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ZubikIT/ai-architect

https://github.com/ZubikIT/ai-architect · scanned 2026-06-16 01:13 UTC (2 months, 1 week ago)

23 raw signals (0 security + 23 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 23 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
70.7
/100
Security checks
71
0 findings
System graph
71
88.9% cov · 23 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 2 Medium 2 Low 16 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 23 Crowd 0 Layer: Software 7 Hardware 3 Frontend 1 Quality 8 Security 2 Api 2
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Scan summary Repository scanned at 70.7/100 with 88.9% coverage. It contains 236 nodes across 3 cross-layer flows, written primarily in mixed languages. Engine surfaced 23 findings — concentrated in quality (8), software (7), hardware (3). Risk profile is high: 0 critical, 2 high, 2 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 20 of 23 actionable findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high System graph security auth conf 1.00 FastAPI POST `ask` without auth dependency — final-project/mvp/sufler/api.py:31
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
final-project/mvp/sufler/api.py:31 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `chat_completions` without auth dependency — final-project/mvp/sufler/api.py:39
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
final-project/mvp/sufler/api.py:39 securityAuth fastapi unauth mutation
medium System graph hardware Security conf 1.00 Dockerfile runs as root: final-project/mvp/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 14 source file(s) (ratio 0.07). Consider adding integration or unit tests for critical paths.
Coverage
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 14 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 hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.11-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
final-project/mvp/Dockerfile:3 containersPinned dependencies
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: 07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:supervisor, 07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:supervisor This is *the* AI-coder failure mode (4× more duplication in vib…
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in 07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:646
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: editing_supervisor_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:550
low System graph software Dead code conf 1.00 Possibly dead Python function: fact_checker_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:459
low System graph software Dead code conf 1.00 Possibly dead Python function: github_keywords_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:376
low System graph software Dead code conf 1.00 Possibly dead Python function: search_keywords_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:333
low System graph software Dead code conf 1.00 Possibly dead Python function: summarizer_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:511
low System graph software Dead code conf 1.00 Possibly dead Python function: top_keywords_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:289
low System graph software Dead code conf 1.00 Possibly dead Python function: trending_keywords_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
07-ai-agents-i-multi-agent-systems/artifacts/lesson-07-agents-demo/utils/nodes.py:245
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 api Wiring conf 1.00 Unused endpoint: POST /ask
`final-project/mvp/sufler/api.py` declares `POST /ask` 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 /v1/chat/completions
`final-project/mvp/sufler/api.py` declares `POST /v1/chat/completions` 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
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