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.
AhmadHassan-BTed/Noria is sound in substance but carries real gaps (64%). It is not in crisis, but the issues below raise the cost of changing it — friction its consumers ultimately inherit.
It is strongest in Domain Modelling (100%) — the domain model is expressive and well-guarded. Architecture (99%) is solid too.
The area that most needs attention is Code Health (58%) — changes there are slower and more error-prone. Readiness (61%) is the next concern — 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.
Leadership focus, highest impact first: Migrate the remaining .js/.jsx files to TypeScript (Type Safety); oversized components into smaller (Large Files); SAST step to CI running what this repository's stack ships (Security & performance tooling).
For scale: Hobby (~162 production lines); rebuilding it from scratch would take roughly ~0.1 person-years (~1 engineer). Approximate, ±~30%.
It builds on a genuinely strong Domain Modelling foundation (100%); the priorities above are the highest-leverage way to bring the rest up to that level.
Raise Code Health 58 → 70 (the Healthy floor) ⇒ headline 64 → ~67.
New since the last scan (24+)
- D4 · Duplicated block (31 lines × 2) ui/views/profiles.py
- D4 · Duplicated block (23 lines × 2) ui/views/profiles.py
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/ci.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/release.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/release.yml
- D35 · Change coupling: app.py ↔ whatsapp-listener.js app.py
- D36 · PR-triggered workflow without a permissions block
- D38 · High CVE: [GHSA redacted] package-lock.json
- D38 · High CVE: [GHSA redacted] package-lock.json
- R10 · Duplicated block (18 lines × 2 locations) src/domains/jobs/index.js
- R10 · Duplicated block (13 lines × 2 locations) src/infrastructure/messaging/whatsapp-listener.js
- R10 · Duplicated block (11 lines × 2 locations) src/infrastructure/messaging/whatsapp-listener.js
- R10 · Duplicated block (9 lines × 2 locations) src/infrastructure/messaging/whatsapp-listener.js
- R2 · Complex function (anonymous) (cyclomatic 34, cognitive 37) src/infrastructure/messaging/whatsapp-listener.js
- R2 · Complex function (anonymous) (cyclomatic 28, cognitive 38) src/core/pipeline.js
Rebuild cost & value ~ Modeled — €1,300–€6,300
| Cost to rebuild | €1,300–€6,300 |
| Domain complexity | Standard |
| Quality factor | 0.9× (at 64% quality) |
| Size & shape | Hobby · 4% boilerplate · 32% straight-line · 64% branching logic |
| Dead frontend code | ~2 LoC unreachable (1 file(s)) |
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
At a glance — Domain Modelling
Security & Compliance — OWASP Top-10 mapping
| OWASP category | Findings | Severity |
|---|---|---|
| A03:2021 — Injection | 14 | High / Critical |
| A06:2021 — Vulnerable & Outdated Components | 2 | High / Critical |
Roadmap
First, migrate the remaining JavaScript files to TypeScript to enforce type safety across the codebase. Next, split the three oversized components into smaller, more focused units to improve maintainability. Then, integrate a static application security testing step into the CI pipeline to fail the build on security regressions. Additionally, implement automated versioning in the build manifests to ensure all releases are traceable. Finally, add a TypeScript check to the CI process to catch type errors early.
| Do this | Helps | Effort | Dimension |
|---|---|---|---|
| Migrate the remaining .js/.jsx files to TypeScript. | +5.8 pts | Medium | Type Safety |
| Split the oversized components into smaller, focused ones. | +5.0 pts | Medium | Large Files |
| Add a SAST step to CI running what this repository's stack ships: bandit, `semgrep --config=p/python`, or CodeQL's python pack — so a security regression fails the build instead of landing. | +4.8 pts | Medium | Security & performance tooling |
| Stamp a version in your build/package manifest (e.g. csproj <Version>, package.json, pyproject.toml, Cargo.toml, or a VERSION file) or tag releases with semver so builds and releases are traceable. | +4.8 pts | Medium | Release Hygiene |
| Add `tsc --noEmit` as package.json scripts and run them in CI. | +4.3 pts | Medium | Tooling |
| Break down the listed branch-heavy functions; aim P95 cyclomatic ≤ 5. | +4.0 pts | Medium | Cyclomatic Complexity |
| Add tests that import the unreached modules (directly or through their public entry). | +3.9 pts | Medium | Test Coverage |
| Add an approval/environment gate (required reviewers / protection rules) before production promotion. | +3.3 pts | Medium | Deployment & Rollback |
File quality
| File | Score | Band | Worst signal |
|---|---|---|---|
| .github/workflows/ci.yml | 4.4 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| .github/workflows/release.yml | 5.8 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| package-lock.json | 5.8 | Mixed | OSV Dependency Vulnerabilities: High CVE: [GHSA redacted] |
| ui/views/profiles.py | 7.2 | Mixed | Code Duplication: Duplicated block (31 lines × 2) |
| .github/dependabot.yml | 7.2 | Mixed | Static Analysis (SAST): High: dependabot-missing-cooldown |
| ui/components/device_card.py | 7.8 | Mixed | Code Duplication: Duplicated block (9 lines × 2) |
| app.py | 8.5 | Near-clean | Change Coupling: Change coupling: app.py ↔ whatsapp-listener.js |
| ui/state.py | 9.3 | Near-clean | Static Analysis (SAST): Low: subprocess-shell-true |
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. 32 of 33 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 — 33 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, 33 of 44 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 | 10.0.302 | ✓ deterministic |
| NuGet / dotnet | Outdated, vulnerable & deprecated dependencies | 10.0.302 | ✓ 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
- 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.
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
- D4 Code Duplication: Duplication is token-similarity (jscpd) — 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.
- 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").
- 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.
- 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.
- 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.
- 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.
- DM6 Domain ↔ infrastructure boundary: Infrastructure reached through a hand-rolled wrapper, a domain-named facade, reflection, or a string-keyed service locator resolves to a non-infra type and isn't seen; the body scan is symbol resolution over syntax, not full dataflow. A clean result means "no resolved infra reference in a domain body", not a proof of 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.
The LLM boundary
Dimensions
D4 · Code Duplication
6 duplicated block group(s) detected.
D13 · Secret Scanning
Secret scan ran and found no leaked secrets.
D15 · Churn × Complexity Hotspots
Top hotspots: ui/views/profiles.py (7×91=637); ui/components/device_card.py (7×52=364); src/core/pipeline.js (11×28=308)
D16 · Bus Factor
1 source file(s) have their living knowledge concentrated in one author (≥90% of recent, decayed contribution). The largest is scripts/launcher.cs.
What to do
- Resolve the 1 Small-team knowledge concentration finding(s) in Bus Factor. — One of this dimension's main actionable groups (1 recommendation-level).
D21 · Naming Consistency
0 naming inconsistencies across 0 sampled symbols.
D28 · Secrets (history)
2 finding(s): 0 critical, 2 high, 0 medium, 0 low. Remediation for historically-committed secrets is credential rotation — they remain in history regardless of later deletion.
What to do
- Improve Secrets (history) — currently 8.0/10. — 2 finding(s): 0 critical, 2 high, 0 medium, 0 low. Remediation for historically-committed secrets is credential rotation — they remain in history regardless of later deletion.
D29 · Static Analysis (SAST)
14 finding(s): 0 critical, 13 high, 0 medium, 1 low.
What to do
- Resolve the 13 High finding(s) in Static Analysis (SAST) — start with ci.yml (10), release.yml (2), dependabot.yml. — One of this dimension's main actionable groups (13 issue-level).
- Resolve the 1 Low finding(s) in Static Analysis (SAST) — start with state.py. — One of this dimension's main actionable groups (1 recommendation-level).
D31 · IaC & Container Security
trivy found no infrastructure-as-code or container misconfigurations.
D33 · JS/npm Dependency Vulnerabilities
No known-vulnerable JS/npm dependencies.
D34 · Knowledge Freshness
Every significant source file has living knowledge — recently and meaningfully worked.
D35 · Change Coupling
Strongest change-coupling: app.py↔whatsapp-listener.js 53%
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 PR-triggered workflow without a permissions block 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).
D37 · Vulnerability-disclosure Policy
A vulnerability-disclosure policy (docs/SECURITY.md) is published with a reporting contact.
D38 · OSV Dependency Vulnerabilities
2 finding(s): 0 critical, 2 high, 0 medium, 0 low.
What to do
- Resolve the 2 High CVE finding(s) in OSV Dependency Vulnerabilities — start with package-lock.json (2). — One of this dimension's main actionable groups (2 issue-level).
Frontend & cross-cutting dimensions
DM6 · Domain ↔ infrastructure boundary
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
M4 · Documentation accuracy
P1 · CI/CD gates
P3 · Security & performance tooling
- No static application security testing detected. For this repository's stack, add bandit, `semgrep --config=p/python`, or CodeQL's python pack as a CI step.
What to do
- Add a SAST step to CI running what this repository's stack ships: bandit, `semgrep --config=p/python`, or CodeQL's python pack — so a security regression fails the build instead of landing.
- Add gitleaks/trufflehog in CI to block PRs that introduce committed secrets.
P4 · Deployment & Rollback
What to do
- Add an approval/environment gate (required reviewers / protection rules) before production promotion.
P6 · Release Hygiene
What to do
- Stamp a version in your build/package manifest (e.g. csproj <Version>, package.json, pyproject.toml, Cargo.toml, or a VERSION file) or tag releases with semver so builds and releases are traceable.
R1 · Type Safety
- 0 typed · 57 plain JS
What to do
- Migrate the remaining .js/.jsx files to TypeScript.
R10 · Code Duplication
- src/infrastructure/llm/gemini.js:98 · src/infrastructure/llm/groq.js:94 — gemini.js:98
- src/infrastructure/llm/gemini.js:204 · src/infrastructure/llm/groq.js:217 — gemini.js:204
- src/infrastructure/llm/gemini.js:14 · src/infrastructure/llm/groq.js:13 — gemini.js:14
- src/domains/jobs/index.js:12 · src/domains/scholarships/index.js:12 — index.js:12
- src/utils/metrics.js:10 · src/utils/metrics.js:27 · src/utils/metrics.js:43 — metrics.js:10
- src/infrastructure/messaging/whatsapp-listener.js:422 · src/infrastructure/messaging/whatsapp-listener.js:444 — whatsapp-listener.js:422
- src/infrastructure/messaging/whatsapp-listener.js:513 · src/infrastructure/messaging/whatsapp-listener.js:531 — whatsapp-listener.js:513
- src/infrastructure/messaging/whatsapp-listener.js:437 · src/infrastructure/messaging/whatsapp-listener.js:460 — whatsapp-listener.js:437
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. (×8) — whatsapp-listener.js:723, pipeline.js:234, templateBuilder.js:16, …
What to do
- Break down the listed branch-heavy functions; aim P95 cyclomatic ≤ 5.
R3 · Large Files
What to do
- Split the oversized components into smaller, focused ones.
R4 · Test Coverage
- No test imports this module directly or transitively. If it is a CLI, check whether a suite runs it as a child process; otherwise it has no test reaching it. (×8) — launcher.js, index.js, queue.js, …
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 `tsc --noEmit` as package.json scripts and run them in CI.
R7 · Dead Code
- Unreachable from the 6 application, 0 tooling and 17 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 (6 application, 0 tooling, 17 test roots considered) — test-models.js
R8 · Dependency Hygiene
R9 · Circular Imports
Reference — by lens
| Lens | Score | Rating | Impact |
|---|---|---|---|
| Code Health | 58% | Adequate — gated by R1 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Architecture | 99% | Exemplary | Solid. |
| Maturity | 75% | Strong | Solid. |
| Readiness | 61% | Adequate — gated by P3 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Security | 68% | Adequate — gated by D29, D36 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Domain Modelling | 100% | Exemplary | Strongest area. |
Not included — 79 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 — not assessed — code composition is computed by ROLE over the .NET document set and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- AX2 Stateful singletons — no singleton implementations detected
- AX3 Project dependency cycles — not assessed — project cycles and dependency direction are computed over the .NET project-reference graph and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- AX4 Dependency direction — not assessed — project cycles and dependency direction are computed over the .NET project-reference graph and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- AX5 Architecture & structure — not assessed — architecture style/structure is computed from the .NET project graph (projects, types, namespaces) and no such graph was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- AX6 Interface segregation — not assessed — interface segregation is computed over the .NET type surface and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- AX7 Slice cohesion — not applicable — not a vertical-slice architecture
- AX8 Test isolation — not assessed — test isolation is computed from the .NET project graph (which projects are test projects, and what they reference) and no such graph was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- 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 — Not assessed: these personal data controls are read from C# source (attributes, middleware, entity/column names, guard methods) and no C# source was loaded for this repository — because it is written in another language, or the solution failed to load. Absence of a .NET idiom is NOT evidence that this repository lacks personal data controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- C2 Access Controls — Not assessed: these authorization controls are read from C# source (attributes, middleware, entity/column names, guard methods) and no C# source was loaded for this repository — because it is written in another language, or the solution failed to load. Absence of a .NET idiom is NOT evidence that this repository lacks authorization controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- C3 Audit Trail — Not assessed: these audit controls are read from C# source (attributes, middleware, entity/column names, guard methods) and no C# source was loaded for this repository — because it is written in another language, or the solution failed to load. Absence of a .NET idiom is NOT evidence that this repository lacks audit controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- C4 Data Retention — Not assessed: these retention controls are read from C# source (attributes, middleware, entity/column names, guard methods) and no C# source was loaded for this repository — because it is written in another language, or the solution failed to load. Absence of a .NET idiom is NOT evidence that this repository lacks retention controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- C5 Data-Subject Rights — Not assessed: these data-subject rights controls are read from C# source (attributes, middleware, entity/column names, guard methods) and no C# source was loaded for this repository — because it is written in another language, or the solution failed to load. Absence of a .NET idiom is NOT evidence that this repository lacks data-subject rights controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- D1 Cyclomatic Complexity — Most of this repository's production source (.cs, .js) had no cyclomatic complexity computed for it, so cyclomatic complexity was not measured — whatever else this pass did read is not this repository's complexity. Not scored: no method bodies were exposed for those file kinds by any language model this pass could load. This is a gap in the analysis run, not a finding about this repository.
- D10 Test Quality — ~0 lines of test source are present (.js) but the test-quality collector reads C# only, 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
- D12 Dependency Hygiene — Dependency hygiene not measured — dependency manifest found but not parsed for hygiene
- D14 License Compliance — Not scored — this repository's package manifest is not parsed for licence data yet. A gap in the analyzer's language coverage, NOT a finding that the repository's licenses are compliant (a Python pyproject.toml/requirements.txt (pip/uv/Poetry), package.json), which this pass does not parse yet — so this dimension asserts nothing about this repository's licensing in either direction.
- D17 Explicit Debt — explicit-debt markers are read through a C# workspace today, so they were not read for this repository's language — this asserts nothing about how many markers the code carries. Not scored — this is a gap in the analyzer, not a finding about this repository
- D18 Solution Shape — D18 scores the shape of a .NET solution; this repository has no .NET solution or project files, so the dimension does not apply.
- D19 Documentation Quality — LLM evaluation failed
- D2 Cognitive Complexity — Most of this repository's production source (.cs, .js) had no cognitive complexity computed for it, so cognitive complexity was not measured — whatever else this pass did read is not this repository's complexity. Not scored: no method bodies were exposed for those file kinds by any language model this pass could load. This is a gap in the analysis run, not a finding 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.
- D22 Internal API Consistency — No exposed public API
- D23 Boundary Type-Coupling — Production source is present (.cs, .py) but bounded contexts are resolved over the C#/VB project set, which exposed none, so context scope could not be assessed. Not scored — this is a gap in the analyzer, not a verdict about this repository. Declaring the codebase's bounded contexts (≥2) would let cross-boundary type coupling be assessed — see the recommendation on this dimension for where. Declare them in `.codehealth/config.yaml` at the repository root (create it if absent), mapping each context name to the namespace prefixes that belong to it — e.g. `architecture:` → `contexts:` → `Billing: ["Acme.Billing"]`, `Catalog: ["Acme.Catalog"]`.
- D24 Comment Value — No inline comments to assess — comment value is not applicable here.
- D25 ADR Conformance — no ADRs to check
- D26 Project Cohesion — Project cohesion is assessed over the .NET project set; this target exposed no projects, so project size and spread could not be assessed. Not scored — this is a gap in the analyzer's reach, not a verdict about this repository.
- D27 Navigability — No calls could be sampled, so navigability was not assessed — tracing effort is measured over resolved call sites and this target exposed none. Not scored — this is a gap in the analyzer's reach, not a verdict about this repository.
- D3 God Classes — Most of this repository's production source (.cs, .js) was not read by god-class detection, so class size was not assessed for the languages that are the product — whatever else this pass did read is not this repository's class size. Not scored — this is a gap in the analyzer, not a verdict about this repository.
- D30 Dependency Vulnerabilities — Not scored — no dependency manifest in a supported ecosystem was read for this repository. A gap in the analyzer's language coverage, NOT a finding that the repository is free of vulnerable dependencies (a Python pyproject.toml/requirements.txt (pip/uv/Poetry), package.json — not scanned yet) — where an OSV-supported manifest exists, dependency vulnerabilities for this repository are reported under D38 instead.
- 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.
- D39 IL Efficiency — D39 measures the IL emitted by a .NET build; this repository has no .NET solution or project files, so the dimension does not apply.
- D40 Network Egress Confinement — No Kubernetes/orchestration workloads found in the repository manifests; network egress policy is a cluster-native control that may live at the platform/firewall layer, so there is nothing to assess here.
- D41 Kernel & Syscall Confinement — No Kubernetes/orchestration workloads found in the repository manifests; seccomp/AppArmor/SELinux confinement is a workload-level control, so there is nothing to assess here.
- D42 Runtime Threat Enforcement — No Kubernetes/orchestration workloads found in the repository manifests; runtime threat-detection and admission-control policy are cluster-level controls, so there is nothing to assess here.
- D5 Coupling — Inter-project coupling could not be assessed — no analyzable project graph was found for this repository. Not scored: a gap in the analyzer's reach, not a verdict about this repository. (Coupling here is Martin afferent/efferent/instability plus reference cycles across a project-reference graph, read today from .NET project files; other ecosystems' module graphs are not read yet.)
- D6 Cohesion (LCOM4) — Cohesion (LCOM4) is measured over a C#/VB class graph, and this repository's production source is .py, which this pass does not read — so no class could be assessed. Not scored — this is a gap in the analyzer, not a finding about this repository.
- D7 Architectural Integrity — no checkable ADRs and no dependency cycles — architectural integrity not assessed
- D8 Code Coverage — Coverage not included — suite not readable by the collector
- D9 Test Distribution — Test source is present (.js) but the test-pyramid classifier reads C# only, so its unit/integration/BDD/E2E split couldn't be counted. Not scored — this is a gap in the analyzer, not a finding about this repository.
- DM1 Aggregate boundaries — not scored for TypeScript: a class holding another class reads the same whether the inner type is an aggregate or a value object, so this cannot be decided from source without guessing — reported as guidance rather than measured
- DM2 Strongly-typed ids — not scored for TypeScript: branded ids (`type Id = string & { __brand }`) are an uncommon idiom, so a bare-string id is not on its own evidence of a missing typed id — reported as guidance rather than measured
- DM3 Integration-event coupling — not scored for TypeScript: a domain type used across packages is indistinguishable in source from a deliberate shared-kernel package, so this is reported as guidance rather than measured
- DM4 Rich vs anemic model — not scored for TypeScript: telling a rich domain entity from an anemic data holder needs the behaviour a source-only read cannot always attribute (components, DTOs and readonly value objects are all legitimately data-shaped), so this is reported as guidance rather than measured
- DM5 Encapsulated state — not scored for TypeScript: the language already steers state behind #private/private/readonly, so a mutable public field is rare enough that we report this as guidance rather than measuring it
- DM7 Repository granularity — not scored for TypeScript: deciding whether a repository belongs to an aggregate root needs the aggregate structure, which source alone does not state — reported as guidance rather than measured
- ED1 Event-Driven — not scored — this repository shows none of the 3 signals this check looks for
- ED5 Idempotency — no mutating command handlers or message consumers detected — idempotency check not applicable
- ES1 Event Sourcing — not scored — this repository shows none of the 3 signals this check looks for
- GD1 Unfinished & placeholder code — no source files
- IC1 Incompleteness & stubs — not analysed — these correctness checks are read from C# source and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- P12 CI test-gate honesty — no data
- P2 Observability — Observability was not assessed: this check reads a source model that does not carry this repository's product — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of a logging idiom this check recognises is NOT evidence that this repo lacks structured logging (it may log through its own ecosystem's logger). This is a gap in the analyzer, not a finding about this repository.
- P5 DR & Backup — not evidenced — repo shows no backup/RTO/RPO controls; absence of evidence is not evidence of a working control
- P7 Outbound HTTP resilience — not applicable — this isn't a service/API/worker
- P8 Schema migrations — not assessed — schema-migration practice is read from 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
- P9 Domain vs controller coverage — no coverage report found on disk — produce a coverage report in a standard format (`coverage run -m pytest` then `coverage xml`) into the repo working tree before the scan — a CI step is the usual place, since the artefact is commonly gitignored, or wire coverage collection into CI, to enable this cross-layer check
- PF1 Benchmark discipline — Performance was not assessed: this lens reads a source model that was not loaded for this repository, because the repository is written in a language this lens does not yet model or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository — in particular it is NOT a statement that this repo is unpackaged or performance-careless.
- PF2 Allocation hygiene — Performance was not assessed: this lens reads a source model that was not loaded for this repository, because the repository is written in a language this lens does not yet model or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository — in particular it is NOT a statement that this repo is unpackaged or performance-careless.
- PF3 Async & latency hygiene — Performance was not assessed: this lens reads a source model that was not loaded for this repository, because the repository is written in a language this lens does not yet model or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository — in particular it is NOT a statement that this repo is unpackaged or performance-careless.
- R11 Import Boundaries — No recognizable feature-sliced/layered src layout — boundary rules not applicable.
- S1 Web-Security Posture — Not assessed: these web-security controls are read from C# source (attributes, middleware, entity/column names, guard methods) and no C# source was loaded for this repository — because it is written in another language, or the solution failed to load. Absence of a .NET idiom is NOT evidence that this repository lacks web-security controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- SC1 Supply-chain hygiene — no data
- X1 Async correctness — not analysed — these correctness checks are read from C# source and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- X2 Cancellation propagation — not analysed — these correctness checks are read from C# source and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- X3 Exception handling — not analysed — these correctness checks are read from C# source and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
- X4 Structured logging — not analysed — these correctness checks are read from C# source and none was loaded for this repository, because it is written in another language or the solution 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 are read from C# source and none was loaded for this repository, because it is written in another language or the solution failed to load. This is a gap in the analyzer, not a finding about this repository
Appendix A — Findings (grouped)
Issue — 15 finding(s)
- High: dependabot-missing-cooldown .github/dependabot.yml:3
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:15
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:16
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:34
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:35
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:43
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:53
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:54
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:68
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:69
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:76
- High: github-actions-mutable-action-tag .github/workflows/release.yml:18
- High: github-actions-mutable-action-tag .github/workflows/release.yml:23
- High CVE: [GHSA redacted] package-lock.json
- High CVE: [GHSA redacted] package-lock.json
Warning — 20 finding(s)
- Hotspot: ui/views/profiles.py ui/views/profiles.py
- Hotspot: ui/components/device_card.py ui/components/device_card.py
- Hotspot: src/core/pipeline.js src/core/pipeline.js
- Hotspot: ui/views/profile_form.py ui/views/profile_form.py
- Hotspot: ui/views/scans.py ui/views/scans.py
- Hotspot: src/launcher.js src/launcher.js
- Hotspot: src/utils/retry.js src/utils/retry.js
- Hotspot: src/utils/validators.js src/utils/validators.js
- Hotspot: src/infrastructure/messaging/whatsapp-listener.js src/infrastructure/messaging/whatsapp-listener.js
- Hotspot: src/domains/scholarships/templateBuilder.js src/domains/scholarships/templateBuilder.js
- Duplicated block (9 lines × 2) ui/components/device_card.py:304
- Duplicated block (9 lines × 2) ui/views/profiles.py:458
- LLM evaluation failed
- Change coupling: app.py ↔ whatsapp-listener.js app.py
- Unpinned build actions
- PR-triggered workflow without a permissions block
- Duplicated block (31 lines × 2) ui/views/profiles.py:146
- Duplicated block (23 lines × 2) ui/views/profiles.py:396
- Duplicated block (17 lines × 2) ui/views/profiles.py:531
- Duplicated block (6 lines × 2) ui/components/device_card.py:490
Recommendation — 7 finding(s)
- Test reliability not included
- Small-team knowledge concentration
- Low: subprocess-shell-true ui/state.py:201
- No build provenance
- No artifact signing
- No SBOM
- Coverage not included — suite not readable by the collector
Info — 2 finding(s)
- Dependency hygiene not measured — dependency manifest found but not parsed for hygiene
- 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 . | 2 | 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 . | 14 | artifacts/raw/semgrep.json |
| D30 · Dependency Vulnerabilities | none (no readable dependency manifest) | — | none (no readable dependency manifest): not present in this environment | 0 | — |
| D31 · IaC & Container Security | trivy | — | trivy config --format json --quiet . | 0 | 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 | — |
| D38 · OSV Dependency Vulnerabilities | osv-scanner | — | osv-scanner --format json --recursive . | 2 | artifacts/raw/osv-scanner.json |
| 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 | — |