Executive summary
github-linguist/linguist falls short of our standard for production, in part because we found no logging, tracing or health checks in the code. It scores 61 out of 100 and is rated Adequate, and all 33 of its critical findings are security problems.
Production Readiness, at 51, is the weakest lens and counts most in the score. The best first step is logging through a logging library, worth about 7 points. Adding automated security scanning comes next, worth about 6 points. Raising Production Readiness to 70 would lift the score to about 68.
Fifteen pipeline tools are referenced by a changeable name, so the build pipeline can be tampered with. Five passwords or keys are open to anyone who can read the repository, and four settings leave the servers or containers unsafe. Pinning each tool to an exact version, replacing each exposed password or key and correcting the unsafe settings would close these risks. Fixing the weaknesses the scanner points to would fix the three security weaknesses in the code, and the three places where the code runs text as code or as a command need a direct call instead.
The product code is 4,919 lines, about €8,800 to rebuild.
If Production Readiness rose from 51 to 70, the lowest score rated Strong, the score would rise from 61 to about 68.
New since the last survey: 3 findings
- Static Analysis (SAST) · REDACTED
- Static Analysis (SAST) · REDACTED
- Static Analysis (SAST) · REDACTED
Fixed since the last survey: 5 findings
- Dependency Hygiene · Deprecated module: github.com/golang/protobuf
- Dependency Hygiene · Dependency pinned to a stale untagged commit: golang.org/x/net
- Dependency Hygiene · Dependency pinned to a stale untagged commit: github.com/golang/protobuf
- Dependency Hygiene · Dependency pinned to a stale untagged commit: github.com/groob/plist
- Dependency Hygiene · Dependency pinned to a stale untagged commit: github.com/mitchellh/mapstructure
Rebuild cost: about €8,800 · Estimate
| Cost to rebuild | €2,900 to €15,000, for 49 to 155 hours of work, under 0.1 person-years for one engineer |
|---|---|
| Difficulty of the problem | Low, 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 | ×0.8 at a score of 61. 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 | Small: 4,919 lines of product code |
| What it is not | Not a quotation: nobody has offered to build it for that. Not a valuation: it says nothing about what the business is worth. Not a certified figure: no professional has signed it as one. |
Top priorities
Diagnosis: what the measurements show together
Architecture: which parts of the code depend on which
| uses → | 1 (global) | 2 Linguist | 3 Linguist.Source | 4 Linguist.Source.Diff | 5 Linguist.Strategy | 6 github.com/github/linguist/tools/grammars/cmd/grammar-compiler | 7 github.com/github/linguist/tools/grammars/compiler | 8 github.com/github/linguist/tools/grammars/pcre | 9 linguist_regex_compatibility | 10 Linguist.Source.RuggedRepository | 11 Linguist.Source.RuggedRepository.Diff |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 (global) | |||||||||||
| 2 Linguist | |||||||||||
| 3 Linguist.Source | |||||||||||
| 4 Linguist.Source.Diff | |||||||||||
| 5 Linguist.Strategy | |||||||||||
| 6 github.com/github/linguist/tools/grammars/cmd/grammar-compiler | |||||||||||
| 7 github.com/github/linguist/tools/grammars/compiler | |||||||||||
| 8 github.com/github/linguist/tools/grammars/pcre | |||||||||||
| 9 linguist_regex_compatibility | |||||||||||
| 10 Linguist.Source.RuggedRepository | 1 | ||||||||||
| 11 Linguist.Source.RuggedRepository.Diff | 1 |
10→3 Linguist.Source.RuggedRepository uses Linguist.Source✕
- Connections
- 1 pair of types, where a type in Linguist.Source.RuggedRepository uses a type in Linguist.Source.
- The types involved
Linguist.Source.RuggedRepository.Diff→Linguist.Source.Diff
- Direction
- Linguist.Source.RuggedRepository uses Linguist.Source, so a change to Linguist.Source can break Linguist.Source.RuggedRepository, while a change to Linguist.Source.RuggedRepository can't break Linguist.Source.
- Position
- Below the diagonal: Linguist.Source.RuggedRepository uses a module listed above it, which is the healthy direction.
11→4 Linguist.Source.RuggedRepository.Diff uses Linguist.Source.Diff✕
- Connections
- 1 pair of types, where a type in Linguist.Source.RuggedRepository.Diff uses a type in Linguist.Source.Diff.
- The types involved
Linguist.Source.RuggedRepository.Diff.Delta→Linguist.Source.Diff.Delta
- Direction
- Linguist.Source.RuggedRepository.Diff uses Linguist.Source.Diff, so a change to Linguist.Source.Diff can break Linguist.Source.RuggedRepository.Diff, while a change to Linguist.Source.RuggedRepository.Diff can't break Linguist.Source.Diff.
- Position
- Below the diagonal: Linguist.Source.RuggedRepository.Diff uses a module listed above it, which is the healthy direction.
At a glance — Code Health
At a glance — Architecture
At a glance — Maturity
At a glance — Readiness
At a glance — Security
At a glance — Performance
Security & Compliance — OWASP Top-10 mapping
| OWASP category | Findings | Severity |
|---|---|---|
| A05:2025 — Injection | 60 | High / Critical |
| A02:2025 — Security Misconfiguration | 11 | High / Critical |
| A07:2025 — Authentication Failures | 6 | High / Critical |
| A03:2025 — Software Supply Chain Failures | 3 | Medium |
Roadmap
First, implement structured logging via Rails.logger at key service points and establish a CI security step using brakeman or semgrep to prevent regressions. Next, restrict public API exposure by moving implementation types to internal packages to ensure safe internal changes. Finally, resolve orphaned file findings to update code knowledge and document significant design decisions in a dedicated ADR folder to preserve architectural context.
| Do this | Helps | Effort | Dimension |
|---|---|---|---|
| Log through `Rails.logger` (or SemanticLogger/Lograge for structured output) at meaningful points in the services you run. | +7.0 pts | Medium | Observability |
| Add a SAST step to CI running what this repository's stack ships: brakeman for Rails apps, otherwise `semgrep --config=auto` or CodeQL's ruby pack — so a security regression fails the build instead of landing. | +5.6 pts | Medium | Security & performance tooling |
| Keep implementation types off the public surface (Go: an unexported name, or move it under `internal/`) so internals can change without breaking consumers. | +2.9 pts | Medium | Library API & versioning |
| Resolve the 12 Orphaned file finding(s) in Knowledge Freshness — start with repository.rb (2), classifier.rb, REDACTED. | +2.4 pts | Medium | Knowledge Freshness |
| Record your significant design decisions. Write one short document per decision, giving its date, the situation, the decision and its consequences, and keep them together with your other design documents. A docs/adr folder with each file named by number and title is the easiest place to find them. | +2.3 pts | Medium | Architecture documentation |
| Resolve the 1 Further sole-owners (lower concentration) finding(s) in Bus Factor. | +1.1 pts | Low | Bus Factor |
| Resolve the 1 Off-boarding risk finding(s) in Bus Factor. | +1.1 pts | Low | Bus Factor |
| Resolve the 5 REDACTED finding(s) in Secrets (history) — start with REDACTED (2), REDACTED, REDACTED. | +0.9 pts | Low | Secrets (history) |
File quality
| File | Score | Band | Worst signal |
|---|---|---|---|
| REDACTED | 1.2 | Slop | IaC & Container Security: High IaC: REDACTED |
| REDACTED | 1.3 | Slop | Static Analysis (SAST): High: REDACTED |
| REDACTED | 4.4 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 5.1 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 5.1 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 5.1 | Mixed | IaC & Container Security: High IaC: REDACTED |
| REDACTED | 5.7 | Mixed | Static Analysis (SAST): Medium: REDACTED |
| REDACTED | 5.8 | Mixed | Secrets (history): REDACTED: REDACTED |
| REDACTED | 5.8 | Mixed | Static Analysis (SAST): Medium: REDACTED |
| REDACTED | 6.7 | Mixed | Static Analysis (SAST): Medium: REDACTED |
| REDACTED | 6.9 | Mixed | Static Analysis (SAST): Medium: REDACTED |
| samples/PHP/Model.php | 7.2 | Mixed | Code Duplication: Duplicated block (16 lines × 2) |
| REDACTED | 7.2 | Mixed | Secrets (history): REDACTED: REDACTED |
| REDACTED | 7.2 | Mixed | Secrets (history): REDACTED: REDACTED |
| REDACTED | 7.2 | Mixed | Secrets (history): REDACTED: REDACTED |
| REDACTED | 7.2 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 7.2 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 7.2 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 7.2 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 7.2 | Mixed | Static Analysis (SAST): Medium: REDACTED |
How the grades work
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.
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.
Recorded, with no effect on how the codebase functions. Present so the survey is complete, not because it needs doing.
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. 46 of 46 evaluated dimensions are computed purely by tools and static analysis (confidence 1.0); none rely on LLM judgement. Overall confidence is 0.8 — 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.
What we checked — 46 dimensions across the health lenses
- 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, 106 of 117 do; the remainder are repo-wide signals — a dimension-level measurement, not a single line.
- 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.
Tools & methods
| Method | Backs | Version | Evaluator |
|---|---|---|---|
| Roslyn static analysis | Complexity, cohesion, coupling, dead code, API surface, layering | 5.3.0 | ✓ deterministic |
| Native secret scanner | Hardcoded secrets / credentials | 1.0.0 | ✓ deterministic |
| Watchdog duplication detector (in-process) | Code duplication | 1.0.0 | ✓ deterministic |
| Coverage (coverlet / dotnet-coverage) | Line & branch coverage | 10.0.400 | ✓ deterministic |
| NuGet / dotnet | Outdated, vulnerable & deprecated dependencies | 10.0.400 | ✓ deterministic |
| git / LibGit2Sharp | Churn hotspots, knowledge concentration, history | 2.43.0 · 0.31.0 | ✓ deterministic |
| gitleaks · semgrep · trivy · checkov | Secrets in history, SAST, CVEs, IaC & container, PII / GDPR | 1.86.0 · 0.69.3 · 3.2.533 | ✓ deterministic |
| LLM (sampled · advisory) | Documentation quality, ADR conformance, naming — sampled over a bounded sample; advisory, never a deterministic measurement | — | ◐ LLM · sampled · advisory |
Run transparency — what happened this run
- D4 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. The 6 duplicated block group(s) on this row were found in the languages this pass could tokenize, and they do NOT cover all of this repository's production source: .c (3,044 lines, 40% of production source) went unread, because no language model this pass could load exposed a clone-unit token stream for those file kinds. Duplication in that source is UNMEASURED — its absence from the count above is a gap in this analyzer's language coverage, not a finding that the code is free of duplication.
- D9 Test Distribution — 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. Test distribution NOT SCORED: this repository's production source spans more than one ecosystem, and the test-pyramid census cannot read the .rb test suite(s) — so the pyramid was not measured for the repository as a whole. The suites we could count came back with 73 test method(s) (73 unit, 0 integration, 0 BDD, 0 e2e), but that is a shape for one part of the product and we do not publish a partial pyramid as if it were complete. This is OUR limitation, not a defect in the repo — test distribution is excluded from the score rather than counted.
- D11 Test Reliability — 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. Test source is present (.rb, .bas) but the built-in reliability runner does not support this repository's ecosystem, so flakiness couldn't be assessed. Not scored — this is a gap in the analyzer's language coverage, not a finding about this repository.
- D12 Dependency Hygiene — 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. `dotnet list package` did not return usable output (restore or query failed); no outdated/vulnerable/deprecated data to assess. The tool said: /usr/share/dotnet/sdk/10.0.400/NuGet.targets(521,5): error MSB3202: The project file "samples/Microsoft Visual Studio Solution/CSVAverage/CSVAverage.vbproj" was not found. [samples/Microsoft Vis….
- D17 Explicit Debt — 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 C# workspace loaded this repository's projects but reported a load failure, and the dead-code reference search is unreliable over a graph that did not load cleanly, so it was skipped. The other debt markers on this row were read; dead symbols were not, and their absence from the score is not a finding that the code has none. First load diagnostic: Failure: Project file not found: 'samples/Microsoft Visual Studio Solution/CSVAverage/CSVAverage.vbproj'.
- D17 Explicit Debt — 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 0 deducted marker(s) and the 0.0/KLoC density on this row were taken over this repository's .NET projects ALONE: .rb (3,445 lines, 45% of production source), .c (3,044 lines, 40% of production source) went unread, because every marker collector on this path is reached through a C# workspace. A read-only sweep of that source finds at least 4 task marker(s) (TODO/FIXME/HACK/XXX) across 3 file(s) that this score does not count — a floor, since only line comments are read there and D17's other eight marker kinds (suppressions, NoWarn, editorconfig severities, empty catches, commented-out code, Obsolete, dead code, preprocessor branches) need a compiler we do not have for that language. The debt in that source is UNMEASURED — its absence from the score above is a gap in this analyzer's language coverage, not a finding that the code carries none.
- D19 Documentation 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. Each ecosystem's manifests (what makes a folder runnable or a published package) need their own proof before D19 judges its units. Until then those folders' READMEs are judged only as documents (boilerplate, structure), never counted as complete.
- D21 Naming Consistency — 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. D21's deterministic naming rules are gated on C# first (docs/plans/deterministic-engine.md, P5): each other language is switched on only after its own concept suite and A/B gate pass. Until then its declarations carry no naming verdict this run — this says nothing about whether its names are consistent.
- D22 Internal API Consistency — 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. D22's deterministic call-shape rules are gated on C# first (docs/plans/deterministic-engine.md, P5): each other language is switched on only after its own concept suite and A/B gate pass. This says nothing about whether that surface is consistent.
- D24 Comment Value — 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. Each source language's comment syntax, and the code a comment annotates in it, needs its own proof before D24 judges it. Until then those comments are left unread, not counted as clean.
- 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.
- D30 Dependency Vulnerabilities — measured, with a gap in what it reached — 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. The solution did not restore on the analyzer's .NET SDK (an SDK/target-framework/restore mismatch, common for an older codebase), so there was no restored dependency graph to scan. 2 of 3 declared ecosystem(s) (npm,osv) WERE scanned and every vulnerability they reported is included in this result; nuget was not, so this dimension's score covers less than the dependency surface this repository declares, and nothing here is evidence that nuget is free of known-vulnerable dependencies.
- D39 IL Efficiency — 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. IL NOT MEASURED: the analyzer's own build of this repository failed for an ENVIRONMENT reason (exit 1) — MSBuild's engine or the CLR gave up, or our image does not carry the SDK band/targeting pack this repository needs. This is OUR limitation, not a defect in the repo, and it is not a statement that this repository fails to build. D18 owns the question of whether this repository builds; it was not answered here.
- 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 REDACTED (REDACTED). docker build failed (exit 1) — -------------------- 1 | >>> FROM ruby:3.4-alpine 2 | 3 | # The release tag (e.g. v9.6.0). Pinning the gem here is what makes the published image -------------------- ERROR: failed to solve: ruby:3.4-alpine: failed to resolve source metadata for docker.io/library/ruby:3.4-alpine: failed to do request: Head "https://registry-1.docker.io/v2/library/ruby/manifests/3.4-alpine": Forbidden; runtime evidence skipped.
- IC1 Incompleteness & stubs — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- M4 Documentation accuracy — 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. M4 checks only the claim kinds adjudicated at or above 95 % precision: links and versions (PREREGISTRATION version 9). Paths, command arguments, installs, environment variables, settings, projects, packages, routes, cd targets, infrastructure products and removed modules are read but not checked, and none of them is reported or counted.
- P8 Schema migrations — 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. The schema may be created by a runner, a deploy script or a config file outside what this check reads, so an absence here is our blind spot rather than a missing migration strategy. The card abstains instead of scoring. You can widen what we reach: if the schema is created and evolved by a tool this check does not name, naming it lets us teach the detector to read it.
- X1 Async correctness — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X12 Unreachable branch — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X13 Undrained process stream — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X14 Bypassable address classification — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X15 Unvalidated length from an untrusted reader — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X16 Unfloored truncation loop — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X17 Uncapped recursion over a caller-supplied document — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X18 Disposal-pattern correctness — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X19 Unrestored process-global state — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X2 Cancellation propagation — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X21 Side-effecting pattern guard — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X22 Contradicted release guard — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X24 Document value interpolated into markup unescaped — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X25 Inert configuration knob — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X26 Unsynchronised callback handoff — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X29 Per-element action decided by a fixed element — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X3 Exception handling — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X30 Support guard that admits what it rejects — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X32 Type resolved by simple name across every loaded assembly — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X4 Structured logging — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X5 Nullable reference types — 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 is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X7 Silent fallback defaults — 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. X7 measured the part of this repository it reads (C#, Python, TypeScript/JavaScript, Rust, Go, Java, Kotlin, Scala, PHP, Ruby, Swift and Dart), and its Elixir, Erlang source is outside the check's reach, so the card covers only part of the product. That is a gap in this analyzer's language reach — not a finding that the unread source is free of silent defaults.
- Package restore incomplete — third-party types were unresolved in part of the solution — NuGet restore did not complete for one or more projects, so those projects were analysed with framework references only: every check keyed on a third-party type saw an error type there and reported nothing. Findings on those projects are a lower bound; run `dotnet restore` on them and rescan.
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
- 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.
- D13 REDACTED Scanning: REDACTED 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.
- D16 Bus Factor: Bus-factor is a time-decayed model of commit attribution (who has recently, repeatedly worked a file), not comprehension — pairing, review and reading-without-committing spread knowledge it can't see; bot commits and shared accounts still distort it.
- 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 publishes two things only: a runnable or packaged unit with no example, and a multi-project root README that maps none of its parts. It does not judge clarity, and its other checks (overview, licence, boilerplate, structure, empty sections, XML-doc coverage) are withheld after adjudication: their candidates are counted in the card's gaps, not shown as rows. A false statement in a document is M4's; units are .NET projects only.
- 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 (REDACTED, 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.
- 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.
- AX9 CQS / query purity: Handlers are found by interface/name convention — a query handler using neither is not seen. Mutation is a resolved write/publish invocation (SaveChanges/repository/bus), so a write hidden behind a hand-rolled wrapper, reflection, or a string-keyed service locator resolves to a non-persistence type and isn't flagged; it detects that a query writes state, not whether the write is a legitimate read-side cache update. Clean means "no resolved write/publish in a query body", not a proof of CQS purity.
- 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".
- P6 Release Hygiene: Rollback/observability controls are inferred from repo artefacts (pipelines, dashboards-as-code) — controls configured in external tooling, with no in-repo trace, cannot be credited.
Dimensions
D1 · Cyclomatic Complexity
2 method(s) exceeded the cyclomatic complexity threshold of 15; the worst was Generated.generated? at 74.
What to do
- Bring the 1 body over 30 down to 30 or less in Cyclomatic Complexity — start with Generated.generated? (cyclomatic 74). — Refactoring it lifts Cyclomatic Complexity from 8.2 to about 9.1/10.
- Enforce Cyclomatic Complexity in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
D2 · Cognitive Complexity
6 method(s) exceeded the cognitive complexity threshold of 15; the worst was Generated.generated? at 73.
What to do
- Bring the 1 body over 30 down to 30 or less in Cognitive Complexity — start with Generated.generated? (cognitive 73). — Refactoring it lifts Cognitive Complexity from 7.9 to about 8.8/10.
- Enforce Cognitive Complexity in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
D3 · God Classes
2 god class(es) detected.
What to do
- Resolve the 2 TooManyMethods finding(s) in God Classes — start with generated.rb, blob_helper.rb. — One of this dimension's main actionable groups (2 warning-level).
- Enforce God Classes in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
D4 · Code Duplication
6 duplicated block group(s) detected. 6 of the 6 are in trees this repository does not ship — vendored, example/demo, project-template, fixture and benchmark code — and are ranked below the shipped groups rather than excluded from them: the duplication there is real and is still counted in this dimension's score. The dimensions that publish a production-file census leave those trees out of theirs, so this count is deliberately drawn over the wider population. Measured on part of this repository only: .c (40% of production source) was not exposed to the token comparison, so duplication there is unmeasured and is not in this count.
What to do
- Resolve the 1 Duplicated block (9 lines × 2) finding(s) in Code Duplication — start with GrammarKit.java. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 Duplicated block (16 lines × 2) finding(s) in Code Duplication — start with Model.php. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 Duplicated block (10 lines × 2) finding(s) in Code Duplication — start with Application.php. — One of this dimension's main actionable groups (1 warning-level).
- Enforce Code Duplication in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Verified — provenance only; does not change the score.
D5 · Coupling
3 production modules (Cargo+Go+RubyGems), 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, with abstractness counted on 1 of the 3 (the rest declare no modelled class or interface, export only macros, declare types in source no model reads, or have no source directory of their own).
D6 · Cohesion (LCOM4)
0 of 11 classes have LCOM4 above 3.
D13 · REDACTED Scanning
REDACTED scan ran and found no leaked secrets.
D14 · License Compliance
0 of 5 shipped gem(s) use a banned license. Licences were resolved from rubygems.org over the 5 runtime gem(s) this repository declares. It commits no Gemfile.lock to close that set over, so the verdict covers the declarations rather than the whole resolved graph. Development-group and `add_development_dependency` gems are excluded: they are not distributed with this repository. This repository publishes itself under MIT, which is its own choice and is not judged here.
D15 · Churn × Complexity Hotspots
Top hotspots: lib/linguist/generated.rb (2×74=148)
What to do
- Resolve the 1 Hotspot finding(s) in Churn × Complexity Hotspots — start with generated.rb. — One of this dimension's main actionable groups (1 warning-level).
D16 · Bus Factor
5 source file(s) have their living knowledge concentrated in one author (≥90% of recent, decayed contribution). The largest is lib/linguist/blob_helper.rb. Counted over 18 of the 42 production source files in this repository: 23 are under the ~2,400-byte size floor this dimension measures over, and the remaining 1 have no attributable history left to measure.
What to do
- Resolve the 1 Off-boarding risk finding(s) in Bus Factor. — One of this dimension's main actionable groups (1 recommendation-level).
- Resolve the 1 Further sole-owners (lower concentration) finding(s) in Bus Factor. — One of this dimension's main actionable groups (1 recommendation-level).
D17 · Explicit Debt
0 deducted debt markers + unmeasured dead symbols across 0 LoC in the .NET projects (0.0/KLoC) → score 10.0. Dead code not measured: the solution did not load cleanly, so the reference search was skipped. Measured on the .NET source only: .rb, .c (85% of production source) was not read, and carries at least 4 uncounted task marker(s) in 3 file(s).
D19 · Documentation Quality
1 of 1 documentation facets pass in full. 7 document(s) read across 1 unit(s).
D26 · Project Cohesion
0 of 2 projects flagged as possibly oversized/incoherent.
D28 · Secrets (history)
6 finding(s): 0 critical, 6 high, 0 medium, 0 low. Remediation for historically-committed secrets is credential rotation — they remain in history regardless of later deletion.
What to do
- Resolve the 5 REDACTED finding(s) in Secrets (history) — start with REDACTED (2), REDACTED, REDACTED. — One of this dimension's main actionable groups (5 issue-level).
- Resolve the 1 Rotate the exposed credentials finding(s) in Secrets (history). — One of this dimension's main actionable groups (1 recommendation-level).
D29 · Static Analysis (SAST)
60 finding(s): 0 critical, 24 high, 20 medium, 16 low. 15 unpinned-GitHub-Actions row(s) are reported here but scored by D36 (supply-chain provenance), which measures that posture as `pinned_actions` — one pinning decision is charged once, not once per lens. semgrep hit a parse error in 42 file(s) — `REDACTED` (lines 7–19), `ext/linguist/lex.linguist_yy.c`, `samples/Antlers/layout.antlers.html` (lines 1–4), `samples/C/commit.c` (line 700, line 1227), `samples/C/custom_extensions.c` (line 33, line 192, line 193, …), … (+37 more) — 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. In 2 of those file(s) — `samples/Smalltalk/Booleans.cs`, `samples/Smalltalk/Collections.cs` — the break is at a TYPE DECLARATION (a C# primary constructor semgrep's grammar cannot parse), so the loss is wider than the named lines: rules scoped to that type see no type to scope to and are blind over its whole body, while rules matching statements keep working there. Absence of a type-scoped finding in those types is not evidence of anything.
What to do
- Resolve the 2 REDACTED finding(s) in Static Analysis (SAST) — start with REDACTED (2). — One of this dimension's main actionable groups (2 issue-level).
- Resolve the 2 REDACTED finding(s) in Static Analysis (SAST) — start with REDACTED, REDACTED. — One of this dimension's main actionable groups (2 issue-level).
- No action in Static Analysis (SAST) — all 15 REDACTED finding(s) are reported here at file:line but scored by D36 (supply-chain provenance), so none is charged to this dimension. — One of this dimension's main actionable groups (15 issue-level, 0 of them charged here).
D30 · Dependency Vulnerabilities
1 finding(s): 0 critical, 0 high, 1 medium, 0 low. Partial dependency scan: 2 of 3 declared ecosystem(s) were scanned (npm,osv), and the findings above are real and complete for them. nuget was not scanned (nuget: the solution did not restore on the analyzer's .NET SDK (an SDK/target-framework/restore mismatch, common for an older codebase), so there was no restored dependency graph to scan), so this is not the whole dependency surface and the result is reported at reduced confidence.
What to do
- Resolve the 1 Medium CVE finding(s) in Dependency Vulnerabilities — start with REDACTED. — One of this dimension's main actionable groups (1 warning-level).
D31 · IaC & Container Security
11 finding(s): 0 critical, 4 high, 5 medium, 2 low.
What to do
- Resolve the 4 High IaC finding(s) in IaC & Container Security — start with REDACTED (4). — One of this dimension's main actionable groups (4 issue-level).
- Resolve the 5 Medium IaC finding(s) in IaC & Container Security — start with REDACTED (5). — One of this dimension's main actionable groups (5 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).
D34 · Knowledge Freshness
12 of 19 significant source file(s) are orphaned — their living knowledge has decayed to nothing, so no one currently understands them. The largest is lib/linguist/classifier.rb. Counted over 19 of the 42 production source files in this repository: the rest are under the ~2,400-byte size floor this dimension measures over.
What to do
- Resolve the 12 Orphaned file finding(s) in Knowledge Freshness — start with repository.rb (2), classifier.rb, REDACTED. — One of this dimension's main actionable groups (12 recommendation-level).
- Resolve the 1 Orphaned files with no living knowledge finding(s) in Knowledge Freshness. — One of this dimension's main actionable groups (1 recommendation-level).
D35 · Change Coupling
No strong hidden change-coupling between production files.
D36 · Supply-chain Provenance & Signing
2/4 supply-chain integrity signals present (provenance, signing, SBOM, pinned actions).
What to do
- Resolve the 1 REDACTED finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 REDACTED finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 recommendation-level).
D43 · Malicious Dependencies
No dependency in any ecosystem this repository declares is published as malicious.
D44 · Platform End-of-Life
0 end-of-life runtime(s) and 0 end-of-life framework(s), read from 3 platform declaration(s) and 40 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.
Frontend & cross-cutting dimensions
AX10 · Code composition
AX2 · Stateful singletons
AX3 · Project dependency cycles
AX4 · Dependency direction
AX5 · Architecture & structure
AX6 · Interface segregation
AX9 · CQS / query purity
GD1 · Unfinished & placeholder code
M1 · Documentation (README)
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 1 project(s) that lack one — worth up to 2 pts.
M2 · Architecture documentation
- No Architecture Decision Records found — no conventional ADR directory, no numbered `NNNN-title` documents in any markup this check reads, and nothing ADR-shaped by content. Design rationale recorded elsewhere (a design-notes tree, a mailing list, pull-request discussion) is not visible to this check and is not re-findable per decision, so a future maintainer cannot ask why one choice was made and get an answer.
What to do
- Record your significant design decisions. Write one short document per decision, giving its date, the situation, the decision and its consequences, and keep them together with your other design documents. A docs/adr folder with each file named by number and title is the easiest place to find them.
M3 · Folder & project structure
M4 · Documentation accuracy
P1 · CI/CD gates
P10 · Library API & versioning
- 13/17 types (76%) declared in the published library are public. For a library, every public type is a stability contract — keep implementation types off the surface and expose only the intended API.
What to do
- Keep implementation types off the public surface (Go: an unexported name, or move it under `internal/`) so internals can change without breaking consumers.
P11 · BDD / executable specs
P2 · Observability
- No logging call was found in the 26 Ruby production file(s) this check read across 1 module(s). Each was searched for its ecosystem's logging libraries (Ruby: Rails.logger, Logger.new, SemanticLogger, Lograge) and for a call on a receiver named `log`/`logger` (or ending in `Logger`/`_logger`) with a level verb. It cannot see logging through a repo-local wrapper named otherwise, or in source it did not read — this is 'no logging found by this walk', not a verdict that nothing here logs. If it is right, production issues will be hard to diagnose.
What to do
- Log through `Rails.logger` (or SemanticLogger/Lograge for structured output) at meaningful points in the services you run.
- Consider OpenTelemetry tracing/metrics (opentelemetry-ruby) and a health-check endpoint (Rails' /up (rails/health#show) or a /health route) for operability.
P3 · Security & performance tooling
- No static application security testing detected. For this repository's stack, add brakeman for Rails apps, otherwise `semgrep --config=auto` or CodeQL's ruby pack as a CI step. What was searched, so you can tell an absence from a miss: the 3822 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
- Add a SAST step to CI running what this repository's stack ships: brakeman for Rails apps, otherwise `semgrep --config=auto` or CodeQL's ruby pack — so a security regression fails the build instead of landing.
- Dependabot is configured but does not watch `github-actions`, `nuget`, `gomod`, `pip`, `maven`, `gradle`, `gitsubmodule` — add those `package-ecosystem` entries to REDACTED so those dependencies get the same automatic update and advisory pressure as the ones it already covers.
- Add gitleaks/trufflehog in CI to block PRs that introduce committed secrets.
P4 · Deployment & Rollback
P6 · Release Hygiene
PF3 · Async & latency hygiene
X20 · Mistyped argument guard
X23 · Unguarded diagnostic materialisation
X27 · Collection changed while being enumerated
X28 · Index access outside its own emptiness guard
Reference — by lens
| Lens | Score | Rating | Impact |
|---|---|---|---|
| Code Health | 92% | Exemplary | Solid. |
| Architecture | 71% | Adequate — gated by AX10 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Maturity | 63% | Adequate — gated by D34, M2 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Readiness | 51% | Adequate — gated by P2, P3 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Security | 66% | Adequate — gated by D29 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Performance | 100% | Exemplary | Strongest area. |
Not evidenced — 1 control(s) we could not find positive evidence for
- P5 DR & Backup — not evidenced — repo shows no backup/RTO/RPO controls; absence of evidence is not evidence of a working control
Not included — 77 check(s) not relevant to this codebase
- AC1 Text alternatives — No web markup found — accessibility is not applicable to this repository.
- AC2 Forms & labels — No web markup found — accessibility is not applicable to this repository.
- AC3 Page structure — No web markup found — accessibility is not applicable to this repository.
- AC4 Keyboard semantics — No web markup found — accessibility is not applicable to this repository.
- AC5 ARIA correctness — No web markup found — accessibility is not applicable to this repository.
- AC6 Visual & motion safety — No web markup found — accessibility is not applicable to this repository.
- AC7 A11y enforcement — No web markup found — accessibility is not applicable to this repository.
- AX1 Captive dependencies — no DI registrations detected
- AX7 Slice cohesion — not applicable — not a vertical-slice architecture
- AX8 Test isolation — no test/production split to check
- AXB2 Runtime readiness — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
- AXR1 Runtime accessibility — docker build failed (exit 1) — -------------------- 1 | >>> FROM ruby:3.4-alpine 2 | 3 | # The release tag (e.g. v9.6.0). Pinning the gem here is what makes the published image -------------------- ERROR: failed to solve: ruby:3.4-alpine: failed to resolve source metadata for docker.io/library/ruby:3.4-alpine: failed to do request: Head "https://registry-1.docker.io/v2/library/ruby/manifests/3.4-alpine": Forbidden; 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 — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- C2 Access Controls — No access-control surface detected in the analyzed source — no web/app surface to authorize (no HTTP API or web-UI project) and no authorization code at all (no [Authorize]/policies, no imperative guard methods). Access control is therefore N/A here — this is a library/CLI, which is authorized by its CALLER, not by itself. If this codebase grows request handlers, the dimension reactivates and a default-deny posture is expected then.
- C3 Audit Trail — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- C4 Data Retention — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- C5 Data-Subject Rights — No personal data detected in the analyzed source — no PII-typed entity/column names (Email, FirstName, DateOfBirth, …), no ASP.NET Identity / user-account model, and no stored user credentials. GDPR data-protection controls are therefore N/A here. If this is intentional, record the no-PII posture in an ADR; if the app does process personal data, name those fields conventionally so this dimension activates.
- D10 Test Quality — ~4620 lines of test source are present (.rb, .bas) but no test cases reached the test census for this repository — no test root we could resolve declared them, or the files we read declare no cases in a test framework we recognise — so skipped/assertion-free tests couldn't be counted. Not scored — this is a gap in the analyzer, not a finding about this repository.
- D11 Test Reliability — Test reliability not included — no .rb test runner
- D12 Dependency Hygiene — Dependency hygiene not measured
- D18 Solution Shape — D18 scores the shape of a C#/VB .NET solution, but this repository's production source is mostly .c, .go, .rb, .rs, which the C#/VB workspace does not load — the projects that loaded are an immaterial minority, so solution shape was not assessed for this repository. Not scored — this is a gap in the analyzer's reach, not a verdict about this repository.
- D20 ADR Quality — N/A — ADRs are expected on deployable products with a user-facing host, not consumed libraries; no ADR log is required here.
- D21 Naming Consistency — Naming consistency is measured on C# only; Dart, Elixir, Erlang, Go, Java, JavaScript, Kotlin, PHP, Python, Ruby, Rust, Swift, TypeScript, Visual Basic not measured.
- D22 Internal API Consistency — API consistency is measured on C# only; the exposed Ruby surface was not measured.
- D23 Boundary Type-Coupling — small single-context codebase (4,919 production LoC in the .NET projects) — bounded contexts are not needed at this size 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 — D24 reads C# and Visual Basic comments only; comments in this repository's .go, .rb, .rs source were not judged.
- D25 ADR Conformance — no ADRs to check
- D27 Navigability — D27 reads resolved call sites in the languages it reads only — this repository's production source is .c, .go, .rs, 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.
- 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 — IL not measured — the analyzer's build of the target did not succeed
- 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.
- D7 Architectural Integrity — no checkable ADRs and no dependency cycles — architectural integrity not assessed
- D8 Code Coverage — Coverage NOT MEASURED: `--collect:"XPlat Code Coverage"` names a data collector that ships in the `coverlet.collector` package, and this repository wires up none — no test project references it and no runsettings declares one. The absence of coverage here is therefore not evidence about the suite or about our analyzer environment: without a collector, `--collect` produces nothing even from a suite that builds and passes. Add a `coverlet.collector` PackageReference to the test project(s) (or commit the Cobertura/OpenCover/lcov report your CI produces) and real coverage will be measured. It is excluded from the score rather than counted as a near-zero defect.
- D9 Test Distribution — Test distribution not scored — polyglot repository, one half's tests are uncountable
- DM1 Domain Modelling — applicable but not scored (1 of 2 signals for this style — below the bar we score at): 3 value object(s)
- ED2 Event/command shape — not scored — deciding whether a command has more than one competing handler requires resolving the call graph, and this analysis resolves a call's owner only where the receiver's type is written down in the source. Reported as guidance rather than measured
- ED2 Event/command shape — not scored — deciding whether a command has more than one competing handler requires resolving the call graph, which this analysis does not build from source alone for this language. Reported as guidance rather than measured
- ED2 Event/command shape — not scored — deciding whether a command has more than one competing handler requires resolving the call graph, and a call made through an inferred or generic receiver has no resolvable owner in the source. Reported as guidance rather than measured
- 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
- IC1 Incompleteness & stubs — not analysed — these correctness checks read a source model 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
- P12 CI test-gate honesty — Reported, not scored — and nothing was matched here. The coverage check applies to any stack, and the automatic-re-run check to any GitHub-Actions workflow, but the checks for excluded tests, skipped tests and sleep-based synchronisation currently recognise only some ecosystems' test-runner idioms, so on a repository built with another stack the zeros below mean 'not checked', not 'clean'.
- P7 Outbound HTTP resilience — not applicable — this isn't a service/API/worker
- P8 Schema migrations — Hibernate is declared, but the schema-migration mechanism could not be identified. Our limit, not a verdict on this repository.
- P9 Domain vs controller coverage — no coverage report found on disk — produce a coverage report in a standard format (SimpleCov — `require "simplecov"` in your `spec_helper.rb`/`test_helper.rb`, which writes `coverage/.resultset.json` (or lcov via `simplecov-lcov`)) 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, or wire coverage collection into CI, to enable this cross-layer check
- PF1 Benchmark discipline — Performance is assessed only for perf-relevant repos — a packaged library, one that ships benchmarks, or one already using allocation-aware APIs. This repo isn't one, so the Performance lens is not applicable and is excluded from the score.
- PF2 Allocation hygiene — Performance is assessed only for perf-relevant repos — a packaged library, one that ships benchmarks, or one already using allocation-aware APIs. This repo isn't one, so the Performance lens is not applicable and is excluded from the score.
- S1 Web-Security Posture — No web surface detected in the analyzed source — no HTTP API or web-UI project (no controllers/minimal-API endpoints, no Razor/Blazor views) and no web middleware (HTTPS redirection, HSTS, security headers, cookies). Transport security, security headers, secure cookies, CSRF/input-validation and middleware-order controls are therefore N/A here — this is a library/CLI/worker, not a web app. Crypto hygiene was still checked and found nothing to flag. If this codebase becomes web-facing, the dimension reactivates automatically.
- SC1 Supply-chain hygiene — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
- X1 Async correctness — not analysed — these correctness checks read a source model 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
- X10 Duplicated predicate — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
- X12 Unreachable branch — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X13 Undrained process stream — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X14 Bypassable address classification — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X15 Unvalidated length from an untrusted reader — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X16 Unfloored truncation loop — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X17 Uncapped recursion over a caller-supplied document — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X18 Disposal-pattern correctness — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X19 Unrestored process-global state — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X2 Cancellation propagation — not analysed — these correctness checks read a source model 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
- X21 Side-effecting pattern guard — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X22 Contradicted release guard — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X24 Document value interpolated into markup unescaped — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X25 Inert configuration knob — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X26 Unsynchronised callback handoff — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X29 Per-element action decided by a fixed element — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X3 Exception handling — not analysed — these correctness checks read a source model 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
- X30 Support guard that admits what it rejects — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X31 Test-only surface in a production module — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
- X32 Type resolved by simple name across every loaded assembly — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X4 Structured logging — not analysed — these correctness checks read a source model 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
- X5 Nullable reference types — not analysed — these correctness checks read a source model 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
- X7 Silent fallback defaults — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
- X9 Subsumed condition operand — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
Appendix A — Findings (grouped)
Critical — 33 finding(s)
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Serious — 46 finding(s)
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- TooManyMethods: Generated lib/linguist/generated.rb:2
- TooManyMethods: BlobHelper lib/linguist/blob_helper.rb:16
- Generated.generated? (cyclomatic 74) lib/linguist/generated.rb:53
- main.main (cyclomatic 17) tools/grammars/cmd/grammar-compiler/main.go:19
- Hotspot: lib/linguist/generated.rb lib/linguist/generated.rb:53
- Generated.generated? (cognitive 73) lib/linguist/generated.rb:53
- main.main (cognitive 20) tools/grammars/cmd/grammar-compiler/main.go:19
- Converter.AddGrammar (cognitive 19) REDACTED:65
- Converter.Report (cognitive 19) REDACTED:252
- urlLoader.loadTarball (cognitive 18) tools/grammars/compiler/loader_url.go:17
- fsLoader.load (cognitive 16) tools/grammars/compiler/loader_fs.go:58
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- Duplicated block (9 lines × 2) samples/Java/GrammarKit.java:493
- Duplicated block (16 lines × 2) samples/PHP/Model.php:2046
- Duplicated block (10 lines × 2) samples/PHP/Application.php:499
- Duplicated block (9–10 lines × 2) samples/PHP/Model.php:2063
- Duplicated block (6 lines × 2) samples/PHP/Model.php:2219
- Duplicated block (5 lines × 2) samples/PHP/Model.php:2849
- Coverage not measured — no coverage collector is wired up
- No structured logging
Minor — 38 finding(s)
- Orphaned file lib/linguist/classifier.rb:1
- Orphaned file REDACTED:1
- Orphaned file lib/linguist/repository.rb:1
- Orphaned file bin/github-linguist:1
- Orphaned file lib/linguist/heuristics.rb:1
- Orphaned file bin/git-linguist:1
- Orphaned file lib/linguist.rb:1
- Orphaned file lib/linguist/source/rugged.rb:1
- Orphaned file tools/grammars/cmd/grammar-compiler/main.go:1
- Orphaned file tools/grammars/compiler/loader.go:1
- Orphaned file tools/grammars/compiler/loader_fs.go:1
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- Off-boarding risk: anonymized user #1
- Further sole-owners (lower concentration)
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- Orphaned files with no living knowledge
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- No ADRs
- Large public API surface
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Appendix B — Reproduction & audit trail
| Dimension | Tool | Version | Command | Findings | Raw output |
|---|---|---|---|---|---|
| D28 · Secrets (history) | gitleaks | — | gitleaks detect --no-banner --config /opt/gitleaks-rules/watchdog-gitleaks.toml --report-format json --report-path /tmp/watchdog-gitleaks-6bb064f3ac204b59a6ff00fc1fcc2089/history.json --exit-code 0 --source . | 13 | artifacts/raw/gitleaks-history.json |
| D28 · Secrets (history) | gitleaks | — | gitleaks detect --no-git --no-banner --config /opt/gitleaks-rules/watchdog-gitleaks.toml --report-format json --report-path /tmp/watchdog-gitleaks-6bb064f3ac204b59a6ff00fc1fcc2089/tree.json --exit-code 0 --source . | 13 | artifacts/raw/gitleaks-tree.json |
| D29 · Static Analysis (SAST) | semgrep | — | semgrep --config /opt/semgrep-rules/security-audit.yml --config /opt/semgrep-rules/owasp-top-ten.yml --config /opt/semgrep-rules/watchdog-sast.yml --json --quiet --timeout 10 --timeout-threshold 3 --metrics off --exclude *.arrow --exclude *.avro --exclude *.csv --exclude *.dat --exclude *.db --exclude *.feather --exclude *.geojson --exclude *.h5 --exclude *.hdf5 --exclude *.jsonl --exclude *.log --exclude *.ndjson --exclude *.npy --exclude *.npz --exclude *.orc --exclude *.parquet --exclude *.pickle --exclude *.pkl --exclude *.psv --exclude *.sqlite --exclude *.sqlite3 --exclude *.tfrecord --exclude *.tsv --exclude *.txt --exclude samples/XML/obj --exclude samples/Go --exclude "samples/Microsoft Developer Studio Project" --exclude samples/Sweave --exclude tools/grammars/proto . | 60 | artifacts/raw/semgrep.json |
| D30 · Dependency Vulnerabilities | nuget | — | nuget: not applicable — nuget: the solution did not restore on the analyzer's .NET SDK (an SDK/target-framework/restore mismatch, common for an older codebase), so there was no restored dependency graph to scan | 0 | — |
| D30 · Dependency Vulnerabilities | trivy | — | trivy fs --scanners vuln --format json --quiet --severity CRITICAL,HIGH,MEDIUM,LOW --skip-dirs **/bin/** --skip-dirs **/obj/** . --skip-db-update | 1 | artifacts/raw/trivy-fs.json |
| D31 · IaC & Container Security | trivy | — | trivy config --format json --quiet . | 11 | artifacts/raw/trivy-config.json |
| D32 · Data Compliance (PII/GDPR) | semgrep | — | 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. | 0 | — |
| D37 · Vulnerability-disclosure Policy | disclosure | — | 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. | 0 | — |
| D40 · Network Egress Confinement | runtime-hardening | — | 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. | 0 | — |
| D41 · Kernel & Syscall Confinement | runtime-hardening | — | 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. | 0 | — |
| D42 · Runtime Threat Enforcement | runtime-hardening | — | 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. | 0 | — |
| D43 · Malicious Dependencies | trivy | — | trivy fs --scanners vuln --format json --quiet --severity CRITICAL,HIGH,MEDIUM,LOW --skip-dirs **/bin/** --skip-dirs **/obj/** . --skip-db-update | 0 | artifacts/raw/trivy-fs.json |