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Araadh3111/research-copilot

https://github.com/Araadh3111/research-copilot · scanned 2026-06-17 01:16 UTC (1 month, 2 weeks ago)

65 raw signals (0 security + 65 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ -8.4 (diff) · 65 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 68.3/100 with 88.9% coverage. It contains 937 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 65 findings — concentrated in software (24), quality (21), security (12). Risk profile is high: 0 critical, 10 high, 10 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 48 of 65 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 DELETE `account_delete` without auth dependency — backend/main.py:661
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:661 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI DELETE `library_delete_all` without auth dependency — backend/main.py:651
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:651 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI DELETE `library_delete` without auth dependency — backend/main.py:641
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:641 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `admin_reembed` without auth dependency — backend/main.py:789
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:789 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_share` without auth dependency — backend/main.py:880
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:880 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `library_upload` without auth dependency — backend/main.py:603
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:603 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `search` without auth dependency — backend/main.py:249
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:249 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `verify` without auth dependency — backend/main.py:518
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:518 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `waitlist` without auth dependency — backend/main.py:835
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/main.py:835 securityAuth fastapi unauth mutation
high System graph security security conf 1.00 Insecure pattern 'exec_used' in frontend/components/app/command-palette.tsx:353
Found a known-risky pattern (exec_used). Review and replace if possible.
frontend/components/app/command-palette.tsx:353 Exec used
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — frontend/app/layout.tsx:65
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — frontend/components/ui/chart.tsx:83
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — frontend/components/app/library-manager.tsx:78
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 Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — frontend/components/app/usage-panel.tsx:67
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 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. 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 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 security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in frontend/app/layout.tsx:65
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
frontend/app/layout.tsx:65 Dangerous innerhtml
medium System graph security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in frontend/components/ui/chart.tsx:83
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
frontend/components/ui/chart.tsx:83 Dangerous innerhtml
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 23 placeholder/mock markers across 12 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
1 test file(s) for 133 source file(s) (ratio 0.01). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 51 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 2 places
Functions with the same first-5-line body hash: backend/synthesizer.py:synthesize_stream, backend/synthesizer.py:synthesize 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.
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 software Dead code conf 1.00 Possibly dead Python function: add_document
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/library.py:108
low System graph software Dead code conf 1.00 Possibly dead Python function: check_matrix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/usage.py:523
low System graph software Dead code conf 1.00 Possibly dead Python function: check_user
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/usage.py:286
low System graph software Dead code conf 1.00 Possibly dead Python function: check_verify
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/usage.py:530
low System graph software Dead code conf 1.00 Possibly dead Python function: cost_dashboard
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/costs.py:75
low System graph software Dead code conf 1.00 Possibly dead Python function: delete_all_documents
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/library.py:94
low System graph software Dead code conf 1.00 Possibly dead Python function: delete_document
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/library.py:78
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_arxiv
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/arxiv_fetcher.py:69
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_full_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/sources.py:110
low System graph software Dead code conf 1.00 Possibly dead Python function: has_doc
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/vector_store.py:26
low System graph software Dead code conf 1.00 Possibly dead Python function: list_documents
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/library.py:63
low System graph software Dead code conf 1.00 Possibly dead Python function: log_search_cost
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/costs.py:22
low System graph software Dead code conf 1.00 Possibly dead Python function: purge_user_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/account.py:28
low System graph software Dead code conf 1.00 Possibly dead Python function: record_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/usage.py:202
low System graph software Dead code conf 1.00 Possibly dead Python function: reembed_all
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/vector_store.py:79
low System graph software Dead code conf 1.00 Possibly dead Python function: score
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/ranker.py:73
low System graph software Dead code conf 1.00 Possibly dead Python function: score
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/paper_cache.py:106
low System graph software Dead code conf 1.00 Possibly dead Python function: search_library
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/library.py:166
low System graph software Dead code conf 1.00 Possibly dead Python function: sort_key
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/ranker.py:170
low System graph software Dead code conf 1.00 Possibly dead Python function: store_cache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/cache.py:34
low System graph software Dead code conf 1.00 Possibly dead Python function: usage_summary
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/usage.py:537
low System graph software Dead code conf 1.00 Possibly dead Python function: validate_query
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/query_processor.py:61
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_claim
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/synthesizer.py:255
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_jwt
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/usage.py:145
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