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yousef-hamda/smart-city-traffic

https://github.com/yousef-hamda/smart-city-traffic · scanned 2026-06-16 01:08 UTC (2 months, 1 week ago)

87 raw signals (0 security + 87 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 69 actionable findings from 1 signal source. 18 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Combined
64.3
/100
Security checks
64
0 findings
System graph
64
100.0% cov · 69 findings
Critical
1
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Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 1 High 9 Medium 6 Low 46 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 69 Crowd 0 Layer: Software 9 Frontend 6 Security 10 Cicd 3 Quality 23 Api 18
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Scan summary Repository scanned at 64.3/100 with 100.0% coverage. It contains 1802 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 87 findings — concentrated in quality (36), api (18), security (10). Risk profile is high: 1 critical, 9 high, 11 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 61 of 69 actionable findings. 87 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

critical System graph security Secrets conf 1.00 Possible secret in infra/vault/seed.sh
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
infra/vault/seed.sh:21
high System graph security auth conf 1.00 FastAPI POST `chat_stream` without auth dependency — apps/ai-assistant/src/ai_assistant/main.py:179
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/ai-assistant/src/ai_assistant/main.py:179 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `chat` without auth dependency — apps/ai-assistant/src/ai_assistant/main.py:166
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/ai-assistant/src/ai_assistant/main.py:166 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `detect_anomaly` without auth dependency — apps/ml-prediction/src/ml_prediction/main.py:167
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/ml-prediction/src/ml_prediction/main.py:167 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `forecast_demand` without auth dependency — apps/ml-prediction/src/ml_prediction/main.py:137
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/ml-prediction/src/ml_prediction/main.py:137 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `predict_congestion` without auth dependency — apps/ml-prediction/src/ml_prediction/main.py:196
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/ml-prediction/src/ml_prediction/main.py:196 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `recommend_signal_timing` without auth dependency — apps/rl-optimizer/src/rl_optimizer/main.py:57
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/rl-optimizer/src/rl_optimizer/main.py:57 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `synthesize` without auth dependency — apps/voice-gateway/src/voice_gateway/main.py:108
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/voice-gateway/src/voice_gateway/main.py:108 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `train_federated` without auth dependency — apps/federated-coordinator/src/federated_coordinator/main.py:44
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/federated-coordinator/src/federated_coordinator/main.py:44 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `transcribe` without auth dependency — apps/voice-gateway/src/voice_gateway/main.py:98
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
apps/voice-gateway/src/voice_gateway/main.py:98 securityAuth fastapi unauth mutation
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — apps/developer-portal/src/components/CodeSample.tsx:44
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph cicd CI/CD security conf 1.00 6 occurrences GitHub Action is tag-pinned rather than SHA-pinned
gitleaks/gitleaks-action@v2 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 6 locations
.github/workflows/ci.yml:99, 119, 126 (3 hits)
.github/workflows/release.yml:38, 44, 53 (3 hits)
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/release.yml CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — apps/ml-prediction/src/ml_prediction/train.py:32
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 58 placeholder/mock markers across 24 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 12 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: apps/sensor-simulator/src/simulator/logging.py:configure_logging, apps/camera-simulator/src/camera_simulator/logging.py:configure_logging This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene…
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: apps/voice-gateway/src/voice_gateway/assistant_client.py:chat, apps/voice-gateway/src/voice_gateway/assistant_client.py:chat, apps/voice-gateway/src/voice_gateway/assistant_client.py:chat This is *the* AI-coder failure mode (4× more duplication in vi…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: apps/voice-gateway/src/voice_gateway/tts.py:synthesize, apps/voice-gateway/src/voice_gateway/tts.py:synthesize, apps/voice-gateway/src/voice_gateway/tts.py:synthesize, apps/voice-gateway/src/voice_gateway/tts.py:synthesize This is *the* AI-coder fail…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: apps/sensor-simulator/src/simulator/publishers.py:publish, apps/sensor-simulator/src/simulator/publishers.py:publish, apps/sensor-simulator/src/simulator/publishers.py:publish, apps/sensor-simulator/src/simulator/publishers.py:publish This is *the* A…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: apps/voice-gateway/src/voice_gateway/telemetry.py:setup_telemetry, apps/ai-assistant/src/ai_assistant/telemetry.py:setup_telemetry, apps/ml-prediction/src/ml_prediction/telemetry.py:setup_telemetry, apps/federated-coordinator/src/federated_coordinator…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: apps/api-gateway/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
apps/api-gateway/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: apps/developer-portal/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
apps/developer-portal/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: apps/frontend/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
apps/frontend/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: apps/mobile/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
apps/mobile/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: apps/realtime-gateway/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
apps/realtime-gateway/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: packages/i18n/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
packages/i18n/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: packages/shared-types/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
packages/shared-types/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: packages/ui/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
packages/ui/package.json LockfileReproducibilityGenerated repo pattern
low System graph cicd CI/CD security conf 1.00 package.json defines install-time lifecycle scripts
preinstall/install/postinstall/prepare scripts execute during dependency installation. Review them carefully for network calls, obfuscation, shell execution, or credential access.
package.json CI/CD securitySupply chainNpm
low System graph software Dead code conf 1.00 Possibly dead Python function: action
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/rl-optimizer/src/rl_optimizer/train.py:47
low System graph software Dead code conf 1.00 Possibly dead Python function: client_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/federated-coordinator/src/federated_coordinator/flower_app.py:52
low System graph software Dead code conf 1.00 Possibly dead Python function: configure_optimizers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/ml-prediction/src/ml_prediction/models/congestion.py:90
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/ml-prediction/src/ml_prediction/models/congestion.py:78
low System graph software Dead code conf 1.00 Possibly dead Python function: monotonic_ms
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/vision-service/src/vision_service/pipeline.py:152
low System graph software Dead code conf 1.00 Possibly dead Python function: objective
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/ml-prediction/src/ml_prediction/train.py:54
low System graph software Dead code conf 1.00 Possibly dead Python function: sensors_for_segment
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/sensor-simulator/src/simulator/network.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: server_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/federated-coordinator/src/federated_coordinator/flower_app.py:67
low System graph software Dead code conf 1.00 Possibly dead Python function: training_step
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apps/ml-prediction/src/ml_prediction/models/congestion.py:81
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — apps/api-gateway/src/main.ts:21
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — apps/developer-portal/src/components/CodeSample.tsx:53
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/v1/auth/me
`apps/api-gateway/src/auth/auth.controller.ts` declares `GET /api/v1/auth/me` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/v1/segments/:id
`apps/api-gateway/src/domain/segments/segments.controller.ts` declares `GET /api/v1/segments/:id` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenti…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /report
`apps/federated-coordinator/src/federated_coordinator/main.py` declares `GET /report` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consu…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /segments
`apps/vision-service/src/vision_service/main.py` declares `GET /segments` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /snapshot/{segment_id}
`apps/vision-service/src/vision_service/main.py` declares `GET /snapshot/{segment_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who cons…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/v1/auth/login
`apps/api-gateway/src/auth/auth.controller.ts` declares `POST /api/v1/auth/login` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes …
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/v1/auth/logout
`apps/api-gateway/src/auth/auth.controller.ts` declares `POST /api/v1/auth/logout` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/v1/auth/refresh
`apps/api-gateway/src/auth/auth.controller.ts` declares `POST /api/v1/auth/refresh` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consume…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/v1/auth/register
`apps/api-gateway/src/auth/auth.controller.ts` declares `POST /api/v1/auth/register` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consum…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /chat
`apps/ai-assistant/src/ai_assistant/main.py` declares `POST /chat` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /chat/stream
`apps/ai-assistant/src/ai_assistant/main.py` declares `POST /chat/stream` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /detect/anomaly
`apps/ml-prediction/src/ml_prediction/main.py` declares `POST /detect/anomaly` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /forecast/demand
`apps/ml-prediction/src/ml_prediction/main.py` declares `POST /forecast/demand` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /predict/congestion
`apps/ml-prediction/src/ml_prediction/main.py` declares `POST /predict/congestion` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /recommend/signal-timing
`apps/rl-optimizer/src/rl_optimizer/main.py` declares `POST /recommend/signal-timing` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consu…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /train/federated
`apps/federated-coordinator/src/federated_coordinator/main.py` declares `POST /train/federated` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /voice/synthesize
`apps/voice-gateway/src/voice_gateway/main.py` declares `POST /voice/synthesize` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes i…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /voice/transcribe
`apps/voice-gateway/src/voice_gateway/main.py` declares `POST /voice/transcribe` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes i…
Unused endpoint
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