Executive summary
Read through the Template lens: this is a template / kata / sample / demo — code meant to be read or copied, not operated. The ship-it and operate-it dimensions (CI/CD, observability, ADRs, architecture docs, deployment security) are N/A, and the colour bands on what remains are relaxed to what an example needs. Code correctness stays near-strict; the score is absolute and comparable across repos.
j5ik2o/akka-cqrs-es-example-typed is in good overall health (60%), but at least one category below sits in Adequate-or-worse territory — most items are improvements, and the weakest category contains work to schedule, not shelve.
It is strongest in Code Health (100%) — the code is clean and low-risk to change. Architecture (100%) 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 Maturity (50%) — onboarding is slow — key decisions and the architecture aren't written down, so contributors have to reverse-engineer the intent. Security (52%) is the next concern — exposure to security and compliance incidents is elevated.
Leadership focus, highest impact first: Start an ADR log (docs/adr/) recording significant decisions… (Architecture documentation); 1 Dormant codebase finding(s) in Knowledge Freshness (Knowledge Freshness); Group production code under src/ (or split deliberately (Folder & project structure).
For scale: Small (~9,404 production lines); rebuilding it from scratch would take roughly ~0.1 person-years (~1 engineer). Approximate, ±~30%.
It builds on a genuinely strong Code Health foundation (100%); the priorities above are the highest-leverage way to bring the rest up to that level.
Raise Maturity 50 → 70 (the Healthy floor) ⇒ headline 60 → ~65.
New since the last scan (12+)
- 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/scala-steward.yml
- D29 · High: github-actions-mutable-action-tag .github/workflows/scala-steward.yml
- D31 · Medium IaC: KSV-0125 tools/charts/write-api-server/templates/deployment.yaml
- D31 · Medium IaC: DS-0001 tools/dynamodb-setup/Dockerfile
- D31 · Medium IaC: DS-0001 tools/flyway/Dockerfile
- D31 · Medium IaC: AWS-0024 tools/terraform/akka-persistence/main.tf
Rebuild cost & value ~ Modeled — €6,000–€30,000
| Cost to rebuild | €6,000–€30,000 |
| Domain complexity | High |
| Quality factor | 0.8× (at 60% quality) |
| Size & shape | Small · effort split not classified (source measured from disk; the effort-tier breakdown is a C#-only syntax walk) |
This codebase represents roughly ~0.1 person-years of build effort (about ~€18,000 to rebuild). Its weakest lens is Maturity at 50% — the part of that asset most exposed by the findings below.
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 |
|---|---|---|
| A05:2021 — Security Misconfiguration | 44 | High / Critical |
| A03:2021 — Injection | 13 | High / Critical |
Roadmap
Begin by establishing an ADR log to record significant architectural decisions and their rationale. Next, address dormant codebase findings to ensure knowledge freshness, and reorganize the project structure by grouping production code under a dedicated directory like src/. Additionally, update the root README to include a testing section explaining how to run the test suite. Finally, integrate static analysis tools into the CI pipeline to automatically fail builds on push or pull request, ensuring regressions are caught immediately.
| Do this | Helps | Effort | Dimension |
|---|---|---|---|
| Resolve the 1 Dormant codebase finding(s) in Knowledge Freshness. | +9.0 pts | Low | Knowledge Freshness |
| Start an ADR log (docs/adr/) recording significant decisions and their rationale. | +9.1 pts | Medium | Architecture documentation |
| Group production code under src/ (or split deliberately, e.g. backend/ + frontend/) so production and tooling code aren't mixed at the root. | +7.7 pts | Medium | Folder & project structure |
| Add a 'Testing' section to the root README — how to run the test suite. | +5.9 pts | Medium | Documentation (README) |
| Your ecosystem's static analyzer is declared as a dependency but is not wired into CI — run it as a required step on push/PR (e.g. `composer phpstan` / `mix sobelow` / `bundle exec brakeman` / the spotbugs Gradle task / `sbt scalafixAll --check` / `golangci-lint run` / `rebar3 lint`) so a regression fails the build instead of relying on someone running it locally. | +4.6 pts | Medium | Security & performance tooling |
| Document RTO/RPO and a tested restore procedure (a backup config alone isn't disaster recovery). | +4.6 pts | Medium | DR & Backup |
| Resolve the 1 No network policy finding(s) in Network Egress Confinement. | +1.7 pts | Low | Network Egress Confinement |
| Add an approval/environment gate (required reviewers / protection rules) before production promotion. | +2.8 pts | Medium | Deployment & Rollback |
File quality
| File | Score | Band | Worst signal |
|---|---|---|---|
| tools/charts/dynamodb/templates/deployment.yaml | 1.9 | Slop | IaC & Container Security: High IaC: KSV-0014 |
| tools/charts/dynamodb-setup/templates/job.yaml | 2.2 | Mixed | IaC & Container Security: High IaC: KSV-0014 |
| tools/charts/write-api-server/templates/deployment.yaml | 3.1 | Mixed | IaC & Container Security: High IaC: KSV-0014 |
| tools/charts/flyway/templates/job.yaml | 3.5 | Mixed | IaC & Container Security: High IaC: KSV-0014 |
| tools/charts/read-api-server/templates/deployment.yaml | 3.5 | Mixed | IaC & Container Security: High IaC: KSV-0014 |
| tools/charts/read-model-updater/templates/deployment.yaml | 3.5 | Mixed | IaC & Container Security: High IaC: KSV-0014 |
| .github/workflows/ci.yml | 4.5 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| tools/dynamodb-setup/Dockerfile | 5.1 | Mixed | IaC & Container Security: High IaC: DS-0002 |
| tools/flyway/Dockerfile | 5.1 | Mixed | IaC & Container Security: High IaC: DS-0002 |
| .github/workflows/scala-steward.yml | 5.8 | Mixed | Static Analysis (SAST): High: github-actions-mutable-action-tag |
| tools/terraform/akka-persistence/main.tf | 6.3 | Near-clean | Static Analysis (SAST): Medium: aws-dynamodb-table-unencrypted |
| .github/dependabot.yml | 7.2 | Near-clean | Static Analysis (SAST): High: dependabot-missing-cooldown |
| tools/terraform/ecr/main.tf | 7.2 | Near-clean | Static Analysis (SAST): High: aws-ecr-mutable-image-tags |
| tools/terraform/security-groups/main.tf | 7.2 | Near-clean | IaC & Container Security: Critical IaC: AWS-0104 |
| tools/terraform/aws-load-balancer-controller/iam.tf | 7.9 | Near-clean | Static Analysis (SAST): Medium: aws-iam-admin-policy |
| tools/charts/k8s-dashboard-crb/templates/cluster-role-binding.yaml | 7.9 | Near-clean | IaC & Container Security: Medium IaC: KSV-0111 |
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. 22 of 23 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 0.5 — 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 — 23 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, 57 of 69 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
- 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 (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").
- 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.
- D40 Network Egress Confinement: Egress confinement is read from committed Kubernetes manifests — a policy applied out-of-band (cluster-default deny, a service mesh, or a cloud firewall/security group off-repo) is invisible, and a present NetworkPolicy is declared config, not proof the cluster admission-controller actually enforces it at runtime.
- D41 Kernel & Syscall Confinement: Syscall/MAC confinement is read from committed manifests — a profile applied by a cluster-wide PodSecurity default or a mutating webhook off-repo isn't seen, and a declared seccomp/AppArmor profile is config presence, not proof the node's kernel actually loaded and enforced it.
- D42 Runtime Threat Enforcement: Runtime enforcement is read from committed policy files — a Tetragon/Falco/Kyverno stack installed cluster-wide (Helm release, platform add-on) with no in-repo trace can't be credited, and a committed policy is declared intent, not proof the engine is running and blocking in the live cluster.
- 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".
- P5 DR & Backup: Backup/restore and disaster-recovery readiness is judged from in-repo evidence — a config that exists is not a tested restore, so the absence of positive evidence is reported as "not evidenced", never scored as present.
The LLM boundary
Dimensions
D3 · God Classes
0 god class(es) detected.
D4 · Code Duplication
0 duplicated block group(s) detected.
D13 · Secret Scanning
Secret scan ran and found no leaked secrets.
D16 · Bus Factor
1 source file(s) have their living knowledge concentrated in one author (≥90% of recent, decayed contribution). The largest is project/Dependencies.scala.
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)
13 finding(s): 0 critical, 10 high, 3 medium, 0 low.
What to do
- Resolve the 10 High finding(s) in Static Analysis (SAST) — start with ci.yml (6), scala-steward.yml (2), dependabot.yml. — One of this dimension's main actionable groups (10 issue-level).
- Resolve the 3 Medium finding(s) in Static Analysis (SAST) — start with main.tf (2), iam.tf. — One of this dimension's main actionable groups (3 warning-level).
D31 · IaC & Container Security
87 finding(s): 2 critical, 9 high, 29 medium, 47 low.
What to do
- Resolve the 26 Medium IaC finding(s) in IaC & Container Security — start with deployment.yaml (16), job.yaml (6), Dockerfile (2). — One of this dimension's main actionable groups (26 warning-level).
- Resolve the 8 High IaC finding(s) in IaC & Container Security — start with deployment.yaml (4), job.yaml (2), Dockerfile (2). — One of this dimension's main actionable groups (8 issue-level).
- Resolve the 1 Critical IaC finding(s) in IaC & Container Security — start with main.tf. — One of this dimension's main actionable groups (1 issue-level).
D34 · Knowledge Freshness
41 of 42 significant source file(s) are orphaned — their living knowledge has decayed to nothing, so no one currently understands them. The largest is scala/read-model-updater-scala/src/main/scala/com/github/j5ik2o/adceet/api/rmu/ThreadReadModelUpdater.scala.
What to do
- Resolve the 1 Dormant codebase finding(s) in Knowledge Freshness. — One of this dimension's main actionable groups (1 recommendation-level).
D35 · Change Coupling
No strong hidden change-coupling between production files.
D40 · Network Egress Confinement
0/2 network-egress controls present (network policy, egress restriction).
What to do
- Resolve the 1 No network policy finding(s) in Network Egress Confinement. — One of this dimension's main actionable groups (1 recommendation-level).
D41 · Kernel & Syscall Confinement
0/2 syscall-confinement controls present (seccomp, AppArmor/SELinux).
What to do
- Resolve the 1 No seccomp profile finding(s) in Kernel & Syscall Confinement. — One of this dimension's main actionable groups (1 recommendation-level).
- Resolve the 1 No AppArmor/SELinux confinement finding(s) in Kernel & Syscall Confinement. — One of this dimension's main actionable groups (1 recommendation-level).
D42 · Runtime Threat Enforcement
0/2 runtime-enforcement controls present (threat detection, admission control).
What to do
- Resolve the 1 No runtime threat detection finding(s) in Runtime Threat Enforcement. — One of this dimension's main actionable groups (1 recommendation-level).
- Resolve the 1 No admission-control policy finding(s) in Runtime Threat Enforcement. — One of this dimension's main actionable groups (1 recommendation-level).
Frontend & cross-cutting dimensions
AX5 · Architecture & structure
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
- Production code isn't grouped under a src/ folder — it's spread across several top-level directories, so there's no one place that says 'this is the product'.
- Tests aren't grouped in a dedicated test 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 tests in the folder your build system expects (tests/, test/, spec/, or your module's test source set) so the test surface is discoverable and CI can scope it.
M4 · Documentation accuracy
P1 · CI/CD gates
P3 · Security & performance tooling
What to do
- Your ecosystem's static analyzer is declared as a dependency but is not wired into CI — run it as a required step on push/PR (e.g. `composer phpstan` / `mix sobelow` / `bundle exec brakeman` / the spotbugs Gradle task / `sbt scalafixAll --check` / `golangci-lint run` / `rebar3 lint`) so a regression fails the build instead of relying on someone running it locally.
- 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.
P5 · DR & Backup
What to do
- Document RTO/RPO and a tested restore procedure (a backup config alone isn't disaster recovery).
- No persistence guard on critical data stores — use Docker named volumes (or your orchestrator's persistent-volume equivalent) so the data store can't be wiped by a container recreate (or, in cloud, set purge-protection / soft-delete / prevent_destroy).
Reference — by lens
| Lens | Score | Rating | Impact |
|---|---|---|---|
| Code Health | 100% | Exemplary | Strongest area. |
| Architecture | 100% | Exemplary | Solid. |
| Maturity | 50% | Adequate — gated by D34, M2 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Readiness | 67% | Strong | Solid. |
| Security | 52% | Adequate — gated by D29, D31 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Domain Modelling | 100% | Exemplary | Solid. |
Not included — 77 check(s) not relevant to this codebase
- AC1 Text alternatives — Frontend below the scale floor (10 DOM element(s) < 25) — too little surface to assess accessibility.
- AC2 Forms & labels — Frontend below the scale floor (10 DOM element(s) < 25) — too little surface to assess accessibility.
- AC3 Page structure — Frontend below the scale floor (10 DOM element(s) < 25) — too little surface to assess accessibility.
- AC4 Keyboard semantics — Frontend below the scale floor (10 DOM element(s) < 25) — too little surface to assess accessibility.
- AC5 ARIA correctness — Frontend below the scale floor (10 DOM element(s) < 25) — too little surface to assess accessibility.
- AC6 Visual & motion safety — Frontend below the scale floor (10 DOM element(s) < 25) — too little surface to assess accessibility.
- AC7 A11y enforcement — Frontend below the scale floor (10 DOM element(s) < 25) — too little surface to assess accessibility.
- 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
- 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, .kt, .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 — ~2906 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, .kt, .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, .kt, .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 — this repo declares itself a template / kata / sample / demo; a formal ADR log is deferred to a real application built from it.
- D22 Internal API Consistency — No exposed public API
- D23 Boundary Type-Coupling — Production source is present (.java, .kt, .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.
- 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.
- D36 Supply-chain Provenance & Signing — The CI pipeline builds and tests but publishes no released artifact — no package publish, container push, GitHub release or deployment step. Supply-chain provenance, signing and SBOM attest RELEASED artifacts, so there is nothing to attest here. Add them to the release pipeline when this repo starts shipping artifacts (a NuGet package, a container image, a GitHub release).
- 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 — No supported non-.NET dependency lockfile found outside build output (npm package-lock/yarn/pnpm/bun, Go go.mod, Rust Cargo.lock, Maven pom.xml, Gradle lockfiles, Python requirements.txt/poetry.lock/Pipfile.lock/pdm.lock, PHP composer.lock, Ruby Gemfile.lock, Elixir mix.lock, Dart pubspec.lock, Swift Package.resolved); nothing for OSV to scan. A NuGet-only repo stays NotApplicable — .NET CVEs are D30's domain.
- 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.
- 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, .kt, .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 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.
- 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 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 (`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 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.
- 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 — 19 finding(s)
- High: dependabot-missing-cooldown .github/dependabot.yml:3
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:35
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:38
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:53
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:56
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:70
- High: github-actions-mutable-action-tag .github/workflows/ci.yml:75
- High: github-actions-mutable-action-tag .github/workflows/scala-steward.yml:16
- High: github-actions-mutable-action-tag .github/workflows/scala-steward.yml:20
- High: aws-ecr-mutable-image-tags tools/terraform/ecr/main.tf:1
- High IaC: KSV-0014 tools/charts/dynamodb-setup/templates/job.yaml
- High IaC: KSV-0014 tools/charts/dynamodb/templates/deployment.yaml
- High IaC: KSV-0014 tools/charts/flyway/templates/job.yaml
- High IaC: KSV-0014 tools/charts/read-api-server/templates/deployment.yaml
- High IaC: KSV-0014 tools/charts/read-model-updater/templates/deployment.yaml
- High IaC: KSV-0014 tools/charts/write-api-server/templates/deployment.yaml
- High IaC: DS-0002 tools/dynamodb-setup/Dockerfile
- High IaC: DS-0002 tools/flyway/Dockerfile
- Critical IaC: AWS-0104 tools/terraform/security-groups/main.tf
Warning — 30 finding(s)
- Medium IaC: KSV-0001 tools/charts/dynamodb-setup/templates/job.yaml
- Medium IaC: KSV-0012 tools/charts/dynamodb-setup/templates/job.yaml
- Medium IaC: KSV-0104 tools/charts/dynamodb-setup/templates/job.yaml
- Medium IaC: KSV-0001 tools/charts/dynamodb/templates/deployment.yaml
- Medium IaC: KSV-0012 tools/charts/dynamodb/templates/deployment.yaml
- Medium IaC: KSV-0013 tools/charts/dynamodb/templates/deployment.yaml
- Medium IaC: KSV-0104 tools/charts/dynamodb/templates/deployment.yaml
- Medium IaC: KSV-0125 tools/charts/dynamodb/templates/deployment.yaml
- Medium IaC: KSV-0001 tools/charts/flyway/templates/job.yaml
- Medium IaC: KSV-0012 tools/charts/flyway/templates/job.yaml
- Medium IaC: KSV-0104 tools/charts/flyway/templates/job.yaml
- Medium IaC: KSV-0111 tools/charts/k8s-dashboard-crb/templates/cluster-role-binding.yaml
- Medium IaC: KSV-0001 tools/charts/read-api-server/templates/deployment.yaml
- Medium IaC: KSV-0012 tools/charts/read-api-server/templates/deployment.yaml
- Medium IaC: KSV-0104 tools/charts/read-api-server/templates/deployment.yaml
- Medium IaC: KSV-0001 tools/charts/read-model-updater/templates/deployment.yaml
- Medium IaC: KSV-0012 tools/charts/read-model-updater/templates/deployment.yaml
- Medium IaC: KSV-0104 tools/charts/read-model-updater/templates/deployment.yaml
- Medium IaC: KSV-0001 tools/charts/write-api-server/templates/deployment.yaml
- Medium IaC: KSV-0012 tools/charts/write-api-server/templates/deployment.yaml
- Medium IaC: KSV-0013 tools/charts/write-api-server/templates/deployment.yaml
- Medium IaC: KSV-0104 tools/charts/write-api-server/templates/deployment.yaml
- Medium IaC: KSV-0125 tools/charts/write-api-server/templates/deployment.yaml
- Medium IaC: DS-0001 tools/dynamodb-setup/Dockerfile
- Medium IaC: DS-0001 tools/flyway/Dockerfile
- Medium: aws-dynamodb-table-unencrypted tools/terraform/akka-persistence/main.tf:1
- Medium: aws-dynamodb-table-unencrypted tools/terraform/akka-persistence/main.tf:47
- Medium: aws-iam-admin-policy tools/terraform/aws-load-balancer-controller/iam.tf:15
- LLM evaluation failed
Recommendation — 18 finding(s)
- Low IaC: KSV-0003 tools/charts/dynamodb-setup/templates/job.yaml
- Low IaC: KSV-0011 tools/charts/dynamodb-setup/templates/job.yaml
- Low IaC: KSV-0015 tools/charts/dynamodb-setup/templates/job.yaml
- Low IaC: KSV-0016 tools/charts/dynamodb-setup/templates/job.yaml
- Low IaC: KSV-0018 tools/charts/dynamodb-setup/templates/job.yaml
- Low IaC: KSV-0110 tools/charts/dynamodb-setup/templates/job.yaml
- Low IaC: KSV-0003 tools/charts/dynamodb/templates/deployment.yaml
- Low IaC: KSV-0011 tools/charts/dynamodb/templates/deployment.yaml
- Low IaC: KSV-0015 tools/charts/dynamodb/templates/deployment.yaml
- Test reliability not included
- complexity unreadable for .java, .kt, .scala — churn × complexity hotspots could not be measured
- Dormant codebase
- No network policy
- No seccomp profile
- No AppArmor/SELinux confinement
- No runtime threat detection
- No admission-control policy
- 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 . | 13 | 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 . | 87 | 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 | — |
| D36 · Supply-chain Provenance & Signing | provenance | — | provenance: not applicable — The CI pipeline builds and tests but publishes no released artifact — no package publish, container push, GitHub release or deployment step. Supply-chain provenance, signing and SBOM attest RELEASED artifacts, so there is nothing to attest here. Add them to the release pipeline when this repo starts shipping artifacts (a NuGet package, a container image, a GitHub release). | 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: not applicable — No supported non-.NET dependency lockfile found outside build output (npm package-lock/yarn/pnpm/bun, Go go.mod, Rust Cargo.lock, Maven pom.xml, Gradle lockfiles, Python requirements.txt/poetry.lock/Pipfile.lock/pdm.lock, PHP composer.lock, Ruby Gemfile.lock, Elixir mix.lock, Dart pubspec.lock, Swift Package.resolved); nothing for OSV to scan. A NuGet-only repo stays NotApplicable — .NET CVEs are D30's domain. | 0 | — |