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tamajit-guharoy/genai-explore

https://github.com/tamajit-guharoy/genai-explore · scanned 2026-06-16 00:29 UTC (2 months, 2 weeks ago)

61 raw signals (0 security + 61 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 55 actionable findings from 1 signal source. 6 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
77.0
/100
Security checks
77
0 findings
System graph
77
100.0% cov · 55 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 5 Medium 8 Low 33 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 55 Crowd 0 Layer: Software 18 Hardware 1 Frontend 1 Security 2 Cicd 1 Quality 32
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Scan summary Repository scanned at 77.0/100 with 100.0% coverage. It contains 667 nodes across 1 cross-layer flows, written primarily in mixed languages. Engine surfaced 61 findings — concentrated in quality (38), software (18), security (2). Risk profile is high: 0 critical, 5 high, 8 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 46 of 55 actionable findings. 61 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.

high System graph quality Integrity conf 1.00 Blocking `requests.post(...)` inside `async def main` — cognee_examples/18_code_analysis.py:114
Sync I/O inside an async function blocks the event loop. While `requests.post(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_t…
cognee_examples/18_code_analysis.py:114 Sync io in asyncPerformance
high System graph quality Integrity conf 1.00 Blocking `time.sleep(...)` inside `async def main` — cognee_examples/07_rest_api_client.py:131
Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thre…
cognee_examples/07_rest_api_client.py:131 Sync io in asyncPerformance
high System graph quality Integrity conf 1.00 Blocking `urllib.request.urlopen(...)` inside `async def health_check` — mcp_servers/monitoring_server.py:193
Sync I/O inside an async function blocks the event loop. While `urllib.request.urlopen(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asy…
mcp_servers/monitoring_server.py:193 Sync io in asyncPerformance
high System graph security security conf 1.00 Insecure pattern 'eval_used' in mcp_servers/code_analyzer_server.py:239
Found a known-risky pattern (eval_used). Review and replace if possible.
mcp_servers/code_analyzer_server.py:239 Eval used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in mcp_servers/code_analyzer_server.py:240
Found a known-risky pattern (exec_used). Review and replace if possible.
mcp_servers/code_analyzer_server.py:240 Exec used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/settings.local.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/settings.local.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, ci, tests. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, tests. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — mcp_servers/project_scaffolder_server.py:119
`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 cicd CI/CD security conf 1.00 No CI/CD pipelines detected
No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.
CI/CD securityCoverage
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 22 placeholder/mock markers across 11 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 97 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 24 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `ANTHROPIC_API_KEY`, `AZURE_OPENAI_ENDPOINT`, `AZURE_OPENAI_KEY`, `BRAVE_API_KEY`, `CONVERTER_OUTPUT_DIR`, `DEVOPS_ALLOWED_DIRS`, `DEVOPS_BLOCKED_COMMANDS`, `EMAIL_TEMPLATES_FILE` + 16 more. Add them (with a placeholder/comment) to .env.example so …
config drift
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 2340 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 Near-duplicate function bodies in 10 places
Functions with the same first-5-line body hash: graphiti_examples/01_hello_graphiti.py:check_neo4j_connection, graphiti_examples/22_research_knowledge.py:check_neo4j_connection, graphiti_examples/04_extraction_pipeline.py:check_neo4j_connection, graphiti_examples/03_episode_patterns.py:check_neo4j_…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 13 places
Functions with the same first-5-line body hash: mcp_servers/search_aggregator_server.py:main, mcp_servers/email_server.py:main, mcp_servers/file_converter_server.py:main, mcp_servers/weather_server.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://j…
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: cognee_examples/13_skills.py:execute, cognee_examples/13_skills.py:execute This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: graphiti_examples/22_research_knowledge.py:print_edges, graphiti_examples/24_code_evolution.py:print_edges, graphiti_examples/23_multi_agent.py:print_edges This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: examples/11_interleaved_thinking.py:print_header, examples/14_vision_pdf.py:print_header, examples/16_citations.py:print_header, examples/15_structured_output.py:print_header This is *the* AI-coder failure mode (4× more duplication in vibe-coded repo…
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: graphiti_examples/12_rest_api.py:check_neo4j_connection, graphiti_examples/08_search_api.py:check_neo4j_connection, graphiti_examples/14_contradictions.py:check_neo4j_connection, graphiti_examples/09_custom_entities.py:check_neo4j_connection This is …
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 7 places
Functions with the same first-5-line body hash: mcp_servers/email_server.py:compose_campaign_prompt, mcp_servers/monitoring_server.py:diagnose_prompt, mcp_servers/notification_server.py:pomodoro_prompt, mcp_servers/crypto_server.py:security_checklist_prompt This is *the* AI-coder failure mode (4× …
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 `authenticate_v1` in graphiti_examples/24_code_evolution.py:118
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 quality Integrity conf 1.00 Old/deprecated-named symbol `novashield_v2` in graphiti_examples/13_temporal_queries.py:143
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: clear_screen
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
examples/16_citations.py:45
low System graph software Dead code conf 1.00 Possibly dead Python function: decorator
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
graphiti_examples/19_observability.py:158
low System graph software Dead code conf 1.00 Possibly dead Python function: delete_dataset
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cognee_examples/07_rest_api_client.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_mcp_connection
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/http_team_server.py:373
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_messages
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/http_team_server.py:401
low System graph software Dead code conf 1.00 Possibly dead Python function: health_endpoint
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/http_team_server.py:415
low System graph software Dead code conf 1.00 Possibly dead Python function: timed_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
graphiti_examples/19_observability.py:239
low System graph software Dead code conf 1.00 Possibly dead Python function: trace_db_query
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
graphiti_examples/19_observability.py:155
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_And
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:74
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_AsyncFunctionDef
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:63
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_ExceptHandler
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:73
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_For
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:72
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_If
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:70
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_Import
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:83
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_ImportFrom
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:88
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_Or
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:75
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_Try
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: visit_While
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mcp_servers/code_analyzer_server.py:71
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 quality Integrity conf 1.00 Stub function `find_user` (body is just `pass`/`return`) — cognee_examples/18_code_analysis.py:140
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
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