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Bhagyashree-Vaidya/Intelligence-layer

https://github.com/Bhagyashree-Vaidya/Intelligence-layer · scanned 2026-06-17 01:21 UTC (1 month, 2 weeks ago)

131 raw signals (0 security + 131 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ -14.4 (diff) · 115 actionable findings from 1 signal source. 16 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
62.3
/100
Security checks
62
0 findings
System graph
62
88.9% cov · 115 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 63 Medium 15 Low 35 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 115 Crowd 0 Layer: Software 25 Frontend 2 Hardware 2 Security 48 Quality 18 Api 20
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Scan summary Repository scanned at 62.3/100 with 88.9% coverage. It contains 807 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 131 findings — concentrated in security (48), quality (34), software (25). Risk profile is high: 0 critical, 63 high, 15 medium. Recommended next step: open the security layer findings first — that's where the highest-impact wins live.

Showing 113 of 115 actionable findings. 131 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 api Wiring conf 1.00 Dangling fetch: GET /api/applications${qs} (frontend/src/lib/api.ts:117)
`frontend/src/lib/api.ts:117` calls `GET /api/applications${qs}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/applications/<p>` If this points at an external API, prefix it with `https://` so the matcher …
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/night-shift/queue${qs} (frontend/src/lib/api.ts:304)
`frontend/src/lib/api.ts:304` calls `GET /api/night-shift/queue${qs}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/night-shift/queue/<p>` If this points at an external API, prefix it with `https://` so th…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/night-shift/settings (frontend/src/lib/api.ts:283)
`frontend/src/lib/api.ts:283` calls `GET /api/night-shift/settings` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/night-shift/settings` If this points at an external API, prefix it with `https://` so the m…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/night-shift/tiers (frontend/src/lib/api.ts:320)
`frontend/src/lib/api.ts:320` calls `GET /api/night-shift/tiers` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/night-shift/tiers` If this points at an external API, prefix it with `https://` so the matcher…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/referrals (frontend/src/lib/api.ts:399)
`frontend/src/lib/api.ts:399` calls `GET /api/referrals` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/referrals` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/signals/stats (frontend/src/lib/api.ts:208)
`frontend/src/lib/api.ts:208` calls `GET /api/signals/stats` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/signals/stats` If this points at an external API, prefix it with `https://` so the matcher skips i…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/tasks/memo-target (frontend/src/lib/api.ts:359)
`frontend/src/lib/api.ts:359` calls `GET /api/tasks/memo-target` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/tasks/memo-target` If this points at an external API, prefix it with `https://` so the matcher…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/tasks/today (frontend/src/lib/api.ts:344)
`frontend/src/lib/api.ts:344` calls `GET /api/tasks/today` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/tasks/today` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/tasks/week (frontend/src/lib/api.ts:348)
`frontend/src/lib/api.ts:348` calls `GET /api/tasks/week` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/tasks/week` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/night-shift/queue/${id} (frontend/src/lib/api.ts:308)
`frontend/src/lib/api.ts:308` calls `POST /api/night-shift/queue/${id}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/night-shift/queue/<p>` If this points at an external API, prefix it with `https://` so …
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/night-shift/select?dry_run=${dryRun} (frontend/src/lib/api.ts:296)
`frontend/src/lib/api.ts:296` calls `POST /api/night-shift/select?dry_run=${dryRun}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/night-shift/select` If this points at an external API, prefix it with `htt…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/referrals/${contactId}/outreach (frontend/src/lib/api.ts:403)
`frontend/src/lib/api.ts:403` calls `POST /api/referrals/${contactId}/outreach` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/referrals/<p>/outreach` If this points at an external API, prefix it with `http…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/referrals/discover (frontend/src/lib/api.ts:409)
`frontend/src/lib/api.ts:409` calls `POST /api/referrals/discover` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/referrals/discover` If this points at an external API, prefix it with `https://` so the matc…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/signals/outreach (frontend/src/lib/api.ts:226)
`frontend/src/lib/api.ts:226` calls `POST /api/signals/outreach` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/signals/outreach` If this points at an external API, prefix it with `https://` so the matcher …
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/signals/scan (frontend/src/lib/api.ts:212)
`frontend/src/lib/api.ts:212` calls `POST /api/signals/scan` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/signals/scan` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/tasks/generate/article (frontend/src/lib/api.ts:373)
`frontend/src/lib/api.ts:373` calls `POST /api/tasks/generate/article` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/tasks/generate/article` If this points at an external API, prefix it with `https://` so …
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/tasks/generate/memo (frontend/src/lib/api.ts:365)
`frontend/src/lib/api.ts:365` calls `POST /api/tasks/generate/memo` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/tasks/generate/memo` If this points at an external API, prefix it with `https://` so the ma…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/tasks/generate/pm-concept (frontend/src/lib/api.ts:369)
`frontend/src/lib/api.ts:369` calls `POST /api/tasks/generate/pm-concept` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/tasks/generate/pm-concept` If this points at an external API, prefix it with `https:/…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/tasks/tick (frontend/src/lib/api.ts:352)
`frontend/src/lib/api.ts:352` calls `POST /api/tasks/tick` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/tasks/tick` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: PUT /api/night-shift/settings (frontend/src/lib/api.ts:289)
`frontend/src/lib/api.ts:289` calls `PUT /api/night-shift/settings` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/night-shift/settings` If this points at an external API, prefix it with `https://` so the m…
Dangling fetchHelper:request
high System graph security auth conf 1.00 FastAPI DELETE `delete_resume` without auth dependency — backend/app/routes/profile.py:122
`@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/app/routes/profile.py:122 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI PATCH `update_status` without auth dependency — backend/app/routes/applications.py:51
`@router.patch` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/app/routes/applications.py:51 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `batch_outreach` without auth dependency — backend/app/routes/signals.py:152
`@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/app/routes/signals.py:152 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `delete_resume` without auth dependency — job_app/app.py:178
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:178 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `discover_people` without auth dependency — backend/app/routes/referrals.py:76
`@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/app/routes/referrals.py:76 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `dry_run` without auth dependency — backend/app/routes/auto_apply.py:92
`@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/app/routes/auto_apply.py:92 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `fix_dates` without auth dependency — backend/app/routes/jobs.py:146
`@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/app/routes/jobs.py:146 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_answers` without auth dependency — backend/app/routes/answers.py:14
`@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/app/routes/answers.py:14 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_answers` without auth dependency — job_app/app.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.
job_app/app.py:249 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_article` without auth dependency — backend/app/routes/tasks.py:146
`@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/app/routes/tasks.py:146 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_cover_letter` without auth dependency — backend/app/routes/jobs.py:105
`@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/app/routes/jobs.py:105 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_memo` without auth dependency — backend/app/routes/tasks.py:119
`@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/app/routes/tasks.py:119 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_message` without auth dependency — backend/app/routes/jobs.py:90
`@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/app/routes/jobs.py:90 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_message` without auth dependency — job_app/app.py:383
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:383 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_outreach` without auth dependency — backend/app/routes/signals.py:120
`@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/app/routes/signals.py:120 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate_pm_concept` without auth dependency — backend/app/routes/tasks.py:138
`@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/app/routes/tasks.py:138 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `lookup_answer` without auth dependency — backend/app/routes/answers.py:78
`@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/app/routes/answers.py:78 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `referral_outreach` without auth dependency — backend/app/routes/referrals.py:92
`@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/app/routes/referrals.py:92 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `rescore_all` without auth dependency — backend/app/routes/jobs.py:66
`@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/app/routes/jobs.py:66 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `rescore_all` without auth dependency — job_app/app.py:363
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:363 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `save_profile` without auth dependency — job_app/app.py:152
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:152 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `select` without auth dependency — backend/app/routes/night_shift.py:49
`@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/app/routes/night_shift.py:49 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_apify_scrape` without auth dependency — backend/app/routes/scraper.py:124
`@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/app/routes/scraper.py:124 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_apify_scrape` without auth dependency — job_app/app.py:312
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:312 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_ats_scrape` without auth dependency — backend/app/routes/scraper.py:55
`@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/app/routes/scraper.py:55 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_bigtech_scrape` without auth dependency — backend/app/routes/scraper.py:89
`@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/app/routes/scraper.py:89 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_bigtech_scrape` without auth dependency — job_app/app.py:272
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:272 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_full_scrape` without auth dependency — backend/app/routes/scraper.py:168
`@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/app/routes/scraper.py:168 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_full_scrape` without auth dependency — job_app/app.py:410
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:410 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `start_scrape` without auth dependency — job_app/app.py:192
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:192 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `tick` without auth dependency — backend/app/routes/tasks.py:86
`@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/app/routes/tasks.py:86 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `track_application` without auth dependency — backend/app/routes/applications.py:27
`@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/app/routes/applications.py:27 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `track_application` without auth dependency — job_app/app.py:232
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:232 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `trigger_daily_health_email` without auth dependency — backend/app/routes/health.py:16
`@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/app/routes/health.py:16 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `trigger_run` without auth dependency — backend/app/routes/auto_apply.py:64
`@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/app/routes/auto_apply.py:64 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `trigger_scan` without auth dependency — backend/app/routes/signals.py:56
`@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/app/routes/signals.py:56 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `update_queue_item` without auth dependency — backend/app/routes/night_shift.py:69
`@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/app/routes/night_shift.py:69 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `update_status` without auth dependency — job_app/app.py:239
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:239 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `upload_resume` without auth dependency — backend/app/routes/profile.py:41
`@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/app/routes/profile.py:41 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `upload_resume` without auth dependency — job_app/app.py:163
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
job_app/app.py:163 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI PUT `update_profile` without auth dependency — backend/app/routes/profile.py:32
`@router.put` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/app/routes/profile.py:32 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI PUT `update_settings` without auth dependency — backend/app/routes/auto_apply.py:20
`@router.put` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/app/routes/auto_apply.py:20 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI PUT `update_settings` without auth dependency — backend/app/routes/night_shift.py:33
`@router.put` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
backend/app/routes/night_shift.py:33 securityAuth fastapi unauth mutation
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — frontend/extension/background.js:138
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/extension/content.js:818
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/src/app/signals/page.tsx:128
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/src/lib/api.ts:107
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 — job_app/extension/background.js:138
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 — job_app/extension/content.js:818
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 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 hardware Security conf 1.00 Dockerfile runs as root: backend/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in frontend/extension/content.js:871
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
frontend/extension/content.js:871 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in frontend/extension/popup.js:16
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
frontend/extension/popup.js:16 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in job_app/extension/content.js:871
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
job_app/extension/content.js:871 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in job_app/extension/popup.js:16
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
job_app/extension/popup.js:16 Direct innerhtml assignment
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 18 placeholder/mock markers across 5 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 71 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 62 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:3.13-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
backend/Dockerfile:1 containersPinned dependencies
low System graph security security conf 1.00 Insecure pattern 'document_write' in frontend/src/app/page.tsx:258
Found a known-risky pattern (document_write). Review and replace if possible.
frontend/src/app/page.tsx:258 Document write
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 10 places
Functions with the same first-5-line body hash: backend/app/services/scraper_service.py:scrape_greenhouse, backend/app/services/scraper_service.py:scrape_lever, backend/app/services/scraper_service.py:scrape_ashby, backend/app/services/scraper_service.py:scrape_smartrecruiters This is *the* AI-cod…
duplicatesduplication
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: backend/app/services/bigtech_scrapers.py:strip_html, job_app/bigtech_scrapers.py:strip_html 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 separat…
16 occurrences
repo-level (16 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: backend/app/services/bigtech_scrapers.py:scrape_amazon, backend/app/services/bigtech_scrapers.py:scrape_google, job_app/bigtech_scrapers.py:scrape_amazon This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn…
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: backend/app/services/bigtech_scrapers.py:is_us_location, backend/app/services/scraper_service.py:is_us_location, job_app/bigtech_scrapers.py:is_us_location, job_app/scraper_service.py:is_us_location This is *the* AI-coder failure mode (4× more duplic…
2 occurrences
repo-level (2 hits)
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: analyze_outcome
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/ai/orchestrator.py:143
low System graph software Dead code conf 1.00 Possibly dead Python function: classify_roles_multi
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/role_classifier.py:216
low System graph software Dead code conf 1.00 Possibly dead Python function: embed_batch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/ai/orchestrator.py:156
low System graph software Dead code conf 1.00 Possibly dead Python function: embed_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/ai/orchestrator.py:151
low System graph software Dead code conf 1.00 Possibly dead Python function: enqueue_enrich
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/queue.py:35
low System graph software Dead code conf 1.00 Possibly dead Python function: enqueue_scoring
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/queue.py:47
low System graph software Dead code conf 1.00 Possibly dead Python function: is_role_match
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/role_classifier.py:236
low System graph software Dead code conf 1.00 Possibly dead Python function: matches_role
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/bigtech_scrapers.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: matches_role
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
job_app/bigtech_scrapers.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: run_health_check
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/workers/__init__.py:455
low System graph software Dead code conf 1.00 Possibly dead Python function: run_scrape_all
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/workers/__init__.py:75
low System graph software Dead code conf 1.00 Possibly dead Python function: score_jobs_batch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/relevancy_engine.py:241
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_amazon
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/bigtech_scrapers.py:179
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_amazon
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
job_app/bigtech_scrapers.py:174
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_apple
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/bigtech_scrapers.py:257
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_apple
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
job_app/bigtech_scrapers.py:252
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_google
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/bigtech_scrapers.py:346
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_google
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
job_app/bigtech_scrapers.py:341
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_meta
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/bigtech_scrapers.py:463
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_meta
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
job_app/bigtech_scrapers.py:420
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_microsoft
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/bigtech_scrapers.py:580
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_microsoft
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
job_app/bigtech_scrapers.py:523
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_netflix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/services/bigtech_scrapers.py:671
low System graph software Dead code conf 1.00 Possibly dead Python function: scrape_netflix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
job_app/bigtech_scrapers.py:598
low System graph software Dead code conf 1.00 Possibly dead Python function: shutdown
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/app/workers/__init__.py:466
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — frontend/extension/content.js:694
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 — job_app/extension/content.js:694
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
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