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timefliez1210/aust_backend_with_vision

https://github.com/timefliez1210/aust_backend_with_vision · scanned 2026-06-16 00:36 UTC (2 months, 2 weeks ago)

78 raw signals (21 security + 57 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 59 actionable findings from 2 signal sources. 27 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
50.1
/100
Security checks
50
7 findings
System graph
50
100.0% cov · 52 findings
Critical
3
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: severity: low × excluding tests × Reset all
Severity: Critical 3 High 5 Medium 14 Low 33 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 7 System graph 52 Crowd 0 Layer: Quality 30 Software 4 Network 2 Hardware 6 Frontend 1 Security 4 Cicd 1 Api 11
Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.
Scan summary Repository scanned at 50.1/100 with 100.0% coverage. It contains 905 nodes across 12 cross-layer flows, written primarily in mixed languages. Engine surfaced 57 findings — concentrated in quality (27), api (11), hardware (7). Risk profile is high: 2 critical, 2 high, 12 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 32 of 59 actionable findings. 86 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.

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 78 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: alpine:3.20
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
docker/Dockerfile:19 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: nvidia/cuda:12.4.1-runtime-ubuntu22.04
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
services/vision/Dockerfile:2 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: rust:1.93-alpine
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
docker/Dockerfile:2 containersPinned dependencies
low System graph quality Agent instructions conf 1.00 Multiple root agent instruction files without precedence
The repo has multiple top-level AI-coder instruction files. Without precedence rules, different agents may follow different policies.
Governance
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: services/vision/modal_app.py:estimate_video_submit, services/vision/modal_app.py:estimate_video_deprecated 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 …
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: services/vision/modal_app.py:setup, services/vision/modal_app.py:setup, services/vision/modal_app.py:setup 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 …
4 occurrences
repo-level (4 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 `estimate_upload_deprecated` in services/vision/modal_app.py:327
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 `Rechnung_Vorlage_v2` in scripts/archive/make_rechnung_template.py:3
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: detect
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
services/vision/app/vision/detector.py:98
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_masked_region
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
services/vision/app/vision/segmenter.py:77
low System graph software Dead code conf 1.00 Possibly dead Python function: segment_single_image
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
services/vision/app/vision/video_segmenter.py:148
low System graph software Dead code conf 1.00 Possibly dead Python function: unload
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
services/vision/app/vision/reconstructor.py:175
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
low System graph api Wiring conf 1.00 Unused endpoint: GET /estimate/ar/status/{job_id}
`services/vision/modal_app.py` declares `GET /estimate/ar/status/{job_id}` 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 /estimate/status/{job_id}
`services/vision/modal_app.py` declares `GET /estimate/status/{job_id}` 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 /estimate/video/status/{job_id}
`services/vision/modal_app.py` declares `GET /estimate/video/status/{job_id}` 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 /ready
`services/vision/modal_app.py` declares `GET /ready` 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 /estimate/ar/submit
`services/vision/modal_app.py` declares `POST /estimate/ar/submit` 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 /estimate/submit
`services/vision/modal_app.py` declares `POST /estimate/submit` 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 /estimate/upload
`services/vision/modal_app.py` declares `POST /estimate/upload` 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 /estimate/video
`services/vision/modal_app.py` declares `POST /estimate/video` 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 /estimate/video/submit
`services/vision/modal_app.py` declares `POST /estimate/video/submit` 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 /images
`services/vision/app/api/endpoints/estimate.py` declares `POST /images` 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 /video
`services/vision/app/api/endpoints/video.py` declares `POST /video` 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: crates/api/src/routes/admin.rs (2058 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: crates/api/src/routes/invoices.rs (1435 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: crates/api/src/routes/submissions.rs (2411 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: crates/api/src/services/offer_builder.rs (2051 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: crates/offer-generator/src/xlsx.rs (2065 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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