Executive summary
Read through the Production lens — the standard calibration. *Green* means good enough to run in production. The score is absolute and comparable across repos.
2FastLabs/agent-squad carries serious gaps (45%). Several issues below can materially affect correctness, security, or the cost of changing it — and propagate to everything that depends on it.
It is strongest in Architecture (88%) — the structure is clean and changes stay contained. Code Health (78%) is solid too.
Most urgent: a critical security exposure was detected (see the Security & Compliance lens). Treat it as a priority regardless of the overall grade.
The area that most needs attention is Readiness (31%) — releases are harder to depend on — versioning, release notes and dependency hygiene are thin, so consumers can't easily tell what changed or trust an upgrade. Maturity (51%) is the next concern — onboarding is slow — key decisions and the architecture aren't written down, so contributors have to reverse-engineer the intent.
Leadership focus, highest impact first: 1 No tests found finding(s) in Test Distribution (Test Distribution); ILogger (or Serilog) and log at meaningful points across… (Observability); SAST step (e.g. CodeQL) or a security analyzer package (Security & performance tooling).
For scale: Hobby (~0 production lines); rebuilding it from scratch would take roughly ~0.1 person-years (~1 engineer). Approximate, ±~30%.
It builds on a genuinely strong Architecture foundation (88%); the priorities above are the highest-leverage way to bring the rest up to that level.
Raise Readiness 31 → 70 (the Healthy floor) ⇒ headline 45 → ~58.
New since the last scan (59+)
- D4 · Duplicated block (15 lines × 2) python/src/tests/agents/test_bedrock_inline_agent.py
- D4 · Duplicated block (13 lines × 2) python/src/agent_squad/agents/anthropic_agent.py
- D4 · Duplicated block (10 lines × 2) python/src/agent_squad/tools/mcp_tool_provider.py
- D8 · Coverage not measured — test suite did not build
- D16 · single-maintainer — knowledge-concentration (bus factor) risk
- D18 · Dimension evaluation failed
- D29 · High: github-actions-mutable-action-tag .github/workflows/swift-run-tests.yml
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · High CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- D38 · Medium CVE: [GHSA redacted] typescript/package-lock.json
- R10 · Duplicated block (44 lines × 2 locations) typescript/src/agents/anthropicAgent.ts
- R10 · Duplicated block (43 lines × 3 locations) typescript/src/agents/agent.ts
- R10 · Duplicated block (31 lines × 2 locations) typescript/src/agents/anthropicAgent.ts
- R10 · Duplicated block (28 lines × 2 locations) typescript/src/classifiers/anthropicClassifier.ts
- R10 · Duplicated block (23 lines × 2 locations) typescript/tests/classifiers/AnthropicClassifier.test.ts
- R10 · Duplicated block (22 lines × 3 locations) typescript/src/classifiers/anthropicClassifier.ts
- R10 · Duplicated block (21 lines × 2 locations) typescript/src/agents/anthropicAgent.ts
- R2 · Complex function (anonymous) (cyclomatic 16, cognitive 15) typescript/src/common/src/awsSdkUtils.ts
- R2 · Complex function constructor (cyclomatic 14, cognitive 14) typescript/src/agents/anthropicAgent.ts
- R2 · Complex function constructor (cyclomatic 12, cognitive 11) typescript/src/agents/bedrockLLMAgent.ts
- R2 · Complex function constructor (cyclomatic 12, cognitive 11) typescript/src/agents/comprehendFilterAgent.ts
- R2 · Complex function constructor (cyclomatic 12, cognitive 11) typescript/src/orchestrator.ts
- R6 · Tooling
- R7 · Dead file (~24 LoC) typescript/src/common/src/types/awsSdk.ts
- P2 · No structured logging
Top priorities
Diagnosis — what's actually going on
At a glance — Code Health
At a glance — Architecture
At a glance — Maturity
At a glance — Readiness
At a glance — Security
Security & Compliance — OWASP Top-10 mapping
| OWASP category | Findings | Severity |
|---|---|---|
| A06:2021 — Vulnerable & Outdated Components | 50 | High / Critical |
| A03:2021 — Injection | 15 | High / Critical |
| A05:2021 — Security Misconfiguration | 5 | Medium |
Roadmap
First, address the single missing test case in the Test Distribution to ensure comprehensive coverage. Next, implement structured logging using ILogger or Serilog across all service-like projects, including OpenTelemetry and health checks. Then, introduce a SAST step, such as CodeQL, to enhance security and performance tooling. After that, add missing tooling like eslint and tsc as package.json scripts and integrate them into CI. Finally, increase test coverage by adding tests for unreached modules to ensure all production files are properly validated.
| Do this | Helps | Effort | Dimension |
|---|---|---|---|
| Resolve the 1 No tests found finding(s) in Test Distribution. | +14.8 pts | Low | Test Distribution |
| Adopt ILogger (or Serilog) and log at meaningful points across the projects. | +14.8 pts | Medium | Observability |
| Add a SAST step (e.g. CodeQL) or a security analyzer package. | +14.8 pts | Medium | Security & performance tooling |
| Add the missing tooling (eslint, tsc) as package.json scripts and run them in CI. | +14.7 pts | Medium | Tooling |
| Add tests that import the unreached modules (directly or through their public entry). | +11.5 pts | Medium | Test Coverage |
| Add readiness/liveness probes and a rolling-update (or blue/green) strategy so a bad release is caught and rolled back automatically. | +11.1 pts | Medium | Deployment & Rollback |
| Remove unused dependencies, declare unlisted imports explicitly, and demote type-/test-only packages to devDependencies. | +9.5 pts | Medium | Dependency Hygiene |
| Start an ADR log (docs/adr/) recording significant decisions and their rationale. | +5.2 pts | Medium | Architecture documentation |
File quality
| File | Score | Band | Worst signal |
|---|---|---|---|
| typescript/package-lock.json | 0.2 | Slop | OSV Dependency Vulnerabilities: Critical CVE: [GHSA redacted] |
| .github/workflows/claude-code-review.yml | 5.8 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| .github/workflows/claude.yml | 5.8 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| .github/workflows/on-docs-update.yml | 5.8 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| .github/workflows/ts-run-security-checks.yml | 5.8 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| examples/chat-demo-app/lambda/multi-agent/index.ts | 6.3 | Mixed | Static Analysis (SAST): Medium: direct-response-write |
| .github/workflows/on-push.yml | 7.2 | Mixed | Static Analysis (SAST): High: secrets-inherit |
| .github/workflows/pr-issue-link-checker.yml | 7.2 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| .github/workflows/swift-run-tests.yml | 7.2 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| python/src/agent_squad/agents/bedrock_llm_agent.py | 8.5 | Near-clean | Code Duplication: Duplicated block (18 lines × 2) |
| python/src/tests/agents/test_bedrock_inline_agent.py | 8.5 | Near-clean | Code Duplication: Duplicated block (15 lines × 2) |
| python/src/agent_squad/agents/anthropic_agent.py | 8.5 | Near-clean | Code Duplication: Duplicated block (13 lines × 2) |
| python/src/agent_squad/tools/mcp_tool_provider.py | 8.5 | Near-clean | Code Duplication: Duplicated block (10 lines × 2) |
| python/src/agent_squad/agents/amazon_bedrock_agent.py | 8.5 | Near-clean | Code Duplication: Duplicated block (8 lines × 2) |
| examples/chat-demo-app/lib/airlines.yaml | 8.6 | Near-clean | IaC & Container Security: Low IaC: AWS-0025 |
| examples/fast-api-streaming/main.py | 9.3 | Near-clean | Static Analysis (SAST): Low: wildcard-cors |
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. 38 of 39 evaluated dimensions are computed purely by tools and static analysis (confidence 1.0); 1 documentation/naming judgement(s) are LLM-assisted and labelled advisory. Overall confidence is 0.6 — 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 — 39 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, 75 of 88 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 |
| jscpd | Code duplication | — | ✓ deterministic |
| Coverage (coverlet / dotnet-coverage) | Line & branch coverage | 10.0.301 | ✓ deterministic |
| NuGet / dotnet | Outdated, vulnerable & deprecated dependencies | 10.0.301 | ✓ 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 | ✓ deterministic |
| LLM (sampled · advisory) | Documentation quality, ADR conformance, naming — sampled over a bounded sample; advisory, never a deterministic measurement | Local LLM | ◐ LLM · sampled · advisory |
Run transparency — what happened this run
- D18 Solution Shape — evaluation did not complete — Dimension evaluation failed — excluded from the score.
- D19 Documentation Quality — LLM provider failed — The model provider returned an unusable result, so this LLM-assisted dimension fell back to a measurement gap (confidence 0) rather than a penalty. Re-run with a reachable provider to score it.
- D30 Dependency Vulnerabilities — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
- D32 Data Compliance (PII/GDPR) — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
- D37 Vulnerability-disclosure Policy — scanner not present in this environment — The backing tool was not installed where this scan ran, so this dimension was not scored. Install the tool (or run in the hosted environment, where it is always present) for a graded result.
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 (jscpd) — it finds copy-paste, not semantic duplication expressed differently. Committed machine-written code (EF migration scaffolds, *.Designer.cs, model snapshots) is EXCLUDED — its repetition is the tool's, not the team's — so the score reflects hand-written duplication only; the generated footprint is reported separately under Solution Shape.
- D5 Coupling: Coupling is measured between projects/assemblies — runtime coupling through DI, reflection, messaging or shared databases is invisible to a static reference graph.
- 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.
- 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").
- 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.
- 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.
- D27 Navigability: Indirection/navigability is structural — it measures hops to follow a call, not whether that indirection buys real flexibility or just ceremony.
- 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").
- 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.
- D33 JS/npm Dependency Vulnerabilities: JS/npm CVE matching reads package manifests and lockfiles — risk from how a dependency is used, and advisories not yet published, fall outside this scan.
- 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
Dimensions
D1 · Cyclomatic Complexity
3 method(s) exceeded the cyclomatic complexity threshold of 15; the worst was BedrockLLMAgent.handle_streaming_response at 27.
D2 · Cognitive Complexity
20 method(s) exceeded the cognitive complexity threshold of 15; the worst was BedrockInlineAgent.inline_agent_tool_handler at 51.
What to do
- 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
0 god class(es) detected.
D4 · Code Duplication
5 duplicated block group(s) detected.
What to do
- Resolve the 1 Duplicated block (18 lines × 2) finding(s) in Code Duplication — start with bedrock_llm_agent.py. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 Duplicated block (15 lines × 2) finding(s) in Code Duplication — start with test_bedrock_inline_agent.py. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 Duplicated block (13 lines × 2) finding(s) in Code Duplication — start with anthropic_agent.py. — 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
0 projects, 0 dependency cycle(s), 0 unstable depended-on project(s).
What to do
- Enforce Coupling in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
D9 · Test Distribution
No test projects found.
What to do
- Resolve the 1 No tests found finding(s) in Test Distribution. — One of this dimension's main actionable groups (1 recommendation-level).
D12 · Dependency Hygiene
0 outdated, 0 vulnerable, 0 deprecated packages.
D13 · Secret Scanning
Secret scan ran and found no leaked secrets.
D21 · Naming Consistency
0 naming inconsistencies across 0 sampled symbols.
D26 · Project Cohesion
No projects to assess.
D27 · Navigability
Too little code to assess navigability.
D28 · Secrets (history)
gitleaks scanned the full history AND the current working tree and found no secrets.
D29 · Static Analysis (SAST)
15 finding(s): 0 critical, 11 high, 3 medium, 1 low.
What to do
- Resolve the 11 High finding(s) in Static Analysis (SAST) — start with claude-code-review.yml (2), claude.yml (2), on-docs-update.yml (2). — One of this dimension's main actionable groups (11 issue-level).
- Resolve the 3 Medium finding(s) in Static Analysis (SAST) — start with index.ts (3). — One of this dimension's main actionable groups (3 warning-level).
- Resolve the 1 Low finding(s) in Static Analysis (SAST) — start with main.py. — One of this dimension's main actionable groups (1 recommendation-level).
D31 · IaC & Container Security
5 finding(s): 0 critical, 0 high, 0 medium, 5 low.
D33 · JS/npm Dependency Vulnerabilities
No known-vulnerable JS/npm dependencies.
D36 · Supply-chain Provenance & Signing
0/4 supply-chain integrity signals present (provenance, signing, SBOM, pinned actions).
What to do
- Resolve the 1 Unpinned build actions finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 No build provenance finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 recommendation-level).
- Resolve the 1 No artifact signing finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 recommendation-level).
D38 · OSV Dependency Vulnerabilities
62 finding(s): 1 critical, 27 high, 28 medium, 6 low.
What to do
- Resolve the 27 High CVE finding(s) in OSV Dependency Vulnerabilities — start with package-lock.json (27). — One of this dimension's main actionable groups (27 issue-level).
- Resolve the 22 Medium CVE finding(s) in OSV Dependency Vulnerabilities — start with package-lock.json (22). — One of this dimension's main actionable groups (22 warning-level).
- Resolve the 1 Critical CVE finding(s) in OSV Dependency Vulnerabilities — start with package-lock.json. — One of this dimension's main actionable groups (1 issue-level).
Frontend & cross-cutting dimensions
AX5 · Architecture & structure
M1 · Documentation (README)
What to do
- Add a 'Testing' section to the root README — how to run the test suite.
M2 · Architecture documentation
- No Architecture Decision Records found — decisions aren't captured for future maintainers.
What to do
- Start an ADR log (docs/adr/) recording significant decisions and their rationale.
M3 · Folder & project structure
- Projects aren't grouped under a src/ folder — production and tooling code are mixed at the root.
- Test projects aren't grouped under a tests/ folder — the test surface isn't separable from production code at a glance.
What to do
- Group production code under src/ (or split deliberately, e.g. backend/ + frontend/) so production and tooling code aren't mixed at the root.
- Group test projects under tests/ (or test/, spec/) so the test surface is discoverable and CI can scope it.
M4 · Documentation accuracy
- README advertises Docker containerisation, but no Dockerfile/compose file exists
What to do
- Reconcile the README with reality: README advertises Docker containerisation, but no Dockerfile/compose file exists.
P1 · CI/CD gates
P2 · Observability
- No ILogger/Serilog usage found — production issues will be hard to diagnose.
What to do
- Adopt ILogger (or Serilog) and log at meaningful points across the projects.
- Consider OpenTelemetry tracing/metrics and a health-check endpoint for operability.
P3 · Security & performance tooling
- No static application security testing (CodeQL / security analyzers / codehealth) detected.
What to do
- Add a SAST step (e.g. CodeQL) or a security analyzer package.
- Enable Dependabot/Renovate or a dependency-review gate.
P4 · Deployment & Rollback
- Deployment automation exists but no readiness/liveness probes, rolling-update strategy, lifecycle hooks or migration job were evidenced — a bad release is harder to detect and reverse.
What to do
- Add readiness/liveness probes and a rolling-update (or blue/green) strategy so a bad release is caught and rolled back automatically.
R1 · Type Safety
R10 · Code Duplication
- typescript/src/agents/anthropicAgent.ts:206 · typescript/src/agents/bedrockLLMAgent.ts:217 — anthropicAgent.ts:206
- typescript/src/agents/agent.ts:80 · typescript/src/agents/agent.ts:124 · typescript/src/classifiers/classifier.ts:29 — agent.ts:80
- typescript/src/agents/anthropicAgent.ts:131 · typescript/src/agents/bedrockLLMAgent.ts:138 — anthropicAgent.ts:131
- typescript/src/classifiers/anthropicClassifier.ts:9 · typescript/src/classifiers/openAIClassifier.ts:8 — anthropicClassifier.ts:9
- typescript/src/agents/agent.ts:46 · typescript/src/agents/agent.ts:73 — agent.ts:46
- typescript/tests/classifiers/AnthropicClassifier.test.ts:91 · typescript/tests/classifiers/OpenAIClassifier.test.ts:97 — AnthropicClassifier.test.ts:91
- typescript/src/classifiers/anthropicClassifier.ts:87 · typescript/src/classifiers/bedrockClassifier.ts:107 · typescript/src/classifiers/openAIClassifier.ts:85 — anthropicClassifier.ts:87
- typescript/src/agents/anthropicAgent.ts:503 · typescript/src/agents/bedrockLLMAgent.ts:518 — anthropicAgent.ts:503
What to do
- Extract the duplicated blocks into shared functions/components.
R2 · Cyclomatic Complexity
- Branch-heavy code is where defects cluster — extract decisions into smaller functions. (×6) — bedrockInlineAgent.ts:101, awsSdkUtils.ts:17, anthropicAgent.ts:97, …
R3 · Large Files
- 4 file(s) over 400 lines
What to do
- Split the oversized components into smaller, focused ones.
R4 · Test Coverage
- No test imports this module directly or transitively — its behavior is unverified. (×8) — anthropicAgent.ts, bedrockInlineAgent.ts, supervisorAgent.ts, …
What to do
- Add tests that import the unreached modules (directly or through their public entry).
R5 · Dependency Freshness
What to do
- Bump outdated dependencies to current versions to limit upgrade debt.
R6 · Tooling
- test ✗ · lint ✓ · typecheck ✗
What to do
- Add the missing tooling (eslint, tsc) as package.json scripts and run them in CI.
R7 · Dead Code
- Unreachable from the 2 application, 2 tooling and 20 test entry point(s) detected in this repo. Gate removals on your build/type-check — an undetected custom entry would make these reachable.
- no import path from any entry point (2 application, 2 tooling, 20 test roots considered) (×3) — comprehendFilterAgent.ts, bedrockTranslatorAgent.ts, awsSdk.ts
- Nothing imports this binding — it is safe to review for removal. (×4) — amazonBedrockAgent.ts:25, bedrockFlowsAgent.ts:19, chainAgent.ts:10, …
What to do
- Delete the dead files and unused exports — every line is maintenance cost and rebuild-estimate inflation with zero runtime value.
R8 · Dependency Hygiene
- Declared in typescript/package.json but never imported anywhere in that package or its workspace members — dead weight and attack surface. Verify against build tooling before removing. (×3)
What to do
- Remove unused dependencies, declare unlisted imports explicitly, and demote type-/test-only packages to devDependencies.
R9 · Circular Imports
- typescript/src/agentOverlapAnalyzer.ts → typescript/src/classifiers/bedrockClassifier.ts → typescript/src/orchestrator.ts → typescript/src/storage/memoryChatStorage.ts → typescript/src/utils/logger.ts → typescript/src/agentOverlapAnalyzer.ts — agentOverlapAnalyzer.ts
What to do
- Break each cycle by extracting the shared piece into a module both sides can import.
X1 · Async correctness
X3 · Exception handling
X4 · Structured logging
Reference — by lens
| Lens | Score | Rating | Impact |
|---|---|---|---|
| Code Health | 78% | Strong | Solid. |
| Architecture | 88% | Strong | Strongest area. |
| Maturity | 51% | Adequate — gated by M2 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Readiness | 31% | Weak — gated by D9, R6, P2, P3 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Security | 52% | Adequate — gated by D29, D36, D38 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
Not included — 64 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
- AX10 Code composition — no source files detected — code composition not applicable
- AX2 Stateful singletons — no singleton implementations detected
- AX3 Project dependency cycles — no csproj graph available
- AX4 Dependency direction — no csproj graph available
- AX6 Interface segregation — no public interfaces
- 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 — no data
- 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 — ~7634 lines of test code exist on disk but weren't loaded from the analyzed solution (excluded from the .sln, or co-located/using a test attribute not loaded here), so test quality couldn't be assessed. Include the tests in the analyzed solution to enable this check.
- D11 Test Reliability — Test reliability not included
- D14 License Compliance — license scan produced no result — the tool ran but its JSON output could not be parsed; the offline NuGet fallback resolved nothing
- D15 Churn × Complexity Hotspots — single-commit history — no usable git history window to measure hotspots
- D16 Bus Factor — single-maintainer — knowledge-concentration (bus factor) risk
- D17 Explicit Debt — the C# workspace loaded 0 projects, so explicit-debt density could not be measured
- D18 Solution Shape — Dimension evaluation failed
- D19 Documentation Quality — LLM evaluation failed
- 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.
- D22 Internal API Consistency — No exposed public API
- D23 Boundary Type-Coupling — Zero projects and zero LoC mean the codebase is trivial and has no structure to justify boundaries.
- D24 Comment Value — No inline comments to assess — comment value is not applicable here.
- D25 ADR Conformance — no ADRs to check
- D30 Dependency Vulnerabilities — No .NET solution found; no NuGet dependencies to scan for vulnerabilities.
- D32 Data Compliance (PII/GDPR) — No PII/GDPR ruleset is bundled (the public p/gdpr semgrep pack was retired) — data compliance is not assessed in this scan.
- D34 Knowledge Freshness — early-stage repository — too little history to judge knowledge freshness
- D35 Change Coupling — no production change history to mine for change-coupling
- D37 Vulnerability-disclosure Policy — No vulnerability-disclosure policy file found (SECURITY.md, .github/SECURITY.md, docs/SECURITY.md, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed.
- D39 IL Efficiency — The target did not build, so no IL was available to measure.
- D6 Cohesion (LCOM4) — No production classes were analyzable, so cohesion (LCOM4) was not measured (the solution likely failed to load or has no production code).
- D7 Architectural Integrity — no checkable ADRs and no dependency cycles — architectural integrity not assessed
- D8 Code Coverage — Coverage not measured — test suite did not build
- DM1 Domain Modelling — not run — only 1/3 markers (38 value object(s))
- ED1 Event-Driven — not run — 0/3 markers found
- ED5 Idempotency — no mutating command handlers or message consumers detected — idempotency check not applicable
- ES1 Event Sourcing — not run — 0/3 markers found
- GD1 Unfinished & placeholder code — no source files
- IC1 Incompleteness & stubs — no C# methods found
- P12 CI test-gate honesty — no data
- 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
- P7 Outbound HTTP resilience — not applicable — this isn't a service/API/worker
- P8 Schema migrations — no EF Core usage detected
- P9 Domain vs controller coverage — no coverage report found on disk — run tests with `--collect:"XPlat Code Coverage"` (or in 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.
- PF3 Async & latency 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.
- R11 Import Boundaries — No recognizable feature-sliced/layered src layout — boundary rules not applicable.
- 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 — no data
- X2 Cancellation propagation — no async methods found
- X5 Nullable reference types — no NRT-eligible projects
Appendix A — Findings (grouped)
Issue — 40 finding(s)
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High CVE: [GHSA redacted] typescript/package-lock.json
- High: github-actions-mutable-action-tag .github/workflows/claude-code-review.yml:27
- High: github-actions-mutable-action-tag .github/workflows/claude-code-review.yml:33
- High: github-actions-mutable-action-tag .github/workflows/claude.yml:29
- High: github-actions-mutable-action-tag .github/workflows/claude.yml:35
- High: github-actions-mutable-action-tag .github/workflows/on-docs-update.yml:23
- High: github-actions-mutable-action-tag .github/workflows/on-docs-update.yml:25
- High: secrets-inherit .github/workflows/on-push.yml:20
- High: github-actions-mutable-action-tag .github/workflows/pr-issue-link-checker.yml:12
- High: github-actions-mutable-action-tag .github/workflows/swift-run-tests.yml:31
- High: github-actions-mutable-action-tag .github/workflows/ts-run-security-checks.yml:20
- High: github-actions-mutable-action-tag .github/workflows/ts-run-security-checks.yml:34
- Dimension evaluation failed
- Critical CVE: [GHSA redacted] typescript/package-lock.json
Warning — 34 finding(s)
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium CVE: [GHSA redacted] typescript/package-lock.json
- Medium: direct-response-write examples/chat-demo-app/lambda/multi-agent/index.ts:250
- Medium: direct-response-write examples/chat-demo-app/lambda/multi-agent/index.ts:278
- Medium: direct-response-write examples/chat-demo-app/lambda/multi-agent/index.ts:304
- single-maintainer — knowledge-concentration (bus factor) risk
- LLM evaluation failed
- Unpinned build actions
- Duplicated block (18 lines × 2) python/src/agent_squad/agents/bedrock_llm_agent.py:22
- Duplicated block (15 lines × 2) python/src/tests/agents/test_bedrock_inline_agent.py:14
- Duplicated block (13 lines × 2) python/src/agent_squad/agents/anthropic_agent.py:3
- Duplicated block (10 lines × 2) python/src/agent_squad/tools/mcp_tool_provider.py:2
- Duplicated block (8 lines × 2) python/src/agent_squad/agents/amazon_bedrock_agent.py:45
- Coverage not measured — test suite did not build
Recommendation — 13 finding(s)
- Low IaC: AWS-0025 examples/chat-demo-app/lib/airlines.yaml
- Low IaC: AWS-0066 examples/chat-demo-app/lib/airlines.yaml
- Low IaC: AWS-0066 examples/chat-demo-app/lib/airlines.yaml
- Low IaC: AWS-0066 examples/chat-demo-app/lib/airlines.yaml
- Low IaC: AWS-0066 examples/chat-demo-app/lib/airlines.yaml
- Test reliability not included
- single-commit history — no usable git history window to measure hotspots
- Low: wildcard-cors examples/fast-api-streaming/main.py:19
- early-stage repository — too little history to judge knowledge freshness
- No build provenance
- No artifact signing
- No SBOM
- No tests found
Info — 1 finding(s)
- No exposed public API
Appendix B — Reproduction & audit trail
| Dimension | Tool | Version | Command | Findings | Raw output |
|---|---|---|---|---|---|
| D28 · Secrets (history) | gitleaks | — | gitleaks detect --no-banner --report-format json --report-path /dev/stdout --exit-code 0 --source . | 0 | artifacts/raw/gitleaks-history.json |
| D29 · Static Analysis (SAST) | semgrep | — | semgrep --config /opt/semgrep-rules/security-audit.yml --config /opt/semgrep-rules/owasp-top-ten.yml --json --quiet --timeout 0 --metrics off . | 15 | artifacts/raw/semgrep.json |
| D30 · Dependency Vulnerabilities | dotnet (no .NET solution) | — | dotnet (no .NET solution): not present in this environment | 0 | — |
| D31 · IaC & Container Security | trivy | — | trivy config --format json --quiet . | 5 | artifacts/raw/trivy-config.json |
| D32 · Data Compliance (PII/GDPR) | semgrep | — | semgrep: not applicable — No PII/GDPR ruleset is bundled (the public p/gdpr semgrep pack was retired) — data compliance is not assessed in this scan. | 0 | — |
| D33 · JS/npm Dependency Vulnerabilities | trivy | — | trivy fs --scanners vuln --format json --quiet --severity CRITICAL,HIGH,MEDIUM,LOW --skip-dirs **/bin/** --skip-dirs **/obj/** . --skip-db-update | 0 | — |
| D37 · Vulnerability-disclosure Policy | disclosure | — | disclosure: not applicable — No vulnerability-disclosure policy file found (SECURITY.md, .github/SECURITY.md, docs/SECURITY.md, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed. | 0 | — |
| D38 · OSV Dependency Vulnerabilities | osv-scanner | — | osv-scanner --format json --recursive . | 62 | artifacts/raw/osv-scanner.json |