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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.

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100.0% cov · 52 findings

Severity distribution — click a segment to filter

Active filters: 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

Exclude dismissed / FP Exclude test files

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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 54 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.

critical Security checks quality Practices conf 0.82 Foundry mined mock as real or placeholder: timefliez1210/aust_backend_with_vision

Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real Query id: mock_as_real_or_placeholder Query type: motif_query Intent: Hard negatives for fake completeness and missing real data paths. Motif: mock_as_real_or_placeholder Training usage: hard_negative Graph gol…

critical System graph security Secrets conf 1.00 Possible secret in scripts/archive/e2e_resubmit_inquiry.py

Detected pattern matching password_literal. Rotate the credential and move to a secret manager.

scripts/archive/e2e_resubmit_inquiry.py:31

critical System graph security Secrets conf 1.00 Possible secret in scripts/staging.sh

Detected pattern matching password_literal. Rotate the credential and move to a secret manager.

scripts/staging.sh:27

high Security checks quality Practices conf 0.84 Foundry mined bad chains: timefliez1210/aust_backend_with_vision

Comment chain pattern product: bad_chains Repo: timefliez1210/aust_backend_with_vision Thread: timefliez1210/aust_backend_with_vision#5 Outcome: claimed_resolved_unverified Thread label: thread_has_human_issue_and_fix_context Source graph label: source_backed_multi_signal_graph Reasons: source_grap…

high Security checks quality Quality conf 0.76 8 occurrences Foundry mined schema ui api mismatch: timefliez1210/aust_backend_with_vision

Graph query export: Schema, UI, and API mismatch Query id: schema_ui_api_mismatch Query type: motif_query Intent: Assumption-check examples for data-path consistency across layers. Motif: schema_ui_api_mismatch Training usage: assumption_check Graph gold label: supported_by_verification_signal Repo…

8 occurrences

repo-level (8 hits)

high Security checks quality Testing conf 0.78 4 occurrences Foundry mined test ci gap after feedback: timefliez1210/aust_backend_with_vision

Graph query export: Feedback exposes missing tests or CI Query id: test_ci_gap_after_feedback Query type: motif_query Intent: Hard negatives for feedback/fix chains without adequate guardrails. Motif: test_ci_gap_after_feedback Training usage: hard_negative Graph gold label: supported_by_verificati…

4 occurrences

repo-level (4 hits)

high System graph security auth conf 1.00 FastAPI POST `estimate_images` without auth dependency — services/vision/app/api/endpoints/estimate.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.

services/vision/app/api/endpoints/estimate.py:16 securityAuth fastapi unauth mutation

high System graph security auth conf 1.00 FastAPI POST `estimate_video` without auth dependency — services/vision/app/api/endpoints/video.py:31

`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.

services/vision/app/api/endpoints/video.py:31 securityAuth fastapi unauth mutation

medium Security checks quality Practices conf 0.62 2 occurrences Foundry mined assumption checks: timefliez1210/aust_backend_with_vision

Comment chain pattern product: assumption_checks Repo: timefliez1210/aust_backend_with_vision Thread: timefliez1210/aust_backend_with_vision#2 Outcome: ambiguous_needs_more_evidence Thread label: thread_needs_classification Source graph label: source_backed_multi_signal_graph Reasons: source_graph_…

2 occurrences

repo-level (2 hits)

medium Security checks quality maintenance conf 0.70 8 occurrences Foundry mined blueprint gap alignment: timefliez1210/aust_backend_with_vision

Graph query export: Human feedback aligned with blueprint or architecture gaps Query id: blueprint_gap_alignment Query type: motif_query Intent: Curriculum-gap examples connecting issue threads to helicopter-view gaps. Motif: blueprint_gap_alignment Training usage: curriculum_gap Graph gold label: …

8 occurrences

repo-level (8 hits)

medium Security checks quality Practices conf 0.70 5 occurrences Foundry mined unresolved feedback: timefliez1210/aust_backend_with_vision

Graph query export: Human feedback without linked fix evidence Query id: unresolved_feedback Query type: motif_query Intent: Negative/unresolved examples that should not be hallucinated into fixes. Motif: unlinked_feedback_needs_evidence Training usage: negative_or_unresolved Graph gold label: supp…

5 occurrences

repo-level (5 hits)

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, lockfile. 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, lockfile. 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 Supply chain conf 1.00 2 occurrences Docker base image uses a mutable or implicit tag: transformers

Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.

lines 26, 29

services/vision/Dockerfile:26, 29 (2 hits)

containersPinned dependencies

medium System graph hardware Security conf 1.00 Dockerfile runs as root: services/vision/Dockerfile

No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.

Container

medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — services/vision/vlm_ollama_eval.py:67

`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 42 placeholder/mock markers across 16 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 network Security conf 1.00 Privileged port 3 in use

Port 3 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.

scripts/setup-backups.sh Ports

medium System graph network Security conf 1.00 Privileged port 4 in use

Port 4 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.

scripts/setup-local-backup-cron.sh Ports

medium System graph quality Tests conf 1.00 Very low test-to-source ratio

18 test file(s) for 225 source file(s) (ratio 0.08). Consider adding integration or unit tests for critical paths.

Coverage

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)