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.
joernio/joern is in good health (72%). It can be evolved and depended on with normal engineering discipline; the items below are improvements, not blockers.
It is strongest in Architecture (85%) — the structure is clean and changes stay contained. Readiness (81%) is solid too.
The area that most needs attention is Maturity (67%) — 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: Start an ADR log (docs/adr/) recording significant decisions… (Architecture documentation); 'Architecture' / 'How it works' section to the root README (Documentation (README)); 3 Orphaned knowledge finding(s) (Knowledge Freshness).
For scale: Large (~110,012 production lines); rebuilding it from scratch would take roughly ~2.2 person-years (~1–5 engineers). Approximate, ±~30%.
Encouragingly, the gaps are in documentation and release process — not in the code's correctness, structure or security, which are strong. They're low-risk to close, and doing so would lift the grade without re-engineering anything that already works.
Raise Maturity 67 → 70 (the Healthy floor) ⇒ headline 72 → ~73.
New since the last scan (8+)
- D29 · High: dependabot-missing-cooldown .github/dependabot.yml
- D29 · High: tainted-sql-string joern-cli/frontends/javasrc2cpg/src/main/scala/io/joern/javasrc2cpg/astcreation/statements/AstForForLoopsCreator.scala
- D29 · Medium: phpinfo-use composer-setup.php
- D29 · Medium: sax-dtd-enabled semanticcpg/src/main/scala/io/shiftleft/semanticcpg/utils/SecureXmlParsing.scala
- D35 · Change coupling: AstForDeclarationsCreator.scala ↔ AstForPrimitivesCreator.scala joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForDeclarationsCreator.scala
- D35 · Change coupling: AstForExprSyntaxCreator.scala ↔ AstForSyntaxCollectionCreator.scala joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForExprSyntaxCreator.scala
- D35 · Change coupling: AstForExpressionsCreator.scala ↔ AstForPrimitivesCreator.scala joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForExpressionsCreator.scala
- D36 · PR-triggered workflow without a permissions block
Rebuild cost & value ~ Modeled — €110,000–€540,000
| Cost to rebuild | €110,000–€540,000 |
| Domain complexity | Standard |
| Quality factor | 1.0× (at 72% quality) |
| Size & shape | Large · effort split not classified (source measured from disk; the effort-tier breakdown is a C#-only syntax walk) |
This codebase represents roughly ~2.2 person-years of build effort (about ~€320,000 to rebuild). Its weakest lens is Maturity at 67% — the part of that asset most exposed by the findings below.
Top priorities
Diagnosis — what's actually going on
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 |
|---|---|---|
| A05:2021 — Security Misconfiguration | 13 | High / Critical |
| A03:2021 — Injection | 4 | High / Critical |
Roadmap
Begin by establishing an ADR log to record significant architectural decisions and their rationale. Next, update the root README with an 'Architecture' or 'How it works' section to clarify the system's high-level design. Address the three orphaned knowledge findings in JavaScriptInterface.scala, ArbitraryFileWrites.scala, and Intents.scala to improve knowledge freshness. Mitigate off-boarding risks by resolving the four bus factor findings. Finally, resolve the two high-severity static analysis issues in dependabot.yml and AstForForLoops.scala.
| Do this | Helps | Effort | Dimension |
|---|---|---|---|
| Resolve the 3 Orphaned knowledge finding(s) in Knowledge Freshness — start with JavaScriptInterface.scala, ArbitraryFileWrites.scala, Intents.scala. | +3.7 pts | Low | Knowledge Freshness |
| Start an ADR log (docs/adr/) recording significant decisions and their rationale. | +6.6 pts | Medium | Architecture documentation |
| Resolve the 4 Off-boarding risk finding(s) in Bus Factor. | +3.1 pts | Low | Bus Factor |
| Add an 'Architecture' / 'How it works' section to the root README — the high-level shape. | +4.9 pts | Medium | Documentation (README) |
| Resolve the 2 High finding(s) in Static Analysis (SAST) — start with dependabot.yml, AstForForLoopsCreator.scala. | +1.4 pts | Low | Static Analysis (SAST) |
| Resolve the 7 High IaC finding(s) in IaC & Container Security — start with Dockerfile (4), Dockerfile.alma, Dockerfile.alma8. | +1.4 pts | Low | IaC & Container Security |
| Resolve the 2 Medium finding(s) in Static Analysis (SAST) — start with composer-setup.php, SecureXmlParsing.scala. | +1.2 pts | Low | Static Analysis (SAST) |
| Resolve the 1 No SBOM finding(s) in Supply-chain Provenance & Signing. | +1.1 pts | Low | Supply-chain Provenance & Signing |
File quality
| File | Score | Band | Worst signal |
|---|---|---|---|
| .devcontainer/Dockerfile | 2.7 | Slop | IaC & Container Security: High IaC: DS-0002 |
| Dockerfile | 3.7 | Slop | IaC & Container Security: High IaC: DS-0002 |
| ci/Dockerfile.alma | 5.1 | Mixed | IaC & Container Security: High IaC: DS-0002 |
| ci/Dockerfile.alma8 | 5.1 | Mixed | IaC & Container Security: High IaC: DS-0002 |
| ci/Dockerfile.slim | 5.1 | Mixed | IaC & Container Security: High IaC: DS-0002 |
| joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForExprSyntaxCreator.scala | 7.2 | Mixed | Change Coupling: Change coupling: AstForExprSyntaxCreator.scala ↔ AstForTypeSyntaxCreator.scala |
| .github/dependabot.yml | 7.2 | Mixed | Static Analysis (SAST): High: dependabot-missing-cooldown |
| joern-cli/frontends/javasrc2cpg/src/main/scala/io/joern/javasrc2cpg/astcreation/statements/AstForForLoopsCreator.scala | 7.2 | Mixed | Static Analysis (SAST): High: tainted-sql-string |
| joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForExpressionsCreator.scala | 7.8 | Mixed | Change Coupling: Change coupling: AstForExpressionsCreator.scala ↔ AstForTemplateDomCreator.scala |
| composer-setup.php | 7.9 | Mixed | Static Analysis (SAST): Medium: phpinfo-use |
| semanticcpg/src/main/scala/io/shiftleft/semanticcpg/utils/SecureXmlParsing.scala | 7.9 | Mixed | Static Analysis (SAST): Medium: sax-dtd-enabled |
| joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForDeclSyntaxCreator.scala | 8.5 | Near-clean | Change Coupling: Change coupling: AstForDeclSyntaxCreator.scala ↔ AstForTypeSyntaxCreator.scala |
| joern-cli/frontends/javasrc2cpg/src/main/scala/io/joern/javasrc2cpg/astcreation/expressions/AstForNameExpressionsCreator.scala | 8.5 | Near-clean | Change Coupling: Change coupling: AstForNameExpressionsCreator.scala ↔ AstForSimpleExpressionsCreator.scala |
| joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForStatementsCreator.scala | 8.5 | Near-clean | Change Coupling: Change coupling: AstForStatementsCreator.scala ↔ AstForTemplateDomCreator.scala |
| joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForDeclarationsCreator.scala | 8.5 | Near-clean | Change Coupling: Change coupling: AstForDeclarationsCreator.scala ↔ AstForPrimitivesCreator.scala |
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. 15 of 16 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 0.4 — 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 — 16 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, 30 of 46 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
- 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").
- 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.
- 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.
- 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
D13 · Secret Scanning
Secret scan ran and found no leaked secrets.
D16 · Bus Factor
76 source file(s) have their living knowledge concentrated in one author (≥90% of recent, decayed contribution). The largest is joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForDeclSyntaxCreator.scala.
What to do
- Resolve the 4 Off-boarding risk finding(s) in Bus Factor. — One of this dimension's main actionable groups (4 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).
D21 · Naming Consistency
0 naming inconsistencies across 0 sampled symbols.
D28 · Secrets (history)
gitleaks scanned the full history AND the current working tree and found no secrets.
D29 · Static Analysis (SAST)
4 finding(s): 0 critical, 2 high, 2 medium, 0 low.
What to do
- Resolve the 2 High finding(s) in Static Analysis (SAST) — start with dependabot.yml, AstForForLoopsCreator.scala. — One of this dimension's main actionable groups (2 issue-level).
- Resolve the 2 Medium finding(s) in Static Analysis (SAST) — start with composer-setup.php, SecureXmlParsing.scala. — One of this dimension's main actionable groups (2 warning-level).
D31 · IaC & Container Security
13 finding(s): 0 critical, 7 high, 6 medium, 0 low.
What to do
- Resolve the 7 High IaC finding(s) in IaC & Container Security — start with Dockerfile (4), Dockerfile.alma, Dockerfile.alma8. — One of this dimension's main actionable groups (7 issue-level).
- Resolve the 6 Medium IaC finding(s) in IaC & Container Security — start with Dockerfile (3), Dockerfile.alma, Dockerfile.alma8. — One of this dimension's main actionable groups (6 warning-level).
D34 · Knowledge Freshness
56 of 389 significant source file(s) are orphaned — their living knowledge has decayed to nothing, so no one currently understands them. The largest is querydb/src/main/scala/io/joern/scanners/android/JavaScriptInterface.scala.
What to do
- Resolve the 3 Orphaned knowledge finding(s) in Knowledge Freshness — start with JavaScriptInterface.scala, ArbitraryFileWrites.scala, Intents.scala. — One of this dimension's main actionable groups (3 issue-level).
- Resolve the 1 Further orphaned files (smaller) finding(s) in Knowledge Freshness. — One of this dimension's main actionable groups (1 recommendation-level).
D35 · Change Coupling
Strongest change-coupling: AstForDeclSyntaxCreator.scala↔AstForTypeSyntaxCreator.scala 87%; AstForNameExpressionsCreator.scala↔AstForSimpleExpressionsCreator.scala 80%; AstForExprSyntaxCreator.scala↔AstForTypeSyntaxCreator.scala 80%
What to do
- Resolve the 10 Change coupling finding(s) in Change Coupling — start with AstForExprSyntaxCreator.scala (4), AstForExpressionsCreator.scala (2), AstForDeclSyntaxCreator.scala. — One of this dimension's main actionable groups (10 warning-level).
D36 · Supply-chain Provenance & Signing
2/4 supply-chain integrity signals present (provenance, signing, SBOM, pinned actions).
What to do
- 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).
- Resolve the 1 No SBOM finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 recommendation-level).
Frontend & cross-cutting dimensions
M1 · Documentation (README)
What to do
- Add an 'Architecture' / 'How it works' section to the root README — the high-level shape.
- Add a README to the 10 of 23 project(s) that lack one — worth up to 0.9 pts.
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
What to do
- Add gitleaks/trufflehog in CI to block PRs that introduce committed secrets.
P4 · Deployment & Rollback
Reference — by lens
| Lens | Score | Rating | Impact |
|---|---|---|---|
| Architecture | 85% | Strong | Strongest area. |
| Maturity | 67% | Adequate — gated by M2 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Readiness | 81% | Strong | Solid. |
| Security | 71% | Strong | Solid. |
Not included — 78 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 (.java, .py, .scala) 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 — ~127214 lines of test source are present (.scala, .java, .kt) 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 (an sbt build (build.sbt)), which this pass does not parse yet — so this dimension asserts nothing about this repository's licensing in either direction.
- D15 Churn × Complexity Hotspots — complexity unreadable for .java, .py, .scala — churn × complexity hotspots could not be measured
- 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 (.java, .py, .scala) 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 (.java, .php, .py, .scala) 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 (.java, .py, .scala) 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 (an sbt build (build.sbt) — 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.
- D33 JS/npm Dependency Vulnerabilities — No JS/npm manifest or lockfile found outside build output (package.json, package-lock.json, yarn.lock, pnpm-lock.yaml, bun.lockb); no JS dependencies to scan.
- 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.
- D38 OSV Dependency Vulnerabilities — Scanner failed to run — not a clean result
- 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.
- D4 Code Duplication — Most of this repository's production source (.java, .py, .scala) was not read by duplication detection, so code duplication was not measured — whatever else this pass did read is not this repository's duplication. Not scored: no source of those file kinds was exposed to the token comparison by any language model this pass could load. This is a gap in the analysis run, not a finding about this repository.
- 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 .java, .php, .py, .scala, 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 (.scala, .java, .kt) 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 Domain Modelling — not run — only 1/3 markers (1 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 — 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 .NET source (ILogger/Serilog, OpenTelemetry, health checks) and no such source carries this repository's product — because it is written in another language, or because the solution failed to load. Absence of a .NET logging idiom 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
- 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 — not assessed — schema-migration practice is read from EF Core usage in .NET 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
- P9 Domain vs controller coverage — no coverage report found on disk — produce a coverage report in a standard format (`sbt clean coverage test coverageReport` via sbt-scoverage) 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 .NET source (allocation-aware APIs — Span/Memory, ArrayPool/ObjectPool, stackalloc — and a BenchmarkDotNet suite) and no such source 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 — 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 .NET source (allocation-aware APIs — Span/Memory, ArrayPool/ObjectPool, stackalloc — and a BenchmarkDotNet suite) and no such source 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 — 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 .NET source (allocation-aware APIs — Span/Memory, ArrayPool/ObjectPool, stackalloc — and a BenchmarkDotNet suite) and no such source 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 — in particular it is NOT a statement that this repo is unpackaged or performance-careless.
- 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.
- 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 — 12 finding(s)
- High IaC: DS-0002 .devcontainer/Dockerfile
- High IaC: DS-0015 .devcontainer/Dockerfile
- High IaC: DS-0002 Dockerfile
- High IaC: DS-0029 Dockerfile
- High IaC: DS-0002 ci/Dockerfile.alma
- High IaC: DS-0002 ci/Dockerfile.alma8
- High IaC: DS-0002 ci/Dockerfile.slim
- Orphaned knowledge querydb/src/main/scala/io/joern/scanners/android/JavaScriptInterface.scala
- Orphaned knowledge querydb/src/main/scala/io/joern/scanners/android/ArbitraryFileWrites.scala
- Orphaned knowledge querydb/src/main/scala/io/joern/scanners/android/Intents.scala
- High: dependabot-missing-cooldown .github/dependabot.yml:3
- High: tainted-sql-string joern-cli/frontends/javasrc2cpg/src/main/scala/io/joern/javasrc2cpg/astcreation/statements/AstForForLoopsCreator.scala:468
Warning — 20 finding(s)
- Change coupling: AstForDeclSyntaxCreator.scala ↔ AstForTypeSyntaxCreator.scala joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForDeclSyntaxCreator.scala
- Change coupling: AstForNameExpressionsCreator.scala ↔ AstForSimpleExpressionsCreator.scala joern-cli/frontends/javasrc2cpg/src/main/scala/io/joern/javasrc2cpg/astcreation/expressions/AstForNameExpressionsCreator.scala
- Change coupling: AstForExprSyntaxCreator.scala ↔ AstForTypeSyntaxCreator.scala joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForExprSyntaxCreator.scala
- Change coupling: AstForExprSyntaxCreator.scala ↔ AstNodeBuilder.scala joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForExprSyntaxCreator.scala
- Change coupling: AstForStatementsCreator.scala ↔ AstForTemplateDomCreator.scala joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForStatementsCreator.scala
- Change coupling: AstForExpressionsCreator.scala ↔ AstForTemplateDomCreator.scala joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForExpressionsCreator.scala
- Change coupling: AstForDeclarationsCreator.scala ↔ AstForPrimitivesCreator.scala joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForDeclarationsCreator.scala
- Change coupling: AstForExprSyntaxCreator.scala ↔ AstForSyntaxCollectionCreator.scala joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForExprSyntaxCreator.scala
- Change coupling: AstForExpressionsCreator.scala ↔ AstForPrimitivesCreator.scala joern-cli/frontends/jssrc2cpg/src/main/scala/io/joern/jssrc2cpg/astcreation/AstForExpressionsCreator.scala
- Change coupling: AstForExprSyntaxCreator.scala ↔ AstForStmtSyntaxCreator.scala joern-cli/frontends/swiftsrc2cpg/src/main/scala/io/joern/swiftsrc2cpg/astcreation/AstForExprSyntaxCreator.scala
- Medium IaC: DS-0001 .devcontainer/Dockerfile
- Medium IaC: DS-0013 .devcontainer/Dockerfile
- Medium IaC: DS-0013 Dockerfile
- Medium IaC: DS-0001 ci/Dockerfile.alma
- Medium IaC: DS-0001 ci/Dockerfile.alma8
- Medium IaC: DS-0001 ci/Dockerfile.slim
- Medium: phpinfo-use composer-setup.php:466
- Medium: sax-dtd-enabled semanticcpg/src/main/scala/io/shiftleft/semanticcpg/utils/SecureXmlParsing.scala:13
- LLM evaluation failed
- PR-triggered workflow without a permissions block
Recommendation — 12 finding(s)
- Off-boarding risk: anonymized user #1
- Off-boarding risk: anonymized user #2
- Off-boarding risk: anonymized user #3
- Off-boarding risk: anonymized user #4
- Test reliability not included
- complexity unreadable for .java, .py, .scala — churn × complexity hotspots could not be measured
- Further sole-owners (lower concentration)
- Further orphaned files (smaller)
- No build provenance
- No SBOM
- Scanner failed to run — not a clean result
- 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 . | 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 . | 4 | 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 . | 13 | 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: not applicable — No JS/npm manifest or lockfile found outside build output (package.json, package-lock.json, yarn.lock, pnpm-lock.yaml, bun.lockb); no JS dependencies to scan. | 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 | — |
| D38 · OSV Dependency Vulnerabilities | osv-scanner | — | osv-scanner --format json --recursive . | 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 | — |