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Tamas54/hirelemzoMCP

https://github.com/Tamas54/hirelemzoMCP · scanned 2026-06-16 00:29 UTC (2 months, 2 weeks ago)

103 raw signals (0 security + 103 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 86 actionable findings from 1 signal source. 17 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
63.7
/100
Security checks
64
0 findings
System graph
64
100.0% cov · 86 findings
Critical
0
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Agents
10
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Crowd
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reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 4 Medium 9 Low 56 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 86 Crowd 0 Layer: Software 26 Frontend 2 Hardware 5 Security 6 Cicd 1 Quality 40 Api 6
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Scan summary Repository scanned at 63.7/100 with 100.0% coverage. It contains 1206 nodes across 7 cross-layer flows, written primarily in mixed languages. Engine surfaced 103 findings — concentrated in quality (57), software (26), security (6). Risk profile is high: 0 critical, 4 high, 9 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 69 of 86 actionable findings. 103 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 security auth conf 1.00 FastAPI DELETE `clear_cache` without auth dependency — echolot-domain-intel/api/server.py:234
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
echolot-domain-intel/api/server.py:234 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `batch_analyze` without auth dependency — echolot-domain-intel/api/server.py:164
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
echolot-domain-intel/api/server.py:164 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `estimate_story_reach` without auth dependency — echolot-domain-intel/api/server.py:194
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
echolot-domain-intel/api/server.py:194 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `refresh_rankings` without auth dependency — echolot-domain-intel/api/server.py:225
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
echolot-domain-intel/api/server.py:225 securityAuth fastapi unauth mutation
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: Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: echolot-domain-intel/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 static/echolot-tv.js:64
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/echolot-tv.js:64 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in weather/index.html:468
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
weather/index.html:468 Direct innerhtml assignment
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 23 placeholder/mock markers across 10 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 104 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 48 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `ADMIN_KEY`, `BRAVE_FETCH_BATCH`, `BRAVE_FETCH_CONCURRENCY`, `BRAVE_FETCH_HTTPX_FALLBACK`, `BRAVE_FETCH_HTTPX_MIN_CHARS`, `BRAVE_FETCH_HTTPX_TIMEOUT_S`, `BRAVE_FETCH_INTERVAL_S`, `BRAVE_FETCH_ROBUST` + 40 more. Add them (with a placeholder/comment)…
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 161 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:3.12-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.12-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
echolot-domain-intel/Dockerfile:1 containersPinned dependencies
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: echolot_entities.py:resolve_qid_from_name, echolot_entities.py:resolve 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.
16 occurrences
repo-level (16 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: echolot_app.py:wrapped, echolot_app.py:wrapped, echolot_app.py:wrapped 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.
2 occurrences
repo-level (2 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: echolot-domain-intel/domain_intel/ranking.py:download_daily, echolot-domain-intel/domain_intel/ranking.py:download_daily, echolot-domain-intel/domain_intel/ranking.py:download_daily, echolot-domain-intel/domain_intel/ranking.py:download_daily This is…
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 quality Integrity conf 1.00 Old/deprecated-named symbol `echolot_landing_v2` in echolot_source_page.py:17
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 `echolot_landing_v2` in echolot_story_detail.py:17
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 `echolot_landing_v2` in server.py:2231
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 `hero_sub_old` in echolot_dashboard.py:297
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 `landing_v2` in echolot_landing_v2.py:56
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 `rest_v1` in echolot_wiki_daily_top.py:116
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 `rest_v1` in wikicorrelate/config.py:22
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 `rest_v1` in wikicorrelate/services/article_cache.py:95
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 `rest_v1` in wikicorrelate/services/http_client.py:105
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: brave_fetcher_thread
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:98
low System graph software Dead code conf 1.00 Possibly dead Python function: brief_worker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:179
low System graph software Dead code conf 1.00 Possibly dead Python function: build_passport_json
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_passport.py:749
low System graph software Dead code conf 1.00 Possibly dead Python function: classifier_thread
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:129
low System graph software Dead code conf 1.00 Possibly dead Python function: classify_for_query
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_classifier.py:507
low System graph software Dead code conf 1.00 Possibly dead Python function: cross_source_supertrends
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_gnews_trends.py:121
low System graph software Dead code conf 1.00 Possibly dead Python function: diagnostics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_classifier.py:358
low System graph software Dead code conf 1.00 Possibly dead Python function: diagnostics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_daily_brief.py:504
low System graph software Dead code conf 1.00 Possibly dead Python function: emit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_classifier.py:44
low System graph software Dead code conf 1.00 Possibly dead Python function: emit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_daily_brief.py:51
low System graph software Dead code conf 1.00 Possibly dead Python function: entity_portrait
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_analytics.py:258
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_transcript
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_youtube_transcript.py:71
low System graph software Dead code conf 1.00 Possibly dead Python function: frame_divergence
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_analytics.py:156
low System graph software Dead code conf 1.00 Possibly dead Python function: linker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:171
low System graph software Dead code conf 1.00 Possibly dead Python function: lookup_cached
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_ondemand_translate.py:94
low System graph software Dead code conf 1.00 Possibly dead Python function: metrics_flusher
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:186
low System graph software Dead code conf 1.00 Possibly dead Python function: overview
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_analytics.py:70
low System graph software Dead code conf 1.00 Possibly dead Python function: render_brief_landing_block
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_brief_page.py:146
low System graph software Dead code conf 1.00 Possibly dead Python function: scraper_thread
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:21
low System graph software Dead code conf 1.00 Possibly dead Python function: search_sync
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_brave_client.py:152
low System graph software Dead code conf 1.00 Possibly dead Python function: source_profile
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_analytics.py:204
low System graph software Dead code conf 1.00 Possibly dead Python function: translate_fulltext
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_ondemand_translate.py:224
low System graph software Dead code conf 1.00 Possibly dead Python function: translator_thread
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:140
low System graph software Dead code conf 1.00 Possibly dead Python function: trending_videos
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_youtube_trends.py:55
low System graph software Dead code conf 1.00 Possibly dead Python function: wikicorrelate_warmer_thread
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
start.py:60
low System graph software Dead code conf 1.00 Possibly dead Python function: wrapped
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
echolot_app.py:74
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 — static/echolot-tv.js:51
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: DELETE /admin/cache
`echolot-domain-intel/api/server.py` declares `DELETE /admin/cache` 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 /domain/{domain}
`echolot-domain-intel/api/server.py` declares `GET /domain/{domain}` 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 /domain/{domain}/rank
`echolot-domain-intel/api/server.py` declares `GET /domain/{domain}/rank` 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 /admin/refresh
`echolot-domain-intel/api/server.py` declares `POST /admin/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 consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /domain/batch
`echolot-domain-intel/api/server.py` declares `POST /domain/batch` 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 /story/reach
`echolot-domain-intel/api/server.py` declares `POST /story/reach` 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 quality Complexity conf 1.00 Very large file: echolot_dashboard.py (1406 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: echolot_landing_v2.py (3033 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: server.py (4493 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: wikicorrelate/services/correlate.py (1615 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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