production split to check
AX9 CQS / query purity — no CQRS query handlers detected — query purity is not applicable to this codebase
AXB2 Runtime readiness — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
AXR1 Runtime accessibility — compose up failed (exit 14 — a file the compose project references is missing) — env file .env not found: stat .env: no such file or directory; runtime evidence skipped This is a statement about this run, not a statement about your application: nothing here says the surface is inaccessible, only that it was never rendered.
C1 Data Protection — Not assessed: these personal data controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks personal data controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
D16 Bus Factor — single-maintainer repository — bus factor is not applicable
D18 Solution Shape — D18 scores the shape of a .NET solution; this repository has no .NET solution or project files, so the dimension does not apply.
D22 Internal API Consistency — No intentionally-exposed public API to evaluate for consistency.
D23 Boundary Type-Coupling — No bounded-context organisation was detected either — neither a context-shaped layout, nor 2+ sibling source directories each declaring an aggregate root, nor 2+ projects each declaring an entity of their own. Declaring this codebase's bounded contexts (≥2) would let cross-boundary type coupling be assessed. Declare them in `.codehealth/config.yaml` at the repository root (create it if absent), mapping each context name to the module-path or namespace prefixes that belong to it — e.g. `architecture:` → `contexts:` → `Billing: ["src/billing", "Acme.Billing"]`, `Catalog: ["src/catalog", "Acme.Catalog"]`.
D24 Comment Value — No inline comments to assess — comment value is not applicable here.
D27 Navigability — D27 reads resolved call sites in the languages it reads only — this repository's production source is .ts, .tsx, which was left unread. Not scored: this is a gap in the analyzer, not a verdict about this repository.
D32 Data Compliance (PII/GDPR) — No personal data was found crossing a boundary the PII/GDPR ruleset checks — nothing written to a log or console sink, placed in a URL or query string, or persisted to browser storage. That is a clean result for the LEAK surface only: this ruleset detects personal data escaping, it does not inventory the personal data a repository holds, so it is not evidence that this repository has no personal-data surface. The personal-data map (Appendix C) and the C1-C5 compliance cards are what speak to that.
D36 Supply-chain Provenance & Signing — No CI/build pipeline found (.github/.forgejo/.gitea workflows, .circleci, .buildkite, .woodpecker, .teamcity, .gitlab-ci.yml, .travis.yml, bitbucket-pipelines.yml, .drone.yml, .cirrus.yml, .woodpecker.yml, appveyor.yml, azure-pipelines*.yml, .pipelines/, .vsts-ci/, .azuredevops/, Jenkinsfile); there is no build to attest provenance for.
D37 Vulnerability-disclosure Policy — No vulnerability-disclosure policy file found (SECURITY.md/.markdown/.rst/.txt at root or under .github/.forgejo/.gitea/docs, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed.
D39 IL Efficiency — D39 measures the IL emitted by a .NET build; this repository has no .NET solution or project files, so the dimension does not apply.
D40 Network Egress Confinement — No Kubernetes/orchestration workloads found in the repository manifests; network egress policy is a cluster-native control that may live at the platform/firewall layer, so there is nothing to assess here.
D41 Kernel & Syscall Confinement — No Kubernetes/orchestration workloads found in the repository manifests; seccomp/AppArmor/SELinux confinement is a workload-level control, so there is nothing to assess here.
D42 Runtime Threat Enforcement — No Kubernetes/orchestration workloads found in the repository manifests; runtime threat-detection and admission-control policy are cluster-level controls, so there is nothing to assess here.
D8 Code Coverage — Coverage not measured — polyglot repository, one half has no runner
DM1 Domain Modelling — not scored — this repository shows only 1 of the 3 signals this lens looks for (47 value object(s))
ED1 Event-Driven — not scored — this repository shows none of the 3 signals this lens looks for
ED5 Idempotency — no mutating command handlers or message consumers detected — idempotency check not applicable
ES1 Event Sourcing — not scored — this repository shows none of the 3 signals this lens looks for
P12 CI test-gate honesty — no CI workflow found
P8 Schema migrations — no ORM, schema-migration tool or schema auto-create was found in this repository's dependency manifests or source, so there is no database schema for this check to judge
P9 Domain vs controller coverage — coverage data present for 11 file(s), but no domain-layer files were identified: no covered file's path contains any of the markers this check keys on (/domain/, /aggregates/, /valueobjects/, /domainmodel/, .domain/, /entities/), which are matched case-insensitively anywhere in the path. With no domain partition there is nothing to compare the web/controller layer against — if this repository keeps its business rules under a folder named none of those, that naming is what the check cannot see, not the domain logic.
PF1 Benchmark discipline — Not applicable: no benchmark suite was found. This check searched for a pytest-benchmark or pytest-codspeed dependency with tests taking the `benchmark` fixture, an asv.conf.json with its `time_`/`mem_`/`peakmem_` benchmarks, or a pyperf Runner, and for a `*benchmark*` script that this repository's CI runs. Benchmarks are credited as a bonus, so their absence is neither scored nor deducted.
PF2 Allocation hygiene — Not applicable: TypeScript/JavaScript and Python runs on a garbage-collected runtime that gives a program no allocation-control idiom to choose on a hot path — no pools, stack allocation or value types — so allocation awareness is not something this code can be rated on.
R5 Dependency Freshness — uses a pnpm lockfile — dependency freshness not measured here; JS/npm CVEs are scored in D30 (Dependency Vulnerabilities), which answers every ecosystem
S1 Web-Security Posture — Not assessed: these web-security controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks web-security controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
SC1 Supply-chain hygiene — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
X20 Mistyped argument guard — This check asks whether an argument guard reports an EMPTY value as a NULL one, which needs a language that throws a null-specific argument exception — .NET's ArgumentNullException, the JVM's NullPointerException, Dart's ArgumentError.notNull. This repository contains none of those languages: the ones it is written in have a single exception for a bad argument, so there is no pair of exceptions to confuse and nothing here for it to assess. Not a gap in the analyzer and not a finding about your code.
X32 Type resolved by simple name across every loaded assembly — This check is about how a .NET program searches the assemblies loaded into its process for a type, and this repository contains no .NET source, so there is nothing here for it to assess. Not a gap in the analyzer and not a finding about your code.
X9 Subsumed condition operand — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
Appendix A — Findings (grouped)
The findings behind the scores, grouped by severity, then by dimension and kind. The high-severity issues are enumerated in full below; items per group are capped at 25 with any overflow stated explicitly per group, never silently truncated. The complete machine-readable list of every finding (all severities) is the companion findings.md in this report's bundle.
AC4 · Keyboard semantics· Click handler on a non-interactive <div> · ×11
Click handler on a non-interactive <div> frontend/src/components/evals/AgentRunsPage.tsx:350— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
Click handler on a non-interactive <div> frontend/src/components/evals/EvalSessionsPage.tsx:80— A click handler on a plain element with no role and no tabindex: even where another element's key handler can reach it, assistive tech can neither focus it nor announce what it is. Use a <button>, or add role + tabIndex={0}.
Click handler on a non-interactive <div> frontend/src/components/evals/EvalSessionsPage.tsx:133— A click handler on a plain element with no role and no tabindex: even where another element's key handler can reach it, assistive tech can neither focus it nor announce what it is. Use a <button>, or add role + tabIndex={0}.
Click handler on a non-interactive <div> frontend/src/components/evals/EvalSessionsPage.tsx:460— A click handler on a plain element with no role and no tabindex: even where another element's key handler can reach it, assistive tech can neither focus it nor announce what it is. Use a <button>, or add role + tabIndex={0}.
Click handler on a non-interactive <div> frontend/src/components/evals/InputFileSelector.tsx:80— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
Click handler on a non-interactive <div> frontend/src/components/evals/InputFileSelector.tsx:121— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
Click handler on a non-interactive <div> frontend/src/components/evals/RunEvalsPage.tsx:438— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
Click handler on a non-interactive <div> frontend/src/components/evals/RunEvalsPage.tsx:542— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
Click handler on a non-interactive <div> frontend/src/components/evals/RunEvalsPage.tsx:693— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
Click handler on a non-interactive <div> frontend/src/components/history/HistoryDisplay.tsx:155— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
Click handler on a non-interactive <div> frontend/src/components/variants/Variants.tsx:139— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
AC2 · Forms & labels· <select> without a programmatic label · ×7
<select> without a programmatic label frontend/src/components/evals/BestOfNEvalsPage.tsx:397— This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it.
<select> without a programmatic label frontend/src/components/evals/BestOfNEvalsPage.tsx:582— This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it.
<select> without a programmatic label frontend/src/components/evals/BestOfNEvalsPage.tsx:698— This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it.
<select> without a programmatic label frontend/src/components/evals/EvalComparePage.tsx:314— This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it.
<select> without a programmatic label frontend/src/components/evals/EvalSessionsPage.tsx:415— This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it.
<select> without a programmatic label frontend/src/components/evals/RunEvalsPage.tsx:597— This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it.
<select> without a programmatic label frontend/src/components/evals/RunEvalsPage.tsx:650— This control has no associated label. Add a <label htmlFor> / wrapping <label> / aria-label / aria-labelledby so assistive tech can name it.
AC2 · Forms & labels· <textarea> without a programmatic label · ×3
<textarea> without a programmatic label frontend/src/components/evals/OpenAIInputComparePage.tsx:106— This control has only a placeholder — a placeholder is not a label (it vanishes on input and many AT ignore it). Add a <label htmlFor>, a wrapping <label>, or aria-label.
<textarea> without a programmatic label frontend/src/components/evals/OpenAIInputComparePage.tsx:122— This control has only a placeholder — a placeholder is not a label (it vanishes on input and many AT ignore it). Add a <label htmlFor>, a wrapping <label>, or aria-label.
<textarea> without a programmatic label frontend/src/components/sidebar/Sidebar.tsx:562— This control has only a placeholder — a placeholder is not a label (it vanishes on input and many AT ignore it). Add a <label htmlFor>, a wrapping <label>, or aria-label.
AC2 · Forms & labels· <button> with no accessible text · ×2
<button> with no accessible text frontend/src/components/UpdateImageUpload.tsx:43— A button with no text and no aria-label has no accessible name. Add visible text or an aria-label (an icon-only button still needs one).
<button> with no accessible text frontend/src/components/history/HistoryDisplay.tsx:28— A button with no text and no aria-label has no accessible name. Add visible text or an aria-label (an icon-only button still needs one).
AC2 · Forms & labels· <input> without a programmatic label · ×2
<input> without a programmatic label frontend/src/components/evals/EvalSessionsPage.tsx:427— This control has only a placeholder — a placeholder is not a label (it vanishes on input and many AT ignore it). Add a <label htmlFor>, a wrapping <label>, or aria-label.
<input> without a programmatic label frontend/src/components/evals/EvalSessionsPage.tsx:591— This control has only a placeholder — a placeholder is not a label (it vanishes on input and many AT ignore it). Add a <label htmlFor>, a wrapping <label>, or aria-label.
AC3 · Page structure· <iframe> without a title · ×2
<iframe> without a title frontend/src/components/evals/BestOfNEvalsPage.tsx:907— An iframe with no title (or an empty one) is announced only as "frame". Add a non-empty title describing its content, or an aria-label.
<iframe> without a title frontend/src/components/evals/BestOfNEvalsPage.tsx:915— An iframe with no title (or an empty one) is announced only as "frame". Add a non-empty title describing its content, or an aria-label.
AC4 · Keyboard semantics· Click handler on a non-interactive <span> · ×1
Click handler on a non-interactive <span> frontend/src/components/preview/CodeTab.tsx:59— A click handler on a plain element isn't keyboard-operable. Use a <button>, or add role + tabIndex={0} + a key handler.
R4 · Test Coverage· No test reaches this file · ×40
No test reaches this file frontend/src/components/agent/AgentActivity.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/App.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/BestOfNEvalsPage.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/RunEvalsPage.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/EvalSessionsPage.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/sidebar/Sidebar.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/AgentRunsPage.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/EvalComparePage.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/unified-input/tabs/UploadTab.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/agent-run-tool-preview.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/agent-run-timeline.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/PromptReportsPage.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/image-lightbox.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/settings/SettingsTab.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/preview/PreviewComponent.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/settings/DesignSystemsManager.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/preview/PreviewPane.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/history/HistoryDisplay.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/ImageLightbox.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/report-json.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/evals/OpenAIInputComparePage.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/unified-input/UnifiedInputPane.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/unified-input/ScreenshotToCodeControls.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/variants/Variants.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
No test reaches this file frontend/src/components/unified-input/tabs/UrlTab.tsx:1— No test imports this module directly or transitively. Import reachability cannot see a test that executes a file by path instead of importing it, nor one that drives it through a running browser by navigating to a URL — if neither does, no test reaches this one.
FunctionTooLong: BestOfNEvalsPage.BestOfNEvalsPage frontend/src/components/evals/BestOfNEvalsPage.tsx:25— FunctionTooLong — BestOfNEvalsPage runs 758 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 658 over it, 7.58× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: App.App frontend/src/App.tsx:43— FunctionTooLong — App runs 670 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 570 over it, 6.70× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: RunEvalsPage.RunEvalsPage frontend/src/components/evals/RunEvalsPage.tsx:56— FunctionTooLong — RunEvalsPage runs 555 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 455 over it, 5.55× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: AgentActivity.renderToolDetails frontend/src/components/agent/AgentActivity.tsx:291— FunctionTooLong — renderToolDetails runs 535 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 435 over it, 5.35× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: EvalSessionsPage.EvalSessionsPage frontend/src/components/evals/EvalSessionsPage.tsx:155— FunctionTooLong — EvalSessionsPage runs 449 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 349 over it, 4.49× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: UploadTab.UploadTab frontend/src/components/unified-input/tabs/UploadTab.tsx:58— FunctionTooLong — UploadTab runs 349 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 249 over it, 3.49× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: EvalComparePage.EvalComparePage frontend/src/components/evals/EvalComparePage.tsx:91— FunctionTooLong — EvalComparePage runs 334 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 234 over it, 3.34× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: AgentRunsPage.AgentRunsPage frontend/src/components/evals/AgentRunsPage.tsx:155— FunctionTooLong — AgentRunsPage runs 333 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 233 over it, 3.33× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: SettingsTab.SettingsTab frontend/src/components/settings/SettingsTab.tsx:22— FunctionTooLong — SettingsTab runs 306 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 206 over it, 3.06× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: agent-run-tool-preview.ToolPreview frontend/src/components/evals/agent-run-tool-preview.tsx:77— FunctionTooLong — ToolPreview runs 303 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 203 over it, 3.03× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: project-store.useProjectStore frontend/src/store/project-store.ts:86— FunctionTooLong — useProjectStore runs 268 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 168 over it, 2.68× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: PromptReportsPage.PromptReportsPage frontend/src/components/evals/PromptReportsPage.tsx:128— FunctionTooLong — PromptReportsPage runs 248 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 148 over it, 2.48× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: image-lightbox.LightboxViewer frontend/src/components/evals/image-lightbox.tsx:42— FunctionTooLong — LightboxViewer runs 226 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 126 over it, 2.26× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: DesignSystemsManager.DesignSystemsManager frontend/src/components/settings/DesignSystemsManager.tsx:33— FunctionTooLong — DesignSystemsManager runs 207 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 107 over it, 2.07× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: PreviewPane.PreviewPane frontend/src/components/preview/PreviewPane.tsx:47— FunctionTooLong — PreviewPane runs 201 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 101 over it, 2.01× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: PreviewComponent.PreviewComponent frontend/src/components/preview/PreviewComponent.tsx:27— FunctionTooLong — PreviewComponent runs 197 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 97 over it, 1.97× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: ImageLightbox.ImageLightbox frontend/src/components/ImageLightbox.tsx:14— FunctionTooLong — ImageLightbox runs 190 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 90 over it, 1.90× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: OpenAIInputComparePage.OpenAIInputComparePage frontend/src/components/evals/OpenAIInputComparePage.tsx:28— FunctionTooLong — OpenAIInputComparePage runs 188 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 88 over it, 1.88× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: ScreenshotToCodeControls.ScreenshotToCodeControls frontend/src/components/unified-input/ScreenshotToCodeControls.tsx:61— FunctionTooLong — ScreenshotToCodeControls runs 135 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 35 over it, 1.35× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: agent-run-timeline.StepCard frontend/src/components/evals/agent-run-timeline.tsx:213— FunctionTooLong — StepCard runs 126 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 26 over it, 1.26× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: UrlTab.UrlTab frontend/src/components/unified-input/tabs/UrlTab.tsx:27— FunctionTooLong — UrlTab runs 126 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 26 over it, 1.26× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: HistoryDisplay.HistoryDisplay frontend/src/components/history/HistoryDisplay.tsx:110— FunctionTooLong — HistoryDisplay runs 119 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 19 over it, 1.19× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: AgentActivity.AgentActivity frontend/src/components/agent/AgentActivity.tsx:991— FunctionTooLong — AgentActivity runs 107 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 7 over it, 1.07× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
FunctionTooLong: InputFileSelector.InputFileSelector frontend/src/components/evals/InputFileSelector.tsx:15— FunctionTooLong — InputFileSelector runs 102 significant lines (blank, comment-only and punctuation-only lines excluded) in one body. The bar is 100 significant lines; this is 2 over it, 1.02× the bar. This is length, not branching: a long straight-line body scores low on complexity and is still read whole to change any part of it, so the complexity numbers beside this row neither confirm nor excuse it. To reduce it, extract each cohesive step of the body — the runs of statements that work on the same values and would earn the same name — into its own named unit, and have this one call them in order.
D30 · Dependency Vulnerabilities· Medium CVE · ×12
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/agent/AgentActivity.tsx:414— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/agent/AgentActivity.tsx:481— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/agent/AgentActivity.tsx:596— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/agent/AgentActivity.tsx:613— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/agent/AgentActivity.tsx:694— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/agent/AgentActivity.tsx:777— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/agent/AgentActivity.tsx:868— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/history/HistoryDisplay.tsx:160— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/unified-input/ScreenshotToCodeControls.tsx:44— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/unified-input/ScreenshotToCodeControls.tsx:93— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.3:1) frontend/src/components/unified-input/ScreenshotToCodeControls.tsx:117— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
AC6 · Visual & motion safety· Animation without a prefers-reduced-motion guard · ×11
Animation without a prefers-reduced-motion guard frontend/src/components/core/Spinner.tsx:4— <svg> moves — its `animate-spin` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:.
Animation without a prefers-reduced-motion guard frontend/src/components/core/WorkingPulse.tsx:4— <span> moves — its `animate-bounce` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:.
Animation without a prefers-reduced-motion guard frontend/src/components/core/WorkingPulse.tsx:5— <span> moves — its `animate-bounce` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:.
Animation without a prefers-reduced-motion guard frontend/src/components/core/WorkingPulse.tsx:6— <span> moves — its `animate-bounce` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:.
Animation without a prefers-reduced-motion guard frontend/src/components/evals/BestOfNEvalsPage.tsx:483— <svg> moves — its `animate-spin` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:.
Animation without a prefers-reduced-motion guard frontend/src/components/thinking/ThinkingIndicator.tsx:70— <div> moves — its inline style sets `animation: flash 1s ease-in-out infinite` — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:.
Animation without a prefers-reduced-motion guard frontend/src/components/unified-input/ScreenshotToCodeControls.tsx:179— <svg> moves — its `animate-spin` utility runs with no motion-safe:/motion-reduce: variant — and nothing reads prefers-reduced-motion for it, so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Gate it on @media (prefers-reduced-motion: no-preference) or motion-safe:.
Animation without a prefers-reduced-motion guard frontend/src/index.css:39— `.scanning::after` moves (`animation: scanning 3s ease-in-out infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce.
Animation without a prefers-reduced-motion guard frontend/src/index.css:156— `.active-step-shimmer` moves (`animation: searchlight 5.5s linear infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce.
Animation without a prefers-reduced-motion guard frontend/src/index.css:179— `:is(.dark) .active-step-shimmer` moves (`animation: searchlight 5.5s linear infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce.
Animation without a prefers-reduced-motion guard frontend/src/index.css:192— `.working-indicator-bg` moves (`animation: workingGradientSlide 4s ease-in-out infinite`) and nothing reads prefers-reduced-motion for it — no @media (prefers-reduced-motion) rule for this element, no reset this project loads — so a motion-sensitive user cannot turn it off (WCAG 2.3.3). Declare it under @media (prefers-reduced-motion: no-preference), or neutralise it under reduce.
Hotspot: frontend/src/components/sidebar/Sidebar.tsx frontend/src/components/sidebar/Sidebar.tsx:79— frontend/src/components/sidebar/Sidebar.tsx changed 7 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 87 in Sidebar.Sidebar at line 79. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- frontend/src/components/sidebar/Sidebar.tsx`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: frontend/src/App.tsx frontend/src/App.tsx:43— frontend/src/App.tsx changed 3 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 91 in App.App at line 43. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- frontend/src/App.tsx`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: frontend/src/components/evals/EvalSessionsPage.tsx frontend/src/components/evals/EvalSessionsPage.tsx:155— frontend/src/components/evals/EvalSessionsPage.tsx changed 3 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 74 in EvalSessionsPage.EvalSessionsPage at line 155. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- frontend/src/components/evals/EvalSessionsPage.tsx`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: frontend/src/components/evals/RunEvalsPage.tsx frontend/src/components/evals/RunEvalsPage.tsx:56— frontend/src/components/evals/RunEvalsPage.tsx changed 2 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 84 in RunEvalsPage.RunEvalsPage at line 56. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- frontend/src/components/evals/RunEvalsPage.tsx`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: frontend/src/components/evals/EvalComparePage.tsx frontend/src/components/evals/EvalComparePage.tsx:91— frontend/src/components/evals/EvalComparePage.tsx changed 2 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 71 in EvalComparePage.EvalComparePage at line 91. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- frontend/src/components/evals/EvalComparePage.tsx`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: frontend/src/components/agent/AgentActivity.tsx frontend/src/components/agent/AgentActivity.tsx:991— frontend/src/components/agent/AgentActivity.tsx changed 6 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 20 in AgentActivity.AgentActivity at line 991. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- frontend/src/components/agent/AgentActivity.tsx`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: backend/evals/runner.py backend/evals/runner.py:202— backend/evals/runner.py changed 3 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 33 in runner.run_image_evals at line 202. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- backend/evals/runner.py`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: frontend/src/components/unified-input/tabs/UploadTab.tsx frontend/src/components/unified-input/tabs/UploadTab.tsx:58— frontend/src/components/unified-input/tabs/UploadTab.tsx changed 2 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 49 in UploadTab.UploadTab at line 58. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- frontend/src/components/unified-input/tabs/UploadTab.tsx`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Hotspot: backend/routes/eval_sets.py backend/routes/eval_sets.py:251— backend/routes/eval_sets.py changed 3 times in last 90 days, and the most complex body those changes touched has cyclomatic complexity 17 in eval_sets.get_session_matrix at line 251. Frequent change and high complexity in one file compound: schedule the next change to it to include carving out the part being edited, with the area under test before it moves. Counted over 2026-07-11..2026-10-09, the 90 days ending at the analysed commit. Reproduce with `git log --since='2026-07-11 15:42:15 -04:00' --until='2026-10-09 15:42:15 -04:00' --full-history --no-merges -- backend/routes/eval_sets.py`: merges are excluded because a merge re-states changes already counted at their own commits, and history is NOT path-simplified because a change that reached the file through a merged branch is still a change to it. That command counts raw commits and can read HIGHER than this row, which counts a cherry-picked re-land, and a revert together with the commit it undoes, once each — a difference of several commits on a file whose history was re-landed or reverted inside the window.
Focus outline removed inline frontend/src/components/evals/BestOfNEvalsPage.tsx:397— <select> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
Focus outline removed inline frontend/src/components/evals/BestOfNEvalsPage.tsx:582— <select> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
Focus outline removed inline frontend/src/components/evals/BestOfNEvalsPage.tsx:698— <select> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
Focus outline removed inline frontend/src/components/evals/OpenAIInputComparePage.tsx:106— <textarea> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
Focus outline removed inline frontend/src/components/evals/OpenAIInputComparePage.tsx:122— <textarea> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
Focus outline removed inline frontend/src/components/evals/RunEvalsPage.tsx:597— <select> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
Focus outline removed inline frontend/src/components/evals/RunEvalsPage.tsx:650— <select> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
Focus outline removed inline frontend/src/components/sidebar/Sidebar.tsx:562— <textarea> takes keyboard focus, and its outline-none utility removes the focus ring with no focus-state ring, shadow, border or outline utility in its place. Add one (e.g. focus-visible:ring-2).
FileTooLong: agent/AgentActivity.tsx frontend/src/components/agent/AgentActivity.tsx— FileTooLong — 933 significant lines (blank, comment-only and punctuation-only lines excluded). The bar is 500 significant lines; this is 433 over it, 1.87× the bar. To reduce it, split the file along the responsibilities already in it: move each cohesive group of declarations into its own sibling file in the same module or package, so no one file has to be read whole to change one of them.
FileTooLong: evals/BestOfNEvalsPage.tsx frontend/src/components/evals/BestOfNEvalsPage.tsx— FileTooLong — 774 significant lines (blank, comment-only and punctuation-only lines excluded), about 98% of them inside a single declaration: BestOfNEvalsPage (25-931). The bar is 500 significant lines; this is 274 over it, 1.55× the bar. Moving the declarations that sit BESIDE it into sibling files will not shorten this file. Extract from INSIDE that declaration instead: lift each cohesive group of its body — the parts that share the same inputs and are named together — into its own unit in a sibling file, and have the original call them.
FileTooLong: src/App.tsx frontend/src/App.tsx— FileTooLong — 711 significant lines (blank, comment-only and punctuation-only lines excluded), about 94% of them inside a single declaration: App (43-979). The bar is 500 significant lines; this is 211 over it, 1.42× the bar. Moving the declarations that sit BESIDE it into sibling files will not shorten this file. Extract from INSIDE that declaration instead: lift each cohesive group of its body — the parts that share the same inputs and are named together — into its own unit in a sibling file, and have the original call them.
FileTooLong: fs_logging/agent_runs.py backend/fs_logging/agent_runs.py— FileTooLong — 676 significant lines (blank, comment-only and punctuation-only lines excluded). The bar is 500 significant lines; this is 176 over it, 1.35× the bar. To reduce it, split the file along the responsibilities already in it: move each cohesive group of declarations into its own sibling file in the same module or package, so no one file has to be read whole to change one of them.
FileTooLong: routes/generate_code.py backend/routes/generate_code.py— FileTooLong — 671 significant lines (blank, comment-only and punctuation-only lines excluded). The bar is 500 significant lines; this is 171 over it, 1.34× the bar. To reduce it, split the file along the responsibilities already in it: move each cohesive group of declarations into its own sibling file in the same module or package, so no one file has to be read whole to change one of them.
FileTooLong: evals/RunEvalsPage.tsx frontend/src/components/evals/RunEvalsPage.tsx— FileTooLong — 598 significant lines (blank, comment-only and punctuation-only lines excluded), about 93% of them inside a single declaration: RunEvalsPage (56-735). The bar is 500 significant lines; this is 98 over it, 1.20× the bar. Moving the declarations that sit BESIDE it into sibling files will not shorten this file. Extract from INSIDE that declaration instead: lift each cohesive group of its body — the parts that share the same inputs and are named together — into its own unit in a sibling file, and have the original call them.
FileTooLong: evals/EvalSessionsPage.tsx frontend/src/components/evals/EvalSessionsPage.tsx— FileTooLong — 579 significant lines (blank, comment-only and punctuation-only lines excluded), about 78% of them inside a single declaration: EvalSessionsPage (155-704). The bar is 500 significant lines; this is 79 over it, 1.16× the bar. Moving the declarations that sit BESIDE it into sibling files will not shorten this file. Extract from INSIDE that declaration instead: lift each cohesive group of its body — the parts that share the same inputs and are named together — into its own unit in a sibling file, and have the original call them.
FileTooLong: sidebar/Sidebar.tsx frontend/src/components/sidebar/Sidebar.tsx— FileTooLong — 516 significant lines (blank, comment-only and punctuation-only lines excluded). The bar is 500 significant lines; this is 16 over it, 1.03× the bar. To reduce it, split the file along the responsibilities already in it: move each cohesive group of declarations into its own sibling file in the same module or package, so no one file has to be read whole to change one of them.
X2 · Cancellation propagation· Async function without AbortSignal · ×7
Async function without AbortSignal: fetchModels frontend/src/components/evals/RunEvalsPage.tsx:84— `fetchModels` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`.
Async function without AbortSignal: fetchEvalSets frontend/src/components/evals/RunEvalsPage.tsx:94— `fetchEvalSets` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`.
Async function without AbortSignal: fetchSetImages frontend/src/components/evals/RunEvalsPage.tsx:124— `fetchSetImages` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`.
Async function without AbortSignal: fetchInputFiles frontend/src/components/evals/InputFileSelector.tsx:29— `fetchInputFiles` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`.
Async function without AbortSignal: saveOrder frontend/src/components/evals/EvalSessionsPage.tsx:344— `saveOrder` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`.
Async function without AbortSignal: fetchFolders frontend/src/components/evals/BestOfNEvalsPage.tsx:52— `fetchFolders` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`.
Async function without AbortSignal: downloadCode frontend/src/components/preview/download.ts:20— `downloadCode` awaits `fetch(…)` but neither accepts an AbortSignal nor passes one on, so its caller cannot stop the request once it has started. Accept `{ signal }` and pass it through: `fetch(url, { signal })`.
Swallowed exception (empty catch) backend/agent/providers/gemini.py:130— An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.
Swallowed exception (empty catch) backend/preview_screenshot/playwright_backend.py:85— An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.
Swallowed exception (empty catch) frontend/src/components/evals/EvalComparePage.tsx:110— An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.
Swallowed exception (empty catch) frontend/src/components/evals/BestOfNEvalsPage.tsx:96— An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.
Swallowed exception (empty catch) frontend/src/components/evals/BestOfNEvalsPage.tsx:105— An empty catch block silently discards the error — failures vanish with no log and no rethrow. Log it, handle it, or don't catch it.
Swallowed exception (empty catch) frontend/src/components/history/HistoryDisplay.tsx:70— `.catch(() => {})` handles the rejection by doing nothing — the failure is discarded with no log and no rethrow, and the chain carries on as if the work succeeded. Log it through whatever this codebase already uses to report problems, hand it to a caller that can (`next(error)`, a returned rejection), or don't catch it.
Swallowed exception (empty catch) frontend/src/components/settings/SettingsTab.tsx:37— `.catch(() => {})` handles the rejection by doing nothing — the failure is discarded with no log and no rethrow, and the chain carries on as if the work succeeded. Log it through whatever this codebase already uses to report problems, hand it to a caller that can (`next(error)`, a returned rejection), or don't catch it.
No assertions: create from screenshot: ${model} & ${stack} frontend/src/tests/qa.test.ts:71— This method's body runs code, and no assertion call was recognised in it. Recognised by name: Assert*, *Should*/ShouldBe*, Verify, Expect, Throws, Record, Received/DidNotReceive, MustHaveHappened/MustNotHaveHappened, EnsureSuccessStatusCode and *AndEnsure* — so verification routed through a helper of your own naming, through a base-class or callback object whose members hold the assertions, or through a harness that fails by throwing under some other name, is not visible to this check and is not counted here. Read it as 'no assertion this check knows how to see', and if that is right, add one.
No assertions: create from URL: ${model} & ${stack} frontend/src/tests/qa.test.ts:87— This method's body runs code, and no assertion call was recognised in it. Recognised by name: Assert*, *Should*/ShouldBe*, Verify, Expect, Throws, Record, Received/DidNotReceive, MustHaveHappened/MustNotHaveHappened, EnsureSuccessStatusCode and *AndEnsure* — so verification routed through a helper of your own naming, through a base-class or callback object whose members hold the assertions, or through a harness that fails by throwing under some other name, is not visible to this check and is not counted here. Read it as 'no assertion this check knows how to see', and if that is right, add one.
No assertions: update flow: ${model} frontend/src/tests/qa.test.ts:107— This method's body runs code, and no assertion call was recognised in it. Recognised by name: Assert*, *Should*/ShouldBe*, Verify, Expect, Throws, Record, Received/DidNotReceive, MustHaveHappened/MustNotHaveHappened, EnsureSuccessStatusCode and *AndEnsure* — so verification routed through a helper of your own naming, through a base-class or callback object whose members hold the assertions, or through a harness that fails by throwing under some other name, is not visible to this check and is not counted here. Read it as 'no assertion this check knows how to see', and if that is right, add one.
No assertions: start from code: ${model} frontend/src/tests/qa.test.ts:132— This method's body runs code, and no assertion call was recognised in it. Recognised by name: Assert*, *Should*/ShouldBe*, Verify, Expect, Throws, Record, Received/DidNotReceive, MustHaveHappened/MustNotHaveHappened, EnsureSuccessStatusCode and *AndEnsure* — so verification routed through a helper of your own naming, through a base-class or callback object whose members hold the assertions, or through a harness that fails by throwing under some other name, is not visible to this check and is not counted here. Read it as 'no assertion this check knows how to see', and if that is right, add one.
No assertions: start from text: ${model} frontend/src/tests/qa.test.ts:155— This method's body runs code, and no assertion call was recognised in it. Recognised by name: Assert*, *Should*/ShouldBe*, Verify, Expect, Throws, Record, Received/DidNotReceive, MustHaveHappened/MustNotHaveHappened, EnsureSuccessStatusCode and *AndEnsure* — so verification routed through a helper of your own naming, through a base-class or callback object whose members hold the assertions, or through a harness that fails by throwing under some other name, is not visible to this check and is not counted here. Read it as 'no assertion this check knows how to see', and if that is right, add one.
No assertions: code action buttons: ${model} frontend/src/tests/qa.test.ts:178— This method's body runs code, and no assertion call was recognised in it. Recognised by name: Assert*, *Should*/ShouldBe*, Verify, Expect, Throws, Record, Received/DidNotReceive, MustHaveHappened/MustNotHaveHappened, EnsureSuccessStatusCode and *AndEnsure* — so verification routed through a helper of your own naming, through a base-class or callback object whose members hold the assertions, or through a harness that fails by throwing under some other name, is not visible to this check and is not counted here. Read it as 'no assertion this check knows how to see', and if that is right, add one.
AC1 · Text alternatives· <video> without a captions track · ×4
<video> without a captions track frontend/src/components/evals/report-json.tsx:50— Video with no captions <track> offers no captions. This player's source is set at runtime, so there is no caption file to author here: give the player a way to carry captions — accept a track/captions URL alongside the media and render a <track kind="captions"> when one is supplied — and capture that asset wherever the media enters the product (upload, import or generation).
<video> without a captions track frontend/src/components/history/HistoryDisplay.tsx:96— Video with no captions <track> offers no captions. This player's source is set at runtime, so there is no caption file to author here: give the player a way to carry captions — accept a track/captions URL alongside the media and render a <track kind="captions"> when one is supplied — and capture that asset wherever the media enters the product (upload, import or generation).
<video> without a captions track frontend/src/components/sidebar/Sidebar.tsx:386— Video with no captions <track> offers no captions. This player's source is set at runtime, so there is no caption file to author here: give the player a way to carry captions — accept a track/captions URL alongside the media and render a <track kind="captions"> when one is supplied — and capture that asset wherever the media enters the product (upload, import or generation).
<video> without a captions track frontend/src/components/unified-input/tabs/UploadTab.tsx:345— Video with no captions <track> offers no captions. This player's source is set at runtime, so there is no caption file to author here: give the player a way to carry captions — accept a track/captions URL alongside the media and render a <track kind="captions"> when one is supplied — and capture that asset wherever the media enters the product (upload, import or generation).
AC2 · Forms & labels· <Textarea> field component without a label · ×4
<Textarea> field component without a label frontend/src/components/ImportCodeSection.tsx:53— This UI-library field component has no label / aria-label / aria-labelledby / id — and neither does anything it renders (a name prop is the form-submission key, not a label) — so it likely renders an unlabelled control. Name it whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed.
<Textarea> field component without a label frontend/src/components/generate-from-text/GenerateFromText.tsx:46— This UI-library field component is named only by a placeholder — a placeholder is not a label (it vanishes as soon as the user types, and many assistive technologies ignore it). Give it a real name whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed.
<Textarea> field component without a label frontend/src/components/unified-input/tabs/ImportTab.tsx:100— This UI-library field component is named only by a placeholder — a placeholder is not a label (it vanishes as soon as the user types, and many assistive technologies ignore it). Give it a real name whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed.
<Textarea> field component without a label frontend/src/components/unified-input/tabs/TextTab.tsx:81— This UI-library field component is named only by a placeholder — a placeholder is not a label (it vanishes as soon as the user types, and many assistive technologies ignore it). Give it a real name whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed.
ClassTooLong: BestOfNEvalsPage frontend/src/components/evals/BestOfNEvalsPage.tsx:1— ClassTooLong — 758 significant lines (blank, comment-only and punctuation-only lines excluded), 1 methods. The bar is 400 significant lines; this is 358 over it, 1.90× the bar. To reduce it, group the members that share the same data into a smaller type of their own and delegate to it, so no single type carries every responsibility.
ClassTooLong: App frontend/src/App.tsx:1— ClassTooLong — 670 significant lines (blank, comment-only and punctuation-only lines excluded), 1 methods. The bar is 400 significant lines; this is 270 over it, 1.68× the bar. To reduce it, group the members that share the same data into a smaller type of their own and delegate to it, so no single type carries every responsibility.
ClassTooLong: RunEvalsPage frontend/src/components/evals/RunEvalsPage.tsx:1— ClassTooLong — 555 significant lines (blank, comment-only and punctuation-only lines excluded), 1 methods. The bar is 400 significant lines; this is 155 over it, 1.39× the bar. To reduce it, group the members that share the same data into a smaller type of their own and delegate to it, so no single type carries every responsibility.
ClassTooLong: EvalSessionsPage frontend/src/components/evals/EvalSessionsPage.tsx:1— ClassTooLong — 449 significant lines (blank, comment-only and punctuation-only lines excluded), 3 methods. The bar is 400 significant lines; this is 49 over it, 1.12× the bar. To reduce it, group the members that share the same data into a smaller type of their own and delegate to it, so no single type carries every responsibility.
Change coupling: definitions.py ↔ runtime.py backend/agent/tools/definitions.py:1— `backend/agent/tools/definitions.py` and `backend/agent/tools/runtime.py` change together 79% of the time (11 of the 14 commits that touched whichever of the two files changed less often, counting a file under its earlier names as well — a repo-wide or module-wide sweep is evidence about the sweep rather than about any pair inside it and is left out of BOTH sides of this ratio, while a dependency bump, a formatter/rename sweep, or a commit whose edit to one of the two files was a tool directive such as //go:generate or whitespace only is left out of the shared count ONLY, so the two sides are not taken over identical commit sets) with no explicit dependency between them. They sit in the same directory, but in this ecosystem each file is its own module — a sibling reference still needs an import — so the missing import edge is real: the coupling runs through shared behaviour, not a declared dependency. If they duplicate structure, extract the common part into one unit; otherwise the coupling is hidden and worth breaking. You can check this without leaving the row: of the 11 shared commits counted here, the most recent 3 are `d026163f` Batch image editing and background removal tools in parallel; `e06ff2e6` Finalize extracted assets directly; stop double-saving them; `c86e453a` Add screenshot preview tool — run `git show` on any of them.
Change coupling: pricing.py ↔ models.ts backend/costs/pricing.py:1— `backend/costs/pricing.py` and `frontend/src/lib/models.ts` change together 71% of the time (12 of the 17 commits that touched whichever of the two files changed less often, counting a file under its earlier names as well — a repo-wide or module-wide sweep is evidence about the sweep rather than about any pair inside it and is left out of BOTH sides of this ratio, while a dependency bump, a formatter/rename sweep, or a commit whose edit to one of the two files was a tool directive such as //go:generate or whitespace only is left out of the shared count ONLY, so the two sides are not taken over identical commit sets) and are written in DIFFERENT LANGUAGES, so no import can join them and they cannot be co-located into one unit — they compile and ship as separate artifacts. What binds them is a CONTRACT across that boundary — an event or message name, a route, a serialised shape — that each side currently spells out on its own, which is exactly why a change to one drags the other. Declare that contract once where both sides read it (a shared schema, a generated constants file, an interface-definition file) so a change on one side fails the other's build instead of drifting silently; where the surface is too small to be worth that, name the counterpart in a comment on both sides so the next reader finds it. There is nothing here to merge. You can check this without leaving the row: of the 12 shared commits counted here, the most recent 3 are `ba12de71` Switch image-create defaults to Opus 5.5 and GPT-6.1 Sol; `6f89000f` Add Gemini 3.6 Flash model variants with pricing and tests; `457a1782` Add Claude Opus 5 model variants with effort-based configuration — run `git show` on any of them.
Change coupling: llm.py ↔ models.ts backend/llm.py:1— `backend/llm.py` and `frontend/src/lib/models.ts` change together 68% of the time (30 of the 44 commits that touched whichever of the two files changed less often, counting a file under its earlier names as well — a repo-wide or module-wide sweep is evidence about the sweep rather than about any pair inside it and is left out of BOTH sides of this ratio, while a dependency bump, a formatter/rename sweep, or a commit whose edit to one of the two files was a tool directive such as //go:generate or whitespace only is left out of the shared count ONLY, so the two sides are not taken over identical commit sets) and are written in DIFFERENT LANGUAGES, so no import can join them and they cannot be co-located into one unit — they compile and ship as separate artifacts. What binds them is a CONTRACT across that boundary — an event or message name, a route, a serialised shape — that each side currently spells out on its own, which is exactly why a change to one drags the other. Declare that contract once where both sides read it (a shared schema, a generated constants file, an interface-definition file) so a change on one side fails the other's build instead of drifting silently; where the surface is too small to be worth that, name the counterpart in a comment on both sides so the next reader finds it. There is nothing here to merge. You can check this without leaving the row: of the 30 shared commits counted here, the most recent 3 are `ba12de71` Switch image-create defaults to Opus 5.5 and GPT-6.1 Sol; `6f89000f` Add Gemini 3.6 Flash model variants with pricing and tests; `457a1782` Add Claude Opus 5 model variants with effort-based configuration — run `git show` on any of them.
Change coupling: types.ts ↔ HistoryDisplay.tsx frontend/src/components/commits/types.ts:1— `frontend/src/components/commits/types.ts` and `frontend/src/components/history/HistoryDisplay.tsx` change together 52% of the time (12 of the 23 commits that touched whichever of the two files changed less often, counting a file under its earlier names as well — a repo-wide or module-wide sweep is evidence about the sweep rather than about any pair inside it and is left out of BOTH sides of this ratio, while a dependency bump, a formatter/rename sweep, or a commit whose edit to one of the two files was a tool directive such as //go:generate or whitespace only is left out of the shared count ONLY, so the two sides are not taken over identical commit sets) with no explicit dependency — the edge is real but nothing declares it. Read the pair before acting: if one registers itself into the other through a hook or an initialiser, the missing dependency is DELIBERATE — the registration is the link, and it is meant not to be an import — and the thing to add is a comment on each side naming the other, not a merge; if they simply belong together, co-locate them; if neither holds, the coupling is hidden and worth breaking. You can check this without leaving the row: of the 12 shared commits counted here, the most recent 3 are `a243480d` streamline createCommit helper; `c9002014` support import from code (at that commit the file was still `frontend/src/components/history/history_types.ts`); `8e8f0b4b` intermediate changes towards multiple generations (at that commit the file was still `frontend/src/components/history/history_types.ts`) — run `git show` on any of them.
Boundary violation [package:third-party-deep-import] frontend/src/components/agent/AgentActivity.tsx:25— frontend/src/components/agent/AgentActivity.tsx:25 imports react-syntax-highlighter/dist/esm/languages/hljs/xml, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead.
Boundary violation [package:third-party-deep-import] frontend/src/components/agent/AgentActivity.tsx:26— frontend/src/components/agent/AgentActivity.tsx:26 imports react-syntax-highlighter/dist/esm/styles/hljs, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead.
Boundary violation [package:third-party-deep-import] frontend/src/components/evals/agent-run-tool-preview.tsx:2— frontend/src/components/evals/agent-run-tool-preview.tsx:2 imports react-syntax-highlighter/dist/esm/languages/hljs/xml, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead.
Boundary violation [package:third-party-deep-import] frontend/src/components/evals/agent-run-tool-preview.tsx:3— frontend/src/components/evals/agent-run-tool-preview.tsx:3 imports react-syntax-highlighter/dist/esm/styles/hljs, reaching past a declared dependency's public entry into its build output — that path is the package's toolchain layout, not its API, and a minor version bump can relocate it with no semver signal. Import from the package's documented entry point instead.
AC2 · Forms & labels· <Select> field component without a label · ×3
<Select> field component without a label frontend/src/components/settings/DesignSystemsManager.tsx:164— This UI-library field component is named only by a placeholder — a placeholder is not a label (it vanishes as soon as the user types, and many assistive technologies ignore it). Give it a real name whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed.
<Select> field component without a label frontend/src/components/settings/SettingsTab.tsx:80— This UI-library field component has no label / aria-label / aria-labelledby / id, and nothing it renders carries one either (a name prop is the form-submission key, not a label). The text inside it does not stand in for one: these compound APIs render a trigger with role="combobox" (or role="button"), and those roles take their name from the AUTHOR, not from their content — so the words on screen never reach the accessibility tree as a name. Name it whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed.
<Select> field component without a label frontend/src/components/settings/SettingsTab.tsx:104— This UI-library field component has no label / aria-label / aria-labelledby / id, and nothing it renders carries one either (a name prop is the form-submission key, not a label). The text inside it does not stand in for one: these compound APIs render a trigger with role="combobox" (or role="button"), and those roles take their name from the AUTHOR, not from their content — so the words on screen never reach the accessibility tree as a name. Name it whichever way this library supports: a label prop, an aria-label, or an id on the rendered control with a <label htmlFor> pointing at it. For a group of controls, name the group itself (aria-label, or a fieldset with a legend) — labelling each item leaves the set unnamed.
TodoComment frontend/src/components/preview/CodeTab.tsx:22— // TODO: Update CSS and JS external links depending on the framework being used — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment frontend/src/components/recording/ScreenRecorder.tsx:48— // TODO: Test across different browsers — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
TodoComment frontend/src/components/recording/ScreenRecorder.tsx:61— // TODO: Do I need to fix duration if it's not a webm? — source code is not a task system: move the work to your tracker and leave a reference instead (e.g. `// REF: #123`), so the task is planned where tasks live and the ticket links back to the code.
Duplicated block (10 lines × 2 locations) frontend/src/components/agent/AgentActivity.tsx:384— frontend/src/components/agent/AgentActivity.tsx:384 · frontend/src/components/agent/AgentActivity.tsx:425 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (10 lines × 2 locations) frontend/src/components/preview/PreviewComponent.tsx:235— frontend/src/components/preview/PreviewComponent.tsx:235 · frontend/src/components/preview/PreviewComponent.tsx:263 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Duplicated block (10 lines × 2 locations) frontend/src/store/project-store.ts:156— frontend/src/store/project-store.ts:156 · frontend/src/store/project-store.ts:210 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (6 lines × 2 locations) frontend/src/components/ImageLightbox.tsx:58— frontend/src/components/ImageLightbox.tsx:58 · frontend/src/components/ImageLightbox.tsx:91 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Duplicated block (6 lines × 2 locations) frontend/src/components/agent/AgentActivity.tsx:997— frontend/src/components/agent/AgentActivity.tsx:997 · frontend/src/components/sidebar/Sidebar.tsx:285 — the 2 copies are spread across 2 files, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (6 lines × 2 locations) frontend/src/components/evals/BestOfNEvalsPage.tsx:32— frontend/src/components/evals/BestOfNEvalsPage.tsx:32 · frontend/src/components/evals/EvalComparePage.tsx:94 — the 2 copies sit in sibling files in one directory, so check first whether one of them (or an existing module there) already owns this behaviour and the others should call it; otherwise extract it into one module in that directory and have each site call it.
Swallowed exception (caught, then discarded) backend/asset_extraction.py:163— `except Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter.
Swallowed exception (caught, then discarded) backend/agent/providers/openai.py:54— `except Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter.
Swallowed exception (caught, then discarded) backend/fs_logging/agent_runs.py:224— `except Exception` takes every exception and records none of it — the body neither logs it, rethrows it, nor even names it, so the failure is discarded as completely as by an empty catch and only the substituted value survives. Log it through whatever this codebase already uses to report problems, narrow the catch to the exception this call can actually raise, or say in a comment on the catch why the failure genuinely cannot matter.
Low contrast Tailwind colour pair (4.4:1) frontend/src/components/agent/AgentActivity.tsx:568— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (4.4:1) frontend/src/components/unified-input/tabs/UrlTab.tsx:116— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Duplicated block (8 lines × 2) backend/agent/providers/openai.py:449— backend/agent/providers/openai.py:449-456 | backend/agent/providers/openai.py:462-469 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Duplicated block (8 lines × 2) backend/agent/tools/runtime.py:273— backend/agent/tools/runtime.py:273-280 | backend/agent/tools/runtime.py:343-350 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. Read the line range as the matched WINDOW rather than a finished unit: at `backend/agent/tools/runtime.py:273` it begins part-way through the construct above it, so those exact lines cannot be lifted as they stand — widen the region to the smallest complete statement or declaration that contains it, and extract that. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it.
Duplicated block (5 lines × 2) backend/evals/asset_extraction_benchmark.py:144— backend/evals/asset_extraction_benchmark.py:144-148 | backend/evals/asset_extraction_benchmark.py:190-194 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. Read the line range as the matched WINDOW rather than a finished unit: at `backend/evals/asset_extraction_benchmark.py:144` it does not close everything it opens, so those exact lines cannot be lifted as they stand — widen the region to the smallest complete statement or declaration that contains it, and extract that.
Duplicated block (5 lines × 2) backend/evals/asset_extraction_benchmark.py:584— backend/evals/asset_extraction_benchmark.py:584-588 | backend/evals/asset_extraction_benchmark.py:590-594 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Outbound HTTP without resilience backend/image_generation/replicate.py:81— `httpx.AsyncClient(` makes an outbound HTTP call, and nothing bounds it: no timeout, deadline, retry or circuit breaker is set for it here, and the client has no process-wide default. A slow or failing dependency will hold this service's request, thread or connection until the call gives up on its own — or never, for a client with no default timeout.
Outbound HTTP without resilience backend/run_image_generation_evals.py:231— `aiohttp.ClientSession(` makes an outbound HTTP call, and nothing bounds it: no timeout, deadline, retry or circuit breaker is set for it here, and the client has no process-wide default. A slow or failing dependency will hold this service's request, thread or connection until the call gives up on its own — or never, for a client with no default timeout.
Duplicated block (16 lines × 2 locations) frontend/src/components/evals/AllEvalsPage.tsx:20— frontend/src/components/evals/AllEvalsPage.tsx:20 · frontend/src/components/evals/AllEvalsPage.tsx:40 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Duplicated block (16 lines × 2 locations) frontend/src/components/ui/select.tsx:51— frontend/src/components/ui/select.tsx:51 · frontend/src/components/ui/select.tsx:68 — all 2 copies are in the same file, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases.
Duplicated block (14 lines × 2 locations) frontend/src/components/generate-from-text/GenerateFromText.tsx:19— frontend/src/components/generate-from-text/GenerateFromText.tsx:19 · frontend/src/components/unified-input/tabs/TextTab.tsx:29 — the 2 copies are spread across 2 files, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (14 lines × 2 locations) frontend/src/components/settings/GenerationSettings.tsx:24— frontend/src/components/settings/GenerationSettings.tsx:24 · frontend/src/components/unified-input/UnifiedInputPane.tsx:39 — the 2 copies are spread across 2 directories, so the shared home is a decision rather than an obvious spot: check first whether one of them already owns this behaviour, and otherwise put the extracted module somewhere all of the sites already reach rather than making one of them depend on another.
Duplicated block (12 lines × 2 locations) frontend/src/components/ImportCodeSection.tsx:23— frontend/src/components/ImportCodeSection.tsx:23 · frontend/src/components/unified-input/tabs/ImportTab.tsx:21 — the 2 copies are spread across 2 files, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (12 lines × 2 locations) frontend/src/components/settings/SettingsTab.tsx:248— frontend/src/components/settings/SettingsTab.tsx:248 · frontend/src/components/settings/SettingsTab.tsx:326 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (11 lines × 2 locations) frontend/src/App.tsx:478— frontend/src/App.tsx:478 · frontend/src/App.tsx:489 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (11 lines × 2 locations) frontend/src/components/agent/AgentActivity.tsx:511— frontend/src/components/agent/AgentActivity.tsx:511 · frontend/src/components/evals/agent-run-tool-preview.tsx:264 — the 2 copies are spread across 2 directories, so the shared home is a decision rather than an obvious spot: check first whether one of them already owns this behaviour, and otherwise put the extracted module somewhere all of the sites already reach rather than making one of them depend on another.
Duplicated block (9 lines × 2 locations) frontend/src/components/evals/BestOfNEvalsPage.tsx:52— frontend/src/components/evals/BestOfNEvalsPage.tsx:52 · frontend/src/components/evals/BestOfNEvalsPage.tsx:359 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Duplicated block (9 lines × 2 locations) frontend/src/store/project-store.ts:229— frontend/src/store/project-store.ts:229 · frontend/src/store/project-store.ts:356 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (7 lines × 2 locations) frontend/src/components/agent/AgentActivity.tsx:446— frontend/src/components/agent/AgentActivity.tsx:446 · frontend/src/components/agent/AgentActivity.tsx:677 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (7 lines × 2 locations) frontend/src/components/ui/accordion.tsx:5— frontend/src/components/ui/accordion.tsx:5 · frontend/src/components/ui/tabs.tsx:4 — the 2 copies are spread across 2 files, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases.
Dead file (~29 LoC) frontend/src/components/ui/popover.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~29 LoC) frontend/src/components/ui/separator.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~27 LoC) frontend/src/components/preview/CodePreview.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~27 LoC) frontend/src/components/ui/hover-card.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~25 LoC) frontend/src/components/core/KeyboardShortcutBadge.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~25 LoC) frontend/src/components/core/Spinner.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
X17 · Uncapped recursion over a caller-supplied document· Recursive walk over a caller-supplied document has no depth cap · ×2
Recursive walk over a caller-supplied document has no depth cap backend/fs_logging/prompt_reports.py:61— `to_serializable` is public and takes `value: Any` from its caller, and it calls itself at line 61 (`to_serializable`) with a piece of `value` (and at line 63, line 65, line 67) — and nowhere in `to_serializable` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. Python's parsers accept far more nesting than its stack allows: `json.loads` turns 3,000 bytes of brackets into 1,500 levels and `xml.etree.ElementTree` parses tens of thousands, while a walk like this one raises `RecursionError` once it passes the interpreter's default limit of 1,000 frames. Wherever that exception lands, the work fails: a request errors, and outside any `try` the worker or the program exits with it. Raising `sys.setrecursionlimit` only moves the number the document has to beat. Thread a depth argument through `to_serializable` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack.
Recursive walk over a caller-supplied document has no depth cap backend/fs_logging/openai_input_formatting.py:51— `to_serializable` is public and takes `value: Any` from its caller, and it calls itself at line 51 (`to_serializable`) with a piece of `value` (and at line 54, line 58) — and nowhere in `to_serializable` is there a depth parameter, a descent counter, or any other cap. The walk therefore spends one stack frame per LEVEL of the value it is handed, so the nesting of the caller's document — not this code — decides how deep the stack goes. Python's parsers accept far more nesting than its stack allows: `json.loads` turns 3,000 bytes of brackets into 1,500 levels and `xml.etree.ElementTree` parses tens of thousands, while a walk like this one raises `RecursionError` once it passes the interpreter's default limit of 1,000 frames. Wherever that exception lands, the work fails: a request errors, and outside any `try` the worker or the program exits with it. Raising `sys.setrecursionlimit` only moves the number the document has to beat. Thread a depth argument through `to_serializable` and reject the value past a fixed maximum, or rewrite the descent with an explicit stack.
Low contrast Tailwind colour pair (3.1:1) frontend/src/components/evals/agent-run-tool-preview.tsx:60— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
Low contrast Tailwind colour pair (2.1:1) frontend/src/components/sidebar/Sidebar.tsx:604— This element's Tailwind text/background colour utilities fall below the 4.5:1 WCAG AA minimum for normal text. Pick a darker or lighter shade.
AC7 · A11y enforcement· Accessibility enforcement below the top rung · ×1
Accessibility enforcement below the top rung — No accessibility enforcement found — no a11y linter (eslint-plugin-jsx-a11y) and no axe/pa11y/Lighthouse in tests or CI. Start with the linter to catch issues at author time. What was searched, so you can tell an absence from a miss: the 74 markup file(s) this pass actually assessed, the linter configuration checked in beside them, and this repository's test and CI files — matched by name against the accessibility checkers this dimension carries. An audit run outside the repository, a hosted scanner, or a check whose name is not one of those, is not seen here.
No authorization backend/start.py:40— This repository serves requests — a request handler (uvicorn.run() (backend/start.py:40) — and no route guard, auth-gate middleware, global guard or imperative check that refuses a caller (401/403, an Unauthorized/Forbidden error) was found: its endpoints may be unprotected.
AgentActivity.renderToolDetails (cyclomatic 111) frontend/src/components/agent/AgentActivity.tsx:291— AgentActivity.renderToolDetails has cyclomatic complexity 111 (threshold 15). Of this number, 84 points are the body's own statements and 27 belong to 10 function items inside it that branch. To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
App.App (cyclomatic 91) frontend/src/App.tsx:43— App.App has cyclomatic complexity 91 (threshold 15). Of this number, 29 points are the body's own statements and 62 belong to 23 function items inside it that branch. To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
Sidebar.Sidebar (cyclomatic 87) frontend/src/components/sidebar/Sidebar.tsx:79— Sidebar.Sidebar has cyclomatic complexity 87 (threshold 15). Of this number, 67 points are the body's own statements and 20 belong to 12 function literals inside it that branch. To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
EvalSessionsPage.EvalSessionsPage (cyclomatic 74) frontend/src/components/evals/EvalSessionsPage.tsx:155— EvalSessionsPage.EvalSessionsPage has cyclomatic complexity 74 (threshold 15). Of this number, 22 points are the body's own statements and 52 belong to 24 function items inside it that branch. To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
EvalComparePage.EvalComparePage (cyclomatic 71) frontend/src/components/evals/EvalComparePage.tsx:91— EvalComparePage.EvalComparePage has cyclomatic complexity 71 (threshold 15). Of this number, 19 points are the body's own statements and 52 belong to 18 function literals inside it that branch. To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
BestOfNEvalsPage.BestOfNEvalsPage (cyclomatic 69) frontend/src/components/evals/BestOfNEvalsPage.tsx:25— BestOfNEvalsPage.BestOfNEvalsPage has cyclomatic complexity 69 (threshold 15). Most of this is not in the body itself: 13 of the 69 points are its own statements and the rest belongs to 23 function items inside it that branch (a function literal at line 183, a function literal at line 85, a function literal at line 70, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
project-store.useProjectStore (cyclomatic 59) frontend/src/store/project-store.ts:86— project-store.useProjectStore has cyclomatic complexity 59 (threshold 15). Most of this is not in the body itself: 1 of the 59 points is its own statement and the rest belongs to 28 function literals inside it that branch (lines 237, 159, 294, …). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
openai.parse_event (cyclomatic 55) backend/agent/providers/openai.py:234— openai.parse_event has cyclomatic complexity 55 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
AgentActivity.getEventTitle (cyclomatic 55) frontend/src/components/agent/AgentActivity.tsx:192— AgentActivity.getEventTitle has cyclomatic complexity 55 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
UploadTab.UploadTab (cyclomatic 49) frontend/src/components/unified-input/tabs/UploadTab.tsx:58— UploadTab.UploadTab has cyclomatic complexity 49 (threshold 15). Most of this is not in the body itself: 12 of the 49 points are its own statements and the rest belongs to 11 function items inside it that branch (a function literal at line 125, a function literal at line 217, a function literal at line 96, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
PreviewComponent.PreviewComponent (cyclomatic 46) frontend/src/components/preview/PreviewComponent.tsx:27— PreviewComponent.PreviewComponent has cyclomatic complexity 46 (threshold 15). Most of this is not in the body itself: 4 of the 46 points are its own statements and the rest belongs to 16 function literals inside it that branch (lines 73, 101, 179, …). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
agent-run-tool-preview.ToolPreview (cyclomatic 43) frontend/src/components/evals/agent-run-tool-preview.tsx:77— agent-run-tool-preview.ToolPreview has cyclomatic complexity 43 (threshold 15). Of this number, 24 points are the body's own statements and 19 belong to 7 function literals inside it that branch. To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
AgentRunsPage.AgentRunsPage (cyclomatic 39) frontend/src/components/evals/AgentRunsPage.tsx:155— AgentRunsPage.AgentRunsPage has cyclomatic complexity 39 (threshold 15). Of this number, 21 points are the body's own statements and 18 belong to 8 function items inside it that branch. To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
PreviewPane.PreviewPane (cyclomatic 35) frontend/src/components/preview/PreviewPane.tsx:47— PreviewPane.PreviewPane has cyclomatic complexity 35 (threshold 15). Of this number, 34 points are the body's own statements and 1 belongs to one function literal inside it that branches. To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
runner.run_image_evals (cyclomatic 33) backend/evals/runner.py:202— runner.run_image_evals has cyclomatic complexity 33 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
RunEvalsPage.RunEvalsPage (cyclomatic 32) frontend/src/components/evals/RunEvalsPage.tsx:56— RunEvalsPage.RunEvalsPage has cyclomatic complexity 32 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top. This shape REPEATS in the file: one other method here (RunEvalsPage.RunEvalsPage::runEvals) has the same decision points, in the same order, at the same nesting depths — so this is one pattern written twice rather than two separate problems. Splitting this body alone leaves the other exactly as it is. Where these are variations on one operation, the change that clears both is the shared one: lift the common shape into a single routine the variants call, parameterised by whatever genuinely differs between them, and keep in each method only the part that is not shared.
Variants.Variants (cyclomatic 30) frontend/src/components/variants/Variants.tsx:79— Variants.Variants has cyclomatic complexity 30 (threshold 15). Most of this is not in the body itself: 9 of the 30 points are its own statements and the rest belongs to 3 function items inside it that branch (a function literal at line 95, a function literal at line 128, handleVariantClick). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
PromptReportsPage.PromptReportsPage (cyclomatic 29) frontend/src/components/evals/PromptReportsPage.tsx:128— PromptReportsPage.PromptReportsPage has cyclomatic complexity 29 (threshold 15). Of this number, 17 points are the body's own statements and 12 belong to 5 function items inside it that branch. To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
summaries.summarize_tool_input (cyclomatic 28) backend/agent/tools/summaries.py:15— summaries.summarize_tool_input has cyclomatic complexity 28 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
image-lightbox.LightboxViewer (cyclomatic 28) frontend/src/components/evals/image-lightbox.tsx:42— image-lightbox.LightboxViewer has cyclomatic complexity 28 (threshold 15). Most of this is not in the body itself: 5 of the 28 points are its own statements and the rest belongs to 8 function literals inside it that branch (lines 119, 62, 249, …). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
generateCode.generateCode (cyclomatic 27) frontend/src/generateCode.ts:53— generateCode.generateCode has cyclomatic complexity 27 (threshold 15). Most of this is not in the body itself: 1 of the 27 points is its own statement and the rest belongs to 2 function literals inside it that branch (lines 68, 98). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
ThinkingIndicator.ThinkingIndicator (cyclomatic 26) frontend/src/components/thinking/ThinkingIndicator.tsx:20— ThinkingIndicator.ThinkingIndicator has cyclomatic complexity 26 (threshold 15). To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
ImageLightbox.ImageLightbox (cyclomatic 25) frontend/src/components/ImageLightbox.tsx:14— ImageLightbox.ImageLightbox has cyclomatic complexity 25 (threshold 15). Most of this is not in the body itself: 6 of the 25 points are its own statements and the rest belongs to 9 function items inside it that branch (a function literal at line 41, a function literal at line 112, zoomToDefault, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
extract_assets.run_extract_assets (cyclomatic 24) backend/agent/tools/extract_assets.py:43— extract_assets.run_extract_assets has cyclomatic complexity 24 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
RunEvalsPage.RunEvalsPage::runEvals (cyclomatic 24) frontend/src/components/evals/RunEvalsPage.tsx:191— RunEvalsPage.RunEvalsPage::runEvals has cyclomatic complexity 24 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top. This shape REPEATS in the file: one other method here (RunEvalsPage.RunEvalsPage) has the same decision points, in the same order, at the same nesting depths — so this is one pattern written twice rather than two separate problems. Splitting this body alone leaves the other exactly as it is. Where these are variations on one operation, the change that clears both is the shared one: lift the common shape into a single routine the variants call, parameterised by whatever genuinely differs between them, and keep in each method only the part that is not shared.
DesignSystemsManager.DesignSystemsManager (cyclomatic 23) frontend/src/components/settings/DesignSystemsManager.tsx:33— DesignSystemsManager.DesignSystemsManager has cyclomatic complexity 23 (threshold 15). Most of this is not in the body itself: 9 of the 23 points are its own statements and the rest belongs to 8 function items inside it that branch (handleDelete, handleSave, a function literal at line 60, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
agent-run-timeline.StepCard (cyclomatic 23) frontend/src/components/evals/agent-run-timeline.tsx:213— agent-run-timeline.StepCard has cyclomatic complexity 23 (threshold 15). Of this number, 15 points are the body's own statements and 8 belong to one function literal inside it that branches. To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
AgentToolRuntime._edit_images (cyclomatic 22) backend/agent/tools/runtime.py:402— AgentToolRuntime._edit_images has cyclomatic complexity 22 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
AgentActivity.AgentActivity (cyclomatic 20) frontend/src/components/agent/AgentActivity.tsx:991— AgentActivity.AgentActivity has cyclomatic complexity 20 (threshold 15). Of this number, 11 points are the body's own statements and 9 belong to 4 function literals inside it that branch. To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
asset_extraction.extract_assets_from_images (cyclomatic 19) backend/asset_extraction.py:346— asset_extraction.extract_assets_from_images has cyclomatic complexity 19 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
evals.get_best_of_n_evals (cyclomatic 19) backend/routes/evals.py:401— evals.get_best_of_n_evals has cyclomatic complexity 19 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
openai._build_provider_turn (cyclomatic 18) backend/agent/providers/openai.py:426— openai._build_provider_turn has cyclomatic complexity 18 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
ModelSelectionStage._get_variant_models (cyclomatic 18) backend/routes/generate_code.py:451— ModelSelectionStage._get_variant_models has cyclomatic complexity 18 (threshold 15). To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
HistoryDisplay.HistoryDisplay (cyclomatic 18) frontend/src/components/history/HistoryDisplay.tsx:110— HistoryDisplay.HistoryDisplay has cyclomatic complexity 18 (threshold 15). Most of this is not in the body itself: 2 of the 18 points are its own statements and the rest belongs to 3 function literals inside it that branch (lines 140, 116, 218). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
openai_input_formatting.summarize_function_call_output_payload (cyclomatic 17) backend/fs_logging/openai_input_formatting.py:96— openai_input_formatting.summarize_function_call_output_payload has cyclomatic complexity 17 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
eval_sets.get_session_matrix (cyclomatic 17) backend/routes/eval_sets.py:251— eval_sets.get_session_matrix has cyclomatic complexity 17 (threshold 15). To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
parsing._extract_partial_json_string (cyclomatic 16) backend/agent/tools/parsing.py:36— parsing._extract_partial_json_string has cyclomatic complexity 16 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
AgentRunRecorder.record_llm_response (cyclomatic 16) backend/fs_logging/agent_runs.py:470— AgentRunRecorder.record_llm_response has cyclomatic complexity 16 (threshold 15). To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
AgentRunRecorder._snapshot_output (cyclomatic 16) backend/fs_logging/agent_runs.py:842— AgentRunRecorder._snapshot_output has cyclomatic complexity 16 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
openai_input_compare._find_first_value_difference (cyclomatic 16) backend/fs_logging/openai_input_compare.py:62— openai_input_compare._find_first_value_difference has cyclomatic complexity 16 (threshold 15). To reduce it, separate the cases: extract each independent branch into its own named function, and where the body has guards that only reject input, fold those into early returns at the top.
export.collect_asset_candidates (cyclomatic 16) backend/routes/export.py:159— export.collect_asset_candidates has cyclomatic complexity 16 (threshold 15). To reduce it, break up the iteration: give each loop body a named function, and split a multi-phase loop into one function per phase so no single body carries the whole pipeline.
ParameterExtractionStage.extract_and_validate (cyclomatic 16) backend/routes/generate_code.py:284— ParameterExtractionStage.extract_and_validate has cyclomatic complexity 16 (threshold 15). To reduce it, split the body: these branches sit side by side rather than nested inside one another, so extracting each one on its own would leave a function per branch. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
AgentActivity.getEventTitle (cognitive 122) frontend/src/components/agent/AgentActivity.tsx:192— AgentActivity.getEventTitle has cognitive complexity 122 (threshold 15). Drivers by points: ternaries 21 (73 pts), if/else 19 (41 pts), boolean chains 8 (nesting depth added 74). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.
App.App (cognitive 91) frontend/src/App.tsx:43— App.App has cognitive complexity 91 (threshold 15). Drivers by points: if/else 39 (42 pts), boolean chains 27, ternaries 15 (21 pts), error handling 1 (nesting depth added 9). Of this number, 20 points are the body's own statements and 71 belong to 23 function items inside it that branch. To reduce it, split the body: most of this score is breadth rather than depth — checks laid out side by side rather than stacked — so group the statements between the checks into named steps and move each step into its own function. Some of it IS depth: where a check sits inside another whose only job is to reach it, merge the two into one condition, and where an else follows a branch that already returns, drop the trailing else and let the rest of the body continue at one level.
openai.parse_event (cognitive 90) backend/agent/providers/openai.py:234— openai.parse_event has cognitive complexity 90 (threshold 15). Drivers by points: if/else 36 (68 pts), boolean chains 15, ternaries 3 (7 pts) (nesting depth added 36). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
BestOfNEvalsPage.BestOfNEvalsPage (cognitive 68) frontend/src/components/evals/BestOfNEvalsPage.tsx:25— BestOfNEvalsPage.BestOfNEvalsPage has cognitive complexity 68 (threshold 15). Drivers by points: if/else 21 (27 pts), ternaries 11 (20 pts), boolean chains 13, error handling 6 (7 pts), match/switch 1 (nesting depth added 16). Most of this is not in the body itself: 14 of the 68 points are its own statements and the rest belongs to 23 function items inside it that branch (a function literal at line 183, a function literal at line 85, goToPrevious, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
project-store.useProjectStore (cognitive 60) frontend/src/store/project-store.ts:86— project-store.useProjectStore has cognitive complexity 60 (threshold 15). Drivers by points: if/else 21, boolean chains 19, ternaries 14 (19 pts), loops 1 (nesting depth added 5). None of this is in the body itself: all 60 points belong to 28 function literals inside it that branch (lines 294, 421, 159, …). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
Sidebar.Sidebar (cognitive 60) frontend/src/components/sidebar/Sidebar.tsx:79— Sidebar.Sidebar has cognitive complexity 60 (threshold 15). Drivers by points: boolean chains 40, if/else 12, ternaries 6 (7 pts), error handling 1 (nesting depth added 1). Of this number, 40 points are the body's own statements and 20 belong to 12 function literals inside it that branch. To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
agent-run-tool-preview.ToolPreview (cognitive 58) frontend/src/components/evals/agent-run-tool-preview.tsx:77— agent-run-tool-preview.ToolPreview has cognitive complexity 58 (threshold 15). Drivers by points: ternaries 10 (25 pts), if/else 15 (21 pts), boolean chains 12 (nesting depth added 21). Of this number, 27 points are the body's own statements and 31 belong to 7 function literals inside it that branch. To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
EvalSessionsPage.EvalSessionsPage (cognitive 58) frontend/src/components/evals/EvalSessionsPage.tsx:155— EvalSessionsPage.EvalSessionsPage has cognitive complexity 58 (threshold 15). Drivers by points: boolean chains 26, if/else 18 (19 pts), error handling 7, ternaries 4, loops 2 (nesting depth added 1). Of this number, 16 points are the body's own statements and 42 belong to 24 function items inside it that branch. To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
AgentActivity.renderToolDetails (cognitive 57) frontend/src/components/agent/AgentActivity.tsx:291— AgentActivity.renderToolDetails has cognitive complexity 57 (threshold 15). Drivers by points: boolean chains 48, ternaries 5, if/else 3, error handling 1. Of this number, 54 points are the body's own statements and 3 belong to 10 function items inside it that branch. To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
EvalComparePage.EvalComparePage (cognitive 57) frontend/src/components/evals/EvalComparePage.tsx:91— EvalComparePage.EvalComparePage has cognitive complexity 57 (threshold 15). Drivers by points: boolean chains 24, if/else 22 (24 pts), ternaries 6, error handling 3 (nesting depth added 2). Of this number, 16 points are the body's own statements and 41 belong to 18 function literals inside it that branch. To reduce it, split the body: most of this score is breadth rather than depth — checks laid out side by side rather than stacked — so group the statements between the checks into named steps and move each step into its own function. Some of it IS depth: where a check sits inside another whose only job is to reach it, merge the two into one condition.
runner.run_image_evals (cognitive 54) backend/evals/runner.py:202— runner.run_image_evals has cognitive complexity 54 (threshold 15). Drivers by points: if/else 16 (30 pts), error handling 4 (9 pts), boolean chains 7, loops 3 (4 pts), ternaries 2 (4 pts) (nesting depth added 22). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
PreviewComponent.PreviewComponent (cognitive 49) frontend/src/components/preview/PreviewComponent.tsx:27— PreviewComponent.PreviewComponent has cognitive complexity 49 (threshold 15). Drivers by points: if/else 29, boolean chains 9, ternaries 5 (8 pts), loops 2 (3 pts) (nesting depth added 4). Most of this is not in the body itself: 4 of the 49 points are its own statements and the rest belongs to 16 function literals inside it that branch (lines 179, 73, 101, …). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
UploadTab.UploadTab (cognitive 45) frontend/src/components/unified-input/tabs/UploadTab.tsx:58— UploadTab.UploadTab has cognitive complexity 45 (threshold 15). Drivers by points: if/else 25 (27 pts), boolean chains 15, ternaries 1 (2 pts), error handling 1 (nesting depth added 3). Most of this is not in the body itself: 6 of the 45 points are its own statements and the rest belongs to 11 function items inside it that branch (a function literal at line 125, a function literal at line 96, a function literal at line 217, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
RunEvalsPage.RunEvalsPage::runEvals (cognitive 45) frontend/src/components/evals/RunEvalsPage.tsx:191— RunEvalsPage.RunEvalsPage::runEvals has cognitive complexity 45 (threshold 15). Drivers by points: if/else 12 (26 pts), ternaries 4 (13 pts), loops 2 (3 pts), boolean chains 2, error handling 1 (nesting depth added 24). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body. This shape REPEATS in the file: one other method here (RunEvalsPage.RunEvalsPage) has the same decision points, in the same order, at the same nesting depths — so this is one pattern written twice rather than two separate problems. Splitting this body alone leaves the other exactly as it is. Where these are variations on one operation, the change that clears both is the shared one: lift the common shape into a single routine the variants call, parameterised by whatever genuinely differs between them, and keep in each method only the part that is not shared.
summaries.summarize_tool_input (cognitive 39) backend/agent/tools/summaries.py:15— summaries.summarize_tool_input has cognitive complexity 39 (threshold 15). Drivers by points: if/else 14 (21 pts), boolean chains 9, ternaries 2 (5 pts), loops 2 (4 pts) (nesting depth added 12). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
evals.get_best_of_n_evals (cognitive 36) backend/routes/evals.py:401— evals.get_best_of_n_evals has cognitive complexity 36 (threshold 15). Drivers by points: if/else 11 (23 pts), loops 8 (12 pts), ternaries 1 (nesting depth added 16). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
extract_assets.run_extract_assets (cognitive 35) backend/agent/tools/extract_assets.py:43— extract_assets.run_extract_assets has cognitive complexity 35 (threshold 15). Drivers by points: if/else 15 (25 pts), boolean chains 6, loops 2 (3 pts), error handling 1 (nesting depth added 11). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
AgentToolRuntime._edit_images (cognitive 33) backend/agent/tools/runtime.py:402— AgentToolRuntime._edit_images has cognitive complexity 33 (threshold 15). Drivers by points: if/else 12 (20 pts), boolean chains 6, loops 3 (4 pts), ternaries 2 (3 pts) (nesting depth added 10). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
AgentEngine._run_with_session (cognitive 32) backend/agent/engine.py:218— AgentEngine._run_with_session has cognitive complexity 32 (threshold 15). Drivers by points: if/else 9 (27 pts), loops 2 (3 pts), boolean chains 2 (nesting depth added 19). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
asset_extraction.extract_assets_from_images (cognitive 32) backend/asset_extraction.py:346— asset_extraction.extract_assets_from_images has cognitive complexity 32 (threshold 15). Drivers by points: if/else 8 (15 pts), ternaries 4 (10 pts), loops 4 (5 pts), boolean chains 2 (nesting depth added 14). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
openai_input_compare._find_first_value_difference (cognitive 32) backend/fs_logging/openai_input_compare.py:62— openai_input_compare._find_first_value_difference has cognitive complexity 32 (threshold 15). Drivers by points: if/else 9 (17 pts), ternaries 3 (9 pts), loops 3 (6 pts) (nesting depth added 17). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
utils.format_prompt_preview (cognitive 31) backend/utils.py:100— utils.format_prompt_preview has cognitive complexity 31 (threshold 15). Drivers by points: if/else 7 (19 pts), loops 3 (7 pts), ternaries 2 (5 pts) (nesting depth added 19). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
image-lightbox.LightboxViewer (cognitive 30) frontend/src/components/evals/image-lightbox.tsx:42— image-lightbox.LightboxViewer has cognitive complexity 30 (threshold 15). Drivers by points: if/else 18 (20 pts), boolean chains 8, ternaries 2 (nesting depth added 2). Most of this is not in the body itself: 4 of the 30 points are its own statements and the rest belongs to 8 function literals inside it that branch (lines 119, 249, 62, …). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
AgentRunsPage.AgentRunsPage (cognitive 30) frontend/src/components/evals/AgentRunsPage.tsx:155— AgentRunsPage.AgentRunsPage has cognitive complexity 30 (threshold 15). Drivers by points: boolean chains 13, ternaries 6 (8 pts), if/else 6, error handling 3 (nesting depth added 2). Of this number, 17 points are the body's own statements and 13 belong to 8 function items inside it that branch. To reduce it, split the body: most of this score is breadth rather than depth — checks laid out side by side rather than stacked — so group the statements between the checks into named steps and move each step into its own function. Some of it IS depth: where a check sits inside another whose only job is to reach it, merge the two into one condition.
export.collect_asset_candidates (cognitive 29) backend/routes/export.py:159— export.collect_asset_candidates has cognitive complexity 29 (threshold 15). Drivers by points: loops 9 (16 pts), if/else 6 (13 pts) (nesting depth added 14). To reduce it, break up the iteration: give each loop body a named function, and split a multi-phase loop into one function per phase so no single body carries the whole pipeline.
Variants.Variants (cognitive 28) frontend/src/components/variants/Variants.tsx:79— Variants.Variants has cognitive complexity 28 (threshold 15). Drivers by points: boolean chains 13, if/else 8 (11 pts), ternaries 4 (nesting depth added 3). Most of this is not in the body itself: 8 of the 28 points are its own statements and the rest belongs to 3 function items inside it that branch (a function literal at line 95, a function literal at line 128, handleVariantClick). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
openai_input_formatting.summarize_function_call_output_payload (cognitive 27) backend/fs_logging/openai_input_formatting.py:96— openai_input_formatting.summarize_function_call_output_payload has cognitive complexity 27 (threshold 15). Drivers by points: if/else 12 (21 pts), loops 1 (3 pts), boolean chains 2, error handling 1 (nesting depth added 11). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
utils.print_prompt_summary (cognitive 27) backend/utils.py:39— utils.print_prompt_summary has cognitive complexity 27 (threshold 15). Drivers by points: if/else 6 (16 pts), ternaries 3 (7 pts), loops 2 (4 pts) (nesting depth added 16). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
generateCode.generateCode (cognitive 27) frontend/src/generateCode.ts:53— generateCode.generateCode has cognitive complexity 27 (threshold 15). Drivers by points: if/else 16, boolean chains 11. None of this is in the body itself: all 27 points belong to 2 function literals inside it that branch (lines 68, 98). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
openai._build_provider_turn (cognitive 26) backend/agent/providers/openai.py:426— openai._build_provider_turn has cognitive complexity 26 (threshold 15). Drivers by points: if/else 7 (13 pts), boolean chains 8, loops 2 (4 pts), ternaries 1 (nesting depth added 8). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
asset_extraction_benchmark._run_legacy_profile (cognitive 25) backend/evals/asset_extraction_benchmark.py:360— asset_extraction_benchmark._run_legacy_profile has cognitive complexity 25 (threshold 15). Drivers by points: ternaries 5 (12 pts), if/else 4 (9 pts), boolean chains 3, loops 1 (nesting depth added 12). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
prompt_reports.prune_prompt_reports (cognitive 25) backend/routes/prompt_reports.py:168— prompt_reports.prune_prompt_reports has cognitive complexity 25 (threshold 15). Drivers by points: if/else 9 (19 pts), loops 2 (4 pts), boolean chains 2 (nesting depth added 12). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
DesignSystemsManager.DesignSystemsManager (cognitive 25) frontend/src/components/settings/DesignSystemsManager.tsx:33— DesignSystemsManager.DesignSystemsManager has cognitive complexity 25 (threshold 15). Drivers by points: if/else 8, boolean chains 7, ternaries 4 (7 pts), error handling 3 (nesting depth added 3). Most of this is not in the body itself: 10 of the 25 points are its own statements and the rest belongs to 8 function items inside it that branch (handleDelete, handleSave, a function literal at line 60, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
openai_input_compare.compare_openai_inputs (cognitive 24) backend/fs_logging/openai_input_compare.py:129— openai_input_compare.compare_openai_inputs has cognitive complexity 24 (threshold 15). Drivers by points: ternaries 7 (14 pts), if/else 5 (9 pts), loops 1 (nesting depth added 11). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
PreviewPane.PreviewPane (cognitive 24) frontend/src/components/preview/PreviewPane.tsx:47— PreviewPane.PreviewPane has cognitive complexity 24 (threshold 15). Drivers by points: boolean chains 17, ternaries 6, if/else 1. Of this number, 23 points are the body's own statements and 1 belongs to one function literal inside it that branches. To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
RunEvalsPage.RunEvalsPage (cognitive 24) frontend/src/components/evals/RunEvalsPage.tsx:56— RunEvalsPage.RunEvalsPage has cognitive complexity 24 (threshold 15). Drivers by points: if/else 26 (40 pts), ternaries 16 (28 pts), boolean chains 24, error handling 5, loops 2 (3 pts) (nesting depth added 27). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body. This shape REPEATS in the file: one other method here (RunEvalsPage.RunEvalsPage::runEvals) has the same decision points, in the same order, at the same nesting depths — so this is one pattern written twice rather than two separate problems. Splitting this body alone leaves the other exactly as it is. Where these are variations on one operation, the change that clears both is the shared one: lift the common shape into a single routine the variants call, parameterised by whatever genuinely differs between them, and keep in each method only the part that is not shared.
PromptReportsPage.PromptReportsPage (cognitive 23) frontend/src/components/evals/PromptReportsPage.tsx:128— PromptReportsPage.PromptReportsPage has cognitive complexity 23 (threshold 15). Drivers by points: ternaries 6 (8 pts), boolean chains 7, if/else 5, error handling 3 (nesting depth added 2). Most of this is not in the body itself: 11 of the 23 points are its own statements and the rest belongs to 5 function items inside it that branch (handlePrune, a function literal at line 161, a function literal at line 141, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
asset_extraction_benchmark._evaluate_profile (cognitive 22) backend/evals/asset_extraction_benchmark.py:468— asset_extraction_benchmark._evaluate_profile has cognitive complexity 22 (threshold 15). Drivers by points: ternaries 6 (11 pts), boolean chains 5, if/else 3 (5 pts), loops 1 (nesting depth added 7). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
AgentRunRecorder._snapshot_output (cognitive 22) backend/fs_logging/agent_runs.py:842— AgentRunRecorder._snapshot_output has cognitive complexity 22 (threshold 15). Drivers by points: if/else 6 (10 pts), loops 5 (6 pts), boolean chains 3, error handling 1 (3 pts) (nesting depth added 7). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
AgentActivity.AgentActivity (cognitive 22) frontend/src/components/agent/AgentActivity.tsx:991— AgentActivity.AgentActivity has cognitive complexity 22 (threshold 15). Drivers by points: ternaries 8 (12 pts), boolean chains 6, if/else 3 (4 pts) (nesting depth added 5). Most of this is not in the body itself: 9 of the 22 points are its own statements and the rest belongs to 4 function literals inside it that branch (lines 1037, 1109, 999, …). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
ImageLightbox.ImageLightbox (cognitive 22) frontend/src/components/ImageLightbox.tsx:14— ImageLightbox.ImageLightbox has cognitive complexity 22 (threshold 15). Drivers by points: if/else 11, boolean chains 9, ternaries 2. Most of this is not in the body itself: 4 of the 22 points are its own statements and the rest belongs to 9 function items inside it that branch (a function literal at line 41, a function literal at line 112, zoomToDefault, …). The named helpers are already separate functions; the literals' work cannot be called, reviewed or tested from outside this body. To reduce it, move the named helpers out of the body to the enclosing scope and lift each literal's work into a named function there, so each is measured, reviewed and tested on its own, and reduce whichever one then reads as the largest.
ThinkingIndicator.ThinkingIndicator (cognitive 22) frontend/src/components/thinking/ThinkingIndicator.tsx:20— ThinkingIndicator.ThinkingIndicator has cognitive complexity 22 (threshold 15). Drivers by points: boolean chains 12, ternaries 6, if/else 4. To reduce it, name the conditions: bind each compound test to a well-named local or a small predicate function, so the body reads as a sequence of named decisions rather than a chain of operators.
eval_sets.get_session_matrix (cognitive 21) backend/routes/eval_sets.py:251— eval_sets.get_session_matrix has cognitive complexity 21 (threshold 15). Drivers by points: if/else 10 (11 pts), loops 4 (5 pts), boolean chains 3, error handling 1, ternaries 1 (nesting depth added 2). To reduce it, split the body: this score is breadth rather than depth — many checks laid out side by side rather than nested inside one another, so inverting conditions into early returns has nothing left to flatten. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
parsing._extract_partial_json_string (cognitive 20) backend/agent/tools/parsing.py:36— parsing._extract_partial_json_string has cognitive complexity 20 (threshold 15). Drivers by points: if/else 7 (10 pts), loops 3 (5 pts), boolean chains 3, error handling 1, ternaries 1 (nesting depth added 5). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
agent_runs._first_input_image_sha256 (cognitive 20) backend/fs_logging/agent_runs.py:194— agent_runs._first_input_image_sha256 has cognitive complexity 20 (threshold 15). Drivers by points: if/else 5 (13 pts), boolean chains 3, loops 2 (3 pts), error handling 1 (nesting depth added 9). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
agent-run-timeline.StepCard (cognitive 20) frontend/src/components/evals/agent-run-timeline.tsx:213— agent-run-timeline.StepCard has cognitive complexity 20 (threshold 15). Drivers by points: ternaries 12, boolean chains 8. Of this number, 12 points are the body's own statements and 8 belong to one function literal inside it that branches. To reduce it, split the body: this score is breadth rather than depth — many checks laid out side by side rather than nested inside one another, so inverting conditions into early returns has nothing left to flatten. Group the statements between the checks into named steps and move each step into its own function, so the body reads as a short sequence of named stages.
AgentRunRecorder.record_llm_response (cognitive 19) backend/fs_logging/agent_runs.py:470— AgentRunRecorder.record_llm_response has cognitive complexity 19 (threshold 15). Drivers by points: ternaries 8 (9 pts), if/else 6 (7 pts), boolean chains 2, error handling 1 (nesting depth added 2). To reduce it, split the body: most of this score is breadth rather than depth — checks laid out side by side rather than stacked — so group the statements between the checks into named steps and move each step into its own function. Some of it IS depth: where a check sits inside another whose only job is to reach it, merge the two into one condition, and where an else follows a branch that already returns, drop the trailing else and let the rest of the body continue at one level.
export.rewrite_html_assets (cognitive 19) backend/routes/export.py:407— export.rewrite_html_assets has cognitive complexity 19 (threshold 15). Drivers by points: if/else 6 (14 pts), loops 4 (5 pts) (nesting depth added 9). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
ParameterExtractionStage.extract_and_validate (cognitive 19) backend/routes/generate_code.py:284— ParameterExtractionStage.extract_and_validate has cognitive complexity 19 (threshold 15). Drivers by points: if/else 10 (13 pts), boolean chains 3, loops 1 (2 pts), ternaries 1 (nesting depth added 4). To reduce it, split the body: most of this score is breadth rather than depth — checks laid out side by side rather than stacked — so group the statements between the checks into named steps and move each step into its own function. Some of it IS depth: where a check sits inside another whose only job is to reach it, merge the two into one condition, and where an else follows a branch that already returns, drop the trailing else and let the rest of the body continue at one level.
OpenAIProviderSession.append_tool_results (cognitive 18) backend/agent/providers/openai.py:575— OpenAIProviderSession.append_tool_results has cognitive complexity 18 (threshold 15). Drivers by points: if/else 4 (11 pts), loops 2 (4 pts), boolean chains 3 (nesting depth added 9). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
openai_input_formatting.summarize_responses_input_item (cognitive 18) backend/fs_logging/openai_input_formatting.py:158— openai_input_formatting.summarize_responses_input_item has cognitive complexity 18 (threshold 15). Drivers by points: if/else 10 (14 pts), boolean chains 2, ternaries 1 (2 pts) (nesting depth added 5). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
agent_runs.prune_agent_runs (cognitive 18) backend/routes/agent_runs.py:229— agent_runs.prune_agent_runs has cognitive complexity 18 (threshold 15). Drivers by points: if/else 6 (10 pts), loops 3 (5 pts), error handling 1 (2 pts), boolean chains 1 (nesting depth added 7). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
report-json.mediaFromValue (cognitive 18) frontend/src/components/evals/report-json.tsx:19— report-json.mediaFromValue has cognitive complexity 18 (threshold 15). Drivers by points: if/else 6 (11 pts), ternaries 1 (4 pts), boolean chains 3 (nesting depth added 8). To reduce it, flatten the nesting: this score is depth rather than breadth — most of its points come from checks stacked inside one another, so the work sits several levels in. Invert each enclosing check into an early exit (a return, or the language's equivalent) so the happy path stays at one level, and where a level cannot be exited early, lift the block it encloses into its own named function.
state.seed_file_state_from_messages (cognitive 17) backend/agent/state.py:32— state.seed_file_state_from_messages has cognitive complexity 17 (threshold 15). Drivers by points: if/else 8 (13 pts), boolean chains 2, loops 2 (nesting depth added 5). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
asset_extraction_benchmark._write_overlays (cognitive 17) backend/evals/asset_extraction_benchmark.py:571— asset_extraction_benchmark._write_overlays has cognitive complexity 17 (threshold 15). Drivers by points: if/else 4 (14 pts), loops 2 (3 pts) (nesting depth added 11). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
asset_extraction_benchmark._write_html_report (cognitive 17) backend/evals/asset_extraction_benchmark.py:606— asset_extraction_benchmark._write_html_report has cognitive complexity 17 (threshold 15). Drivers by points: ternaries 4 (12 pts), loops 2 (3 pts), boolean chains 2 (nesting depth added 9). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
evals.get_evals (cognitive 17) backend/routes/evals.py:56— evals.get_evals has cognitive complexity 17 (threshold 15). Drivers by points: if/else 6 (10 pts), loops 3 (4 pts), ternaries 1 (2 pts), error handling 1 (nesting depth added 6). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
agent-run-timeline.groupEvents (cognitive 17) frontend/src/components/evals/agent-run-timeline.tsx:92— agent-run-timeline.groupEvents has cognitive complexity 17 (threshold 15). Drivers by points: if/else 7 (12 pts), boolean chains 4, loops 1 (nesting depth added 5). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
AgentEngine._extract_input_images (cognitive 16) backend/agent/engine.py:100— AgentEngine._extract_input_images has cognitive complexity 16 (threshold 15). Drivers by points: if/else 4 (11 pts), loops 2 (3 pts), boolean chains 2 (nesting depth added 8). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
provider._extract_tool_calls (cognitive 16) backend/agent/providers/anthropic/provider.py:283— provider._extract_tool_calls has cognitive complexity 16 (threshold 15). Drivers by points: if/else 6 (13 pts), loops 1 (2 pts), boolean chains 1 (nesting depth added 8). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
replicate._extract_output_url (cognitive 16) backend/image_generation/replicate.py:104— replicate._extract_output_url has cognitive complexity 16 (threshold 15). Drivers by points: if/else 7 (12 pts), boolean chains 4 (nesting depth added 5). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
run_image_generation_evals.extract_output_url (cognitive 16) backend/run_image_generation_evals.py:119— run_image_generation_evals.extract_output_url has cognitive complexity 16 (threshold 15). Drivers by points: if/else 7 (12 pts), boolean chains 4 (nesting depth added 5). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
utils.format_prompt_summary (cognitive 16) backend/utils.py:12— utils.format_prompt_summary has cognitive complexity 16 (threshold 15). Drivers by points: if/else 4 (9 pts), loops 2 (4 pts), ternaries 1 (2 pts), boolean chains 1 (nesting depth added 8). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body.
useBrowserTabIndicator.useBrowserTabIndicator (cognitive 16) frontend/src/hooks/useBrowserTabIndicator.ts:63— useBrowserTabIndicator.useBrowserTabIndicator has cognitive complexity 16 (threshold 15). Drivers by points: if/else 5 (10 pts), ternaries 2 (4 pts), boolean chains 2 (nesting depth added 7). None of this is in the body itself: all 16 points belong to 3 function literals inside it that branch (lines 64, 78, 83). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
HistoryDisplay.HistoryDisplay (cognitive 16) frontend/src/components/history/HistoryDisplay.tsx:110— HistoryDisplay.HistoryDisplay has cognitive complexity 16 (threshold 15). Drivers by points: boolean chains 8, ternaries 5 (6 pts), if/else 2 (nesting depth added 1). Most of this is not in the body itself: 1 of the 16 points is its own statement and the rest belongs to 3 function literals inside it that branch (lines 140, 116, 218). The decisions are inside those literals, which nothing outside this body can call, review or test on its own, so splitting the enclosing body is not the move available here. To reduce it, lift the literals' work into a named function or method at the enclosing scope and have each literal call it, then reduce whichever part then reads as the largest.
D20 · ADR Quality· Decision is a vague 'used for model selection (but it shouldn’t be really? I don’t know)' with no context and no consequences; the body is an input-mode list plus a one-line rationale · ×1
Decision is a vague 'used for model selection (but it shouldn’t be really? I don’t know)' with no context and no consequences; the body is an input-mode list plus a one-line rationale design-docs/general.md— State the problem/concrete trade-off (e.g. inconsistent prompt-history API across models) and the explicit decision (input mode should use conversation history, not just messages[0]) along with its consequences
D20 · ADR Quality· Context/problem (why multipart content is needed for AI models) and consequences/trade-offs are implied but not stated in the visible text · ×1
Context/problem (why multipart content is needed for AI models) and consequences/trade-offs are implied but not stated in the visible text design-docs/images-in-update-history.md— Add a short Consequences section noting that multipart payloads increase bandwidth/storage over regular text-only payloads and whether compression or streaming would help
D30 · Dependency Vulnerabilities· Medium vulnerability · ×1
Duplicated block (22 lines × 2) backend/agent/providers/openai.py:334— backend/agent/providers/openai.py:334-355 | backend/agent/providers/openai.py:375-396 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it.
Duplicated block (19–22 lines × 2) backend/agent/tools/runtime.py:378— backend/agent/tools/runtime.py:378-396 | backend/agent/tools/runtime.py:497-518 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. Read the line range as the matched WINDOW rather than a finished unit: at `backend/agent/tools/runtime.py:378` it does not close everything it opens, so those exact lines cannot be lifted as they stand — widen the region to the smallest complete statement or declaration that contains it, and extract that. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it.
Duplicated block (15–19 lines × 2) backend/agent/engine.py:105— backend/agent/engine.py:105-123 | backend/fs_logging/agent_runs.py:207-221 — the copies span different directories, so extracting a shared function means choosing where it lives: put it somewhere both call sites can already reach — a location they all depend on today, or a new shared one if there is none — and call it from each site; until then, every change has to be made twice. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it.
Duplicated block (12–14 lines × 2) backend/utils.py:50— backend/utils.py:50-61 | backend/utils.py:148-161 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Duplicated block (10–12 lines × 2) backend/agent/tools/runtime.py:343— backend/agent/tools/runtime.py:343-352 | backend/uploaded_assets/tools.py:73-84 — the copies span different directories, so extracting a shared function means choosing where it lives: put it somewhere both call sites can already reach — a location they all depend on today, or a new shared one if there is none — and call it from each site; until then, every change has to be made twice. Read the line range as the matched WINDOW rather than a finished unit: at `backend/agent/tools/runtime.py:343` it begins part-way through the construct above it, so those exact lines cannot be lifted as they stand — widen the region to the smallest complete statement or declaration that contains it, and extract that. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it. ★ These copies have DRIFTED, and that is worth reading before extracting anything: just before the matched lines, `backend/uploaded_assets/tools.py:72` calls `cast` and `backend/agent/tools/runtime.py:343` does not — after which the two agree again for 2 more lines. One of those two behaviours is the intended one and the other is what a copy-paste left behind, so decide which BEFORE unifying them: extracting the shared part will silently settle it, and if the copy that skips the call is the wrong one, that bug is already live.
Duplicated block (10 lines × 2) backend/evals/sets.py:248— backend/evals/sets.py:248-257 | backend/evals/sets.py:260-269 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited. The matched lines also transfer control out of the body holding them, which cannot survive a move into a called unit unchanged: have the extracted unit return that decision and let each site act on it.
Duplicated block (8 lines × 3) backend/agent/providers/anthropic/provider.py:510— backend/agent/providers/anthropic/provider.py:510-517 | backend/agent/providers/gemini.py:450-457 | backend/agent/providers/openai.py:623-630 — the copies span different directories, so extracting a shared function means choosing where it lives: put it somewhere all 3 call sites can already reach — a location they all depend on today, or a new shared one if there is none — and call it from each site; until then, every change has to be made 3 times.
Duplication concentrated across 7 sibling directories (7 clone groups) frontend/src/components/start-pane/StartPane.tsx:6— 7 duplicated blocks under frontend/src/components/ have copies in at least two of the sibling directories agent, evals, generate-from-text, settings, sidebar, start-pane (+1 more sibling(s) not listed) — 4 of them are reported below, and 3 are counted here but not reported individually: those copies match on shape but no longer clear R10's bar for an individually reported row — either they kept neither their own names nor their values, or what was copied is too small to stand on its own (it reports near-exact duplication only, and only of substantial extent). What this row states is the concentration, which the detector measured over all 7 and which does not depend on how exactly each block's copies still match. That concentration is one structural fact, not 7 local ones: the siblings replicate behaviour none of them owns, which is the shape of a missing shared module — a common library every sibling imports — rather than 7 separate extractions. Check first whether the siblings are deliberately standalone deliverables (scaffold templates, demo apps that must stay copy-pasteable); where they are, the duplication is the design and the per-block rows are the ones to act on.
R10 · Code Duplication· Duplicated block with local edits (185 matched lines × 2 locations) · ×1
Duplicated block with local edits (185 matched lines × 2 locations) frontend/src/components/evals/AgentRunsPage.tsx:169— frontend/src/components/evals/AgentRunsPage.tsx:169 · frontend/src/components/evals/PromptReportsPage.tsx:133 — the two spans are one implementation copied and then locally edited — 991 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one.
R10 · Code Duplication· Duplicated block with local edits (65 matched lines × 2 locations) · ×1
Duplicated block with local edits (65 matched lines × 2 locations) frontend/src/components/ui/alert-dialog.tsx:7— frontend/src/components/ui/alert-dialog.tsx:7 · frontend/src/components/ui/dialog.tsx:9 — the two spans are one implementation copied and then locally edited — 307 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one.
R10 · Code Duplication· Duplicated block with local edits (51 matched lines × 2 locations) · ×1
Duplicated block with local edits (51 matched lines × 2 locations) frontend/src/components/evals/AgentRunsPage.tsx:69— frontend/src/components/evals/AgentRunsPage.tsx:69 · frontend/src/components/evals/PromptReportsPage.tsx:55 — the two spans are one implementation copied and then locally edited — 351 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one.
R10 · Code Duplication· Duplicated block with local edits (50 matched lines × 2 locations) · ×1
Duplicated block with local edits (50 matched lines × 2 locations) frontend/src/components/unified-input/tabs/ImportTab.tsx:34— frontend/src/components/unified-input/tabs/ImportTab.tsx:34 · frontend/src/components/unified-input/tabs/TextTab.tsx:36 — the two spans are one implementation copied and then locally edited — 223 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one.
Duplicated block (31 lines × 2 locations) frontend/src/components/evals/EvalComparePage.tsx:17— frontend/src/components/evals/EvalComparePage.tsx:17 · frontend/src/components/evals/EvalSessionsPage.tsx:18 — the 2 copies are spread across 2 files, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases.
R10 · Code Duplication· Duplicated block with local edits (28 matched lines × 2 locations) · ×1
Duplicated block with local edits (28 matched lines × 2 locations) frontend/src/components/UpdateImageUpload.tsx:9— frontend/src/components/UpdateImageUpload.tsx:9 · frontend/src/components/sidebar/Sidebar.tsx:109 — the two spans are one implementation copied and then locally edited — 175 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one.
Duplicated block (25 lines × 2 locations) frontend/src/components/agent/AgentActivity.tsx:203— frontend/src/components/agent/AgentActivity.tsx:203 · frontend/src/components/agent/AgentActivity.tsx:230 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (24 lines × 2 locations) frontend/src/components/settings/SettingsTab.tsx:136— frontend/src/components/settings/SettingsTab.tsx:136 · frontend/src/components/settings/SettingsTab.tsx:203 — both copies are in the same file, so extract the block into one function there and call it from each site — the copies drift apart the first time only one of them is edited.
Duplicated block (21 lines × 2 locations) frontend/src/store/project-store.ts:380— frontend/src/store/project-store.ts:380 · frontend/src/store/project-store.ts:402 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (19 lines × 2 locations) frontend/src/components/agent/AgentActivity.tsx:926— frontend/src/components/agent/AgentActivity.tsx:926 · frontend/src/components/agent/AgentActivity.tsx:965 — all 2 copies are in the same file, and the SHAPE of this repetition could not be determined. It is not a run of declarations, a listing, a declaration header, a type body or a slice through a construct — and it was not measured as a run of executable statements either, so this row cannot tell you whether a function can stand where these lines are. Read the two spans before acting, because the move is opposite in the two cases. Where they are statements, the ordinary answer holds: give the shared part one home and call it from each site. Where they turn out to be declarations, a literal's entries, or the cases of an enumeration, there is no call site to call anything from, and collapsing them would delete what each copy pins — a shared base type, a generated set, or one exported constant each site refers to is the move instead, and sometimes the honest answer is that there is nothing to extract at all. Reported because the copies drift apart the first time only one of them is edited, which is true whichever of those they are.
Duplicated block (19 lines × 3 locations) frontend/src/components/evals/BestOfNEvalsPage.tsx:541— frontend/src/components/evals/BestOfNEvalsPage.tsx:541 · frontend/src/components/evals/BestOfNEvalsPage.tsx:563 · frontend/src/components/evals/BestOfNEvalsPage.tsx:612 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (18 lines × 3 locations) frontend/src/components/unified-input/UnifiedInputPane.tsx:156— frontend/src/components/unified-input/UnifiedInputPane.tsx:156 · frontend/src/components/unified-input/UnifiedInputPane.tsx:175 · frontend/src/components/unified-input/UnifiedInputPane.tsx:195 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (13 lines × 3 locations) frontend/src/components/evals/agent-run-tool-preview.tsx:168— frontend/src/components/evals/agent-run-tool-preview.tsx:168 · frontend/src/components/evals/agent-run-tool-preview.tsx:196 · frontend/src/components/evals/agent-run-tool-preview.tsx:354 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (13 lines × 2 locations) frontend/src/components/settings/SettingsTab.tsx:170— frontend/src/components/settings/SettingsTab.tsx:170 · frontend/src/components/settings/SettingsTab.tsx:238 — all 2 copies are in the same file, and the SHAPE of this repetition could not be determined. It is not a run of declarations, a listing, a declaration header, a type body or a slice through a construct — and it was not measured as a run of executable statements either, so this row cannot tell you whether a function can stand where these lines are. Read the two spans before acting, because the move is opposite in the two cases. Where they are statements, the ordinary answer holds: give the shared part one home and call it from each site. Where they turn out to be declarations, a literal's entries, or the cases of an enumeration, there is no call site to call anything from, and collapsing them would delete what each copy pins — a shared base type, a generated set, or one exported constant each site refers to is the move instead, and sometimes the honest answer is that there is nothing to extract at all. Reported because the copies drift apart the first time only one of them is edited, which is true whichever of those they are.
Duplicated block (11 lines × 4 locations) frontend/src/components/evals/agent-run-tool-preview.tsx:126— frontend/src/components/evals/agent-run-tool-preview.tsx:126 · frontend/src/components/evals/agent-run-tool-preview.tsx:171 · frontend/src/components/evals/agent-run-tool-preview.tsx:199 · frontend/src/components/evals/agent-run-tool-preview.tsx:357 — all 4 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
R10 · Code Duplication· Duplicated block with local edits (10 matched lines × 2 locations) · ×1
Duplicated block with local edits (10 matched lines × 2 locations) frontend/src/App.tsx:146— frontend/src/App.tsx:146 · frontend/src/components/settings/DesignSystemsManager.tsx:88 — the two spans are one implementation copied and then locally edited — 50 tokens are still identical, in the same order in both files, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one.
Duplicated block (9 lines × 3 locations) frontend/src/App.tsx:374— frontend/src/App.tsx:374 · frontend/src/App.tsx:384 · frontend/src/App.tsx:394 — all 3 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
R10 · Code Duplication· Duplicated block with local edits (9 matched lines × 2 locations) · ×1
Duplicated block with local edits (9 matched lines × 2 locations) frontend/src/components/evals/EvalComparePage.tsx:202— frontend/src/components/evals/EvalComparePage.tsx:202 · frontend/src/components/evals/EvalComparePage.tsx:220 — the two spans are one implementation copied and then locally edited — 74 tokens are still identical, in the same order in both spans, with only local edits between them. The copies have already begun to drift, which is this row's finding: an edit made to one and not the other changes behaviour silently. Diff the two spans first to learn what genuinely differs, then extract the shared core into one module both sites use, passing the differences in as parameters — or, if one copy exists only because the other could not be imported from its context, make one of them the single source the other is generated or re-exported from. If one copy is no longer reachable, delete it rather than letting it shadow the live one.
Duplicated block (8 lines × 2 locations) frontend/src/components/evals/image-lightbox.tsx:169— frontend/src/components/evals/image-lightbox.tsx:169 · frontend/src/components/evals/image-lightbox.tsx:183 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Duplicated block (7 lines × 4 locations) frontend/src/components/ui/progress.tsx:6— frontend/src/components/ui/progress.tsx:6 · frontend/src/components/ui/scroll-area.tsx:6 · frontend/src/components/ui/select.tsx:31 · frontend/src/components/ui/select.tsx:130 — the 4 copies are spread across 3 files, and the CITED SPAN is a run of DECLARATIONS inside a construct — the members of a type, or the entries of an object or array literal — with no statement anywhere in it. Do not read this as an extract-a-helper row: nothing here executes, so there is no call site, and a call expression cannot stand where a member declaration or a literal's entry was. What repeats is a SHAPE, and which shape decides the move. Where the copies declare the same members, the repetition is a missing common ancestor: give it a base type, an interface both extend, a generic instantiated twice, or — where the copies are a literal's entries rather than a type's members — one shared constant each site spreads or refers to, so the set is written once. Where they declare DIFFERENT members and only the form is shared — a decorator and its options, an annotation, a registration table's keys — the form is prescribed by a framework or a schema rather than copied, and the only collapse available is to generate the declarations from that schema; where you do not own the generator, this is the cost of the framework and there is nothing to extract. Check which of the two it is before acting: these copies still drift apart the first time only one of them is edited, which is why the repetition is reported, but the sentence to act on is not the same in both cases.
Duplicated block (5 lines × 2 locations) frontend/src/components/agent/AgentActivity.tsx:664— frontend/src/components/agent/AgentActivity.tsx:664 · frontend/src/components/agent/AgentActivity.tsx:720 — all 2 copies are in the same file, and the CITED SPAN is not a self-contained block — it runs from inside one construct into the next (the tail of a branch plus the head of the following one, a run of switch arms, the end of a declaration plus the list that follows it) rather than covering a whole unit. So do not lift these lines literally: no call can be substituted for a half-open construct. Extract the enclosing repeated UNIT instead — the whole function, component or branch these lines sit in — and where the repetition IS the construct (a run of switch arms, a stack of near-identical declarations) replace it with one table or registry looked up by key rather than a helper each arm calls. The copies still drift apart the first time only one of them is edited, which is why this is reported.
Complex function Sidebar (cyclomatic 69, cognitive 57) frontend/src/components/sidebar/Sidebar.tsx:79— Sidebar has cyclomatic complexity 69 and cognitive complexity 57; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function renderToolDetails (cyclomatic 69, cognitive 40) frontend/src/components/agent/AgentActivity.tsx:291— renderToolDetails has cyclomatic complexity 69 and cognitive complexity 40; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function getEventTitle (cyclomatic 55, cognitive 118) frontend/src/components/agent/AgentActivity.tsx:192— getEventTitle has cyclomatic complexity 55 and cognitive complexity 118; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function runEvals (cyclomatic 41, cognitive 62) frontend/src/components/evals/RunEvalsPage.tsx:191— runEvals has cyclomatic complexity 41 and cognitive complexity 62; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function RunEvalsPage (cyclomatic 32, cognitive 27) frontend/src/components/evals/RunEvalsPage.tsx:56— RunEvalsPage has cyclomatic complexity 32 and cognitive complexity 27; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function PreviewPane (cyclomatic 32, cognitive 26) frontend/src/components/preview/PreviewPane.tsx:47— PreviewPane has cyclomatic complexity 32 and cognitive complexity 26; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function App (cyclomatic 29, cognitive 23) frontend/src/App.tsx:43— App has cyclomatic complexity 29 and cognitive complexity 23; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function ToolPreview (cyclomatic 27, cognitive 33) frontend/src/components/evals/agent-run-tool-preview.tsx:77— ToolPreview has cyclomatic complexity 27 and cognitive complexity 33; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function ThinkingIndicator (cyclomatic 26, cognitive 24) frontend/src/components/thinking/ThinkingIndicator.tsx:20— ThinkingIndicator has cyclomatic complexity 26 and cognitive complexity 24; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function AgentRunsPage (cyclomatic 23, cognitive 17) frontend/src/components/evals/AgentRunsPage.tsx:155— AgentRunsPage has cyclomatic complexity 23 and cognitive complexity 17; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function (anonymous) (cyclomatic 22, cognitive 21) frontend/src/generateCode.ts:68— (anonymous) has cyclomatic complexity 22 and cognitive complexity 21; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function EvalSessionsPage (cyclomatic 20, cognitive 15) frontend/src/components/evals/EvalSessionsPage.tsx:155— EvalSessionsPage has cyclomatic complexity 20 and cognitive complexity 15; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function EvalComparePage (cyclomatic 18, cognitive 16) frontend/src/components/evals/EvalComparePage.tsx:91— EvalComparePage has cyclomatic complexity 18 and cognitive complexity 16; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function (anonymous) (cyclomatic 17, cognitive 19) frontend/src/components/unified-input/tabs/UploadTab.tsx:125— (anonymous) has cyclomatic complexity 17 and cognitive complexity 19; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function PromptReportsPage (cyclomatic 17, cognitive 12) frontend/src/components/evals/PromptReportsPage.tsx:128— PromptReportsPage has cyclomatic complexity 17 and cognitive complexity 12; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function StepCard (cyclomatic 16, cognitive 14) frontend/src/components/evals/agent-run-timeline.tsx:213— StepCard has cyclomatic complexity 16 and cognitive complexity 14; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function onKeyDown (cyclomatic 15, cognitive 16) frontend/src/components/evals/image-lightbox.tsx:119— onKeyDown has cyclomatic complexity 15 and cognitive complexity 16; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function onKeyDown (cyclomatic 15, cognitive 15) frontend/src/components/evals/EvalComparePage.tsx:279— onKeyDown has cyclomatic complexity 15 and cognitive complexity 15; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive is at or above cyclomatic here, so the branching is nested or entangled rather than laid out side by side — extracting each decision into its own named function is the change that pays. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
Complex function (anonymous) (cyclomatic 15, cognitive 14) frontend/src/components/history/HistoryDisplay.tsx:140— (anonymous) has cyclomatic complexity 15 and cognitive complexity 14; this row is raised above a cyclomatic bar of 10. The two numbers answer different questions and the gap between them is what decides whether to act: cyclomatic counts the independent arms through the body, cognitive counts what it costs to hold them in your head, so nesting and mixed boolean chains raise it while a flat run of independent arms does not. Cognitive sits below cyclomatic here, so much of the count is breadth — arms side by side rather than stacked — and splitting per arm would leave a function per arm; group the work between the checks into named steps instead. Measured by this repository's own parse of the file, so a body assembled at runtime, or generated, is counted as written rather than as it executes.
R3 · Large Files· frontend/src/components/agent/AgentActivity.tsx · ×1
frontend/src/components/agent/AgentActivity.tsx: 1076 lines of code frontend/src/components/agent/AgentActivity.tsx:1— frontend/src/components/agent/AgentActivity.tsx has 1076 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
frontend/src/App.tsx: 898 lines of code frontend/src/App.tsx:1— frontend/src/App.tsx has 898 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/evals/BestOfNEvalsPage.tsx · ×1
frontend/src/components/evals/BestOfNEvalsPage.tsx: 877 lines of code frontend/src/components/evals/BestOfNEvalsPage.tsx:1— frontend/src/components/evals/BestOfNEvalsPage.tsx has 877 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/evals/RunEvalsPage.tsx · ×1
frontend/src/components/evals/RunEvalsPage.tsx: 685 lines of code frontend/src/components/evals/RunEvalsPage.tsx:1— frontend/src/components/evals/RunEvalsPage.tsx has 685 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/evals/EvalSessionsPage.tsx · ×1
frontend/src/components/evals/EvalSessionsPage.tsx: 677 lines of code frontend/src/components/evals/EvalSessionsPage.tsx:1— frontend/src/components/evals/EvalSessionsPage.tsx has 677 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/sidebar/Sidebar.tsx · ×1
frontend/src/components/sidebar/Sidebar.tsx: 585 lines of code frontend/src/components/sidebar/Sidebar.tsx:1— frontend/src/components/sidebar/Sidebar.tsx has 585 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/evals/AgentRunsPage.tsx · ×1
frontend/src/components/evals/AgentRunsPage.tsx: 522 lines of code frontend/src/components/evals/AgentRunsPage.tsx:1— frontend/src/components/evals/AgentRunsPage.tsx has 522 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/evals/EvalComparePage.tsx · ×1
frontend/src/components/evals/EvalComparePage.tsx: 487 lines of code frontend/src/components/evals/EvalComparePage.tsx:1— frontend/src/components/evals/EvalComparePage.tsx has 487 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/unified-input/tabs/UploadTab.tsx · ×1
frontend/src/components/unified-input/tabs/UploadTab.tsx: 455 lines of code frontend/src/components/unified-input/tabs/UploadTab.tsx:1— frontend/src/components/unified-input/tabs/UploadTab.tsx has 455 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/store/project-store.ts · ×1
frontend/src/store/project-store.ts: 444 lines of code frontend/src/store/project-store.ts:1— frontend/src/store/project-store.ts has 444 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
R3 · Large Files· frontend/src/components/evals/agent-run-tool-preview.tsx · ×1
frontend/src/components/evals/agent-run-tool-preview.tsx: 431 lines of code frontend/src/components/evals/agent-run-tool-preview.tsx:1— frontend/src/components/evals/agent-run-tool-preview.tsx has 431 significant lines (blank lines excluded), over the 400-line bar, and contains logic — a file this long is usually several responsibilities in one module.
Dead file (~160 LoC) frontend/src/components/thinking/ThinkingIndicator.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~76 LoC) frontend/src/components/ImportCodeSection.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~72 LoC) frontend/src/components/generate-from-text/GenerateFromText.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~62 LoC) frontend/src/components/settings/GenerationSettings.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~55 LoC) frontend/src/components/ui/accordion.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~46 LoC) frontend/src/components/ui/scroll-area.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~36 LoC) frontend/src/components/ui/badge.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~32 LoC) frontend/src/components/evals/RatingPicker.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~24 LoC) frontend/src/components/ui/label.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~16 LoC) frontend/src/components/messages/TipLink.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~14 LoC) frontend/src/lib/takeScreenshot.ts— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~10 LoC) frontend/src/components/preview/simpleHash.ts— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Dead file (~9 LoC) frontend/src/components/ui/collapsible.tsx— no import path from any entry point (11 application, 7 tooling, 10 test roots considered), and no other file in the scanned tree imports it — nothing in-repo names this module at all, which is the strongest form of this claim the import graph can make
Unused dependency 'codemirror' — Declared in frontend/package.json but never imported anywhere in that package or its workspace members — no static import reaches it. Usually that is dead weight and attack surface, but two shapes are indistinguishable from source and are NOT dead: an optional or native peer that another dependency loads dynamically at runtime, and a package a build, docs or test step installs and invokes separately. Confirm which of the three this is before removing it.
Duplicated predicate frontend/src/components/preview/PreviewPane.tsx:206— `appState === AppState.CODE_READY || isSelectedVariantComplete` appears character-identically in 2 files — frontend/src/components/preview/PreviewPane.tsx, frontend/src/components/sidebar/Sidebar.tsx. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate frontend/src/App.tsx:781— `appState === AppState.CODING || appState === AppState.CODE_READY` appears character-identically in 2 files — frontend/src/App.tsx, frontend/src/components/settings/GenerationSettings.tsx. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate frontend/src/components/generate-from-text/GenerateFromText.tsx:30— `e.key === "Enter" && (e.metaKey || e.ctrlKey)` appears character-identically in 3 files — frontend/src/components/generate-from-text/GenerateFromText.tsx, frontend/src/components/unified-input/tabs/ImportTab.tsx, frontend/src/components/unified-input/tabs/TextTab.tsx. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate frontend/src/components/preview/PreviewPane.tsx:71— `head && commits[head] && commits[head].variants[commits[head].selectedVariantIndex].status === "complete"` appears character-identically in 2 files — frontend/src/components/preview/PreviewPane.tsx, frontend/src/components/sidebar/Sidebar.tsx. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate backend/agent/engine.py:120— `isinstance(url, str) and url.startswith("data:image/") and "," in url` appears character-identically in 2 files — backend/agent/engine.py, backend/fs_logging/agent_runs.py. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate backend/agent/tools/extract_assets.py:23— `not data_url.startswith("data:image/") or "," not in data_url` appears character-identically in 3 files — backend/agent/tools/extract_assets.py, backend/asset_extraction.py, backend/uploaded_assets/store.py. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate backend/agent/engine.py:109— `not isinstance(part, dict) or part.get("type") != "image_url"` appears character-identically in 2 files — backend/agent/engine.py, backend/fs_logging/agent_runs.py. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Duplicated predicate backend/fs_logging/openai_input_formatting.py:47— `value is None or isinstance(value, (bool, int, float, str))` appears character-identically in 2 files — backend/fs_logging/openai_input_formatting.py, backend/fs_logging/prompt_reports.py. It is one line, so the duplication detector's token window never sees it; the copies drift when only one is corrected. Give the condition a name and one home.
Hand-rolled JSON/XML parsing via regex backend/codegen/utils.py:6— A regex whose pattern encodes JSON/XML syntax is parsing a structured format by hand — malformed or differently-typed content (e.g. `"amount": "5"` as a string) silently mis-parses instead of failing validation. This Python code already uses a real parser in the same package; use it here too.
Hand-rolled JSON/XML parsing via regex backend/codegen/utils.py:19— A regex whose pattern encodes JSON/XML syntax is parsing a structured format by hand — malformed or differently-typed content (e.g. `"amount": "5"` as a string) silently mis-parses instead of failing validation. This Python code already uses a real parser in the same package; use it here too.
Hand-rolled JSON/XML parsing via regex backend/codegen/utils.py:25— A regex whose pattern encodes JSON/XML syntax is parsing a structured format by hand — malformed or differently-typed content (e.g. `"amount": "5"` as a string) silently mis-parses instead of failing validation. This Python code already uses a real parser in the same package; use it here too.
Hand-rolled JSON/XML parsing via regex backend/routes/prompt_reports.py:65— A regex whose pattern encodes JSON/XML syntax is parsing a structured format by hand — malformed or differently-typed content (e.g. `"amount": "5"` as a string) silently mis-parses instead of failing validation. This Python code already uses a real parser in the same package; use it here too.
Documentation: no contributor guidance README.md— The README mentions self-hosting and contribution but gives no guidance for contributors. Add a 'Contributing' section covering pull request guidelines, local setup, and how to run tests.
D26 · Project Cohesion· Projects may be oversized for their cohesion · ×1
Projects may be oversized for their cohesion — 2 of 2 project(s) overshoot their size bounds, lowering Project Cohesion to 0.0/10. The most over is `frontend` (15595 LoC, 131 module-visible types across 23 directories). Review these for cohesion — draw the boundary inside the module first (group each responsibility into its own package or directory and keep the cross-boundary members non-public), since splitting a published package moves types between packages and breaks consumers.
M2 · Architecture documentation· No architecture diagram/doc · ×1
No architecture diagram/doc — No C4/Structurizr/PlantUML/Mermaid/Graphviz/D2 diagram, no drawn diagram named for the architecture, no file named `architecture` or `design` in any markup this check reads, and nothing in the README, docs or contributor guides that announces the shape — no `## Architecture` heading, no "architecture overview"/"high-level design" phrasing, no "the architecture is …" introduction, no guided code tour. A shape laid out in prose that never names itself as the architecture is not visible to this check, and neither is one kept outside the repository, so this row reports the absence of a re-findable shape document — not evidence that nobody wrote the shape down.
No SAST — No static application security testing detected. For this repository's stack, add CodeQL's javascript-typescript pack, `semgrep --config=p/typescript`, or eslint-plugin-security — this repository has no CI pipeline yet, so run it locally to clear the existing findings, then make it a step of the first workflow you add so a regression fails the build. What was searched, so you can tell an absence from a miss: the 0 CI workflow file(s) in this repository, and the scanner and linter configuration checked in beside them. A scan that runs outside CI, one configured in your forge's web UI rather than in a committed file, or a tool whose name is none of those this check carries, is not seen — if that is your case the row is wrong, and saying so is more useful than adding a second scanner.
P4 · Deployment & Rollback· No rollback/health safety · ×1
No rollback/health safety — Deployment is orchestrated by compose, but no service declares a `healthcheck:` and nothing pins a previous image to fall back to — the runtime can tell that the container is up, not that it is serving, so a bad release is harder to detect and reverse.
Unused export 'downloadBlob' frontend/src/components/recording/utils.ts:1— Nothing imports this binding — it is safe to review for removal.
R7 · Dead Code· Unused export 'fetchDesignSystems' · ×1
Unused export 'fetchDesignSystems' frontend/src/lib/design-systems.ts:96— Nothing imports this binding — it is safe to review for removal.
X2 · Cancellation propagation· Not all async functions that make a request accept an AbortSignal · ×1
Not all async functions that make a request accept an AbortSignal — Only 0/7 async functions that make a cancellable request (fetch, axios, ky, ofetch) accept an AbortSignal or pass one on, so a request keeps running after whatever wanted it has given up — a page navigated away from, an unmounted component, a timed-out job. Take a `signal` (or an options object that carries one) and hand it to the request; where nothing could ever cancel the call, omitting it is a deliberate choice — judge against how the function is used.
Interpolated log message defeats structured logging backend/debug/DebugFileWriter.py:27— `error` at line 27 is handed an f-string as its message, so the logger receives one finished string — the values in it cannot be queried, filtered or aggregated as fields, every occurrence reads as a different message, and the string is built even when the record is filtered out. Pass the values beside a constant message instead: `logger.error("order %s moved to %s", order_id, status)` with the standard library's `logging`, which keeps the message and its arguments apart on the record, or `log.error("order moved", order_id=order_id, status=status)` with structlog.
X5 · Nullable reference types· Strict null checking is not enabled everywhere the repository type-checks · ×1
Strict null checking is not enabled everywhere the repository type-checks — 1/2 of this repository's type-checking configuration(s) turn on strict null checking (`"strict": true`, or `"strictNullChecks": true`). A configuration that states neither is counted as OFF, because off is tsc's own default; a solution-style one whose `"files"` is empty and whose `"references"` point at other projects is in neither number, because it checks no source itself. Where it is off, `string` admits `null` and `undefined`: passing a value that is null compiles silently and throws on the first property access.
Null assertions (`!`) reduce the strict null checking score — ~0.2 `!` null assertions per 1k TypeScript source lines — 4 assertion(s) across the 16981 source line(s) of the 104 TypeScript file(s) read, which is the only code the operator asserts anything in (a `!` in a `.js` file is not this operator and was not counted, and one in a file whose null checking is off silences nothing). Densest: frontend/src/components/evals/EvalComparePage.tsx (2), frontend/src/main.tsx (1), frontend/src/store/project-store.ts (1). Each one tells the compiler to trust the author about null, suppressing the very diagnostic `strictNullChecks` exists to produce.
Silent fallback default on parse failure backend/evals/sets.py:140— `_load_manifest` returns `{}` when `(OSError, json.JSONDecodeError)` is raised, with no log or raise — a malformed value silently becomes that default. Log the input or fail validation. If that constant is the correct answer rather than a stand-in for a value that could not be read, say so in a comment on the handler or in the docstring, and the row stops firing.
Outdated: openai — `openai` is pinned to 2.16.0, but 3.37.0 is the current stable release on PyPI. An exact pin never moves on its own, so this repository installs 2.16.0 until the declaration is edited. This crosses a major version, so it is a migration rather than a bump.
Appendix B — Reproduction & audit trail
Every external tool invocation behind a deep-scan dimension — the tool, its captured version, the exact command, how many findings it yielded, and a link to the retained raw output. To reproduce any finding: check out the same commit and run the command shown (repo-relative — never an absolute scratch path). The complete raw scanner output is retained verbatim under artifacts/raw/ (indexed in artifacts/raw/index.json); per-invocation exit codes and wall-clock durations are in sidecar.json — kept out of this table so the rendered report stays byte-identical across runs of the same commit.
semgrep: not applicable — No personal data was found crossing a boundary the PII/GDPR ruleset checks — nothing written to a log or console sink, placed in a URL or query string, or persisted to browser storage. That is a clean result for the LEAK surface only: this ruleset detects personal data escaping, it does not inventory the personal data a repository holds, so it is not evidence that this repository has no personal-data surface. The personal-data map (Appendix C) and the C1-C5 compliance cards are what speak to that.
provenance: not applicable — No CI/build pipeline found (.github/.forgejo/.gitea workflows, .circleci, .buildkite, .woodpecker, .teamcity, .gitlab-ci.yml, .travis.yml, bitbucket-pipelines.yml, .drone.yml, .cirrus.yml, .woodpecker.yml, appveyor.yml, azure-pipelines*.yml, .pipelines/, .vsts-ci/, .azuredevops/, Jenkinsfile); there is no build to attest provenance for.
disclosure: not applicable — No vulnerability-disclosure policy file found (SECURITY.md/.markdown/.rst/.txt at root or under .github/.forgejo/.gitea/docs, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed.
runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; network egress policy is a cluster-native control that may live at the platform/firewall layer, so there is nothing to assess here.
runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; seccomp/AppArmor/SELinux confinement is a workload-level control, so there is nothing to assess here.
runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; runtime threat-detection and admission-control policy are cluster-level controls, so there is nothing to assess here.
Run 01a1704f-d3d3-7a60-87cf-23f7db340d1b · every finding is also locatable in findings.md, and the complete scoring record (with exit codes + durations) in sidecar.json.
Issues: 61 · Warnings: 398 · Recommendations: 28 · Info: 1 — Appendix A · all findings · full markdown report.
Generated by Watchdog — deterministic code-health analysis. 24-10-2026 @ 23:47 UTC.
Downloadable artifacts
Machine-readable and reproducible from this commit + frozen rubric — drop them straight into a contract appendix, a CRA dossier, or a downstream SCA / VEX tool.