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yonroy/VoiceMOS-Challenge

https://github.com/yonroy/VoiceMOS-Challenge · scanned 2026-06-16 01:07 UTC (2 months, 1 week ago)

141 raw signals (0 security + 141 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 117 actionable findings from 1 signal source. 24 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
67.0
/100
Security checks
67
0 findings
System graph
67
88.9% cov · 117 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 6 Medium 44 Low 41 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 117 Crowd 0 Layer: Software 18 Hardware 6 Frontend 1 Security 18 Cicd 1 Quality 69 Api 4
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Scan summary Repository scanned at 67.0/100 with 88.9% coverage. It contains 806 nodes across 5 cross-layer flows, written primarily in mixed languages. Engine surfaced 141 findings — concentrated in quality (81), software (30), security (18). Risk profile is high: 0 critical, 6 high, 44 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 91 of 117 actionable findings. 141 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 POST `track1_ep` without auth dependency — api_service/app/main.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.
api_service/app/main.py:64 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `track1` without auth dependency — triton_service/gateway/app.py:77
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
triton_service/gateway/app.py:77 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `track2_ep` without auth dependency — api_service/app/main.py:75
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
api_service/app/main.py:75 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `track2` without auth dependency — triton_service/gateway/app.py:61
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
triton_service/gateway/app.py:61 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `track3_ep` without auth dependency — api_service/app/main.py:85
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
api_service/app/main.py:85 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `track3` without auth dependency — triton_service/gateway/app.py:94
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
triton_service/gateway/app.py:94 securityAuth fastapi unauth mutation
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/settings.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/settings.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph hardware Security conf 1.00 Dockerfile runs as root: triton_service/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: triton_service/gateway/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 'cors_wildcard' in api_service/app/main.py:26
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
api_service/app/main.py:26 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in slide/voicemos2026_slides.html:889
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
slide/voicemos2026_slides.html:889 Dangerous innerhtml
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in slide/voicemos2026_slides.html:874
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
slide/voicemos2026_slides.html:874 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_outerhtml_assignment' in slide/voicemos2026_slides.html:874
Found a known-risky pattern (direct_outerhtml_assignment). Review and replace if possible.
slide/voicemos2026_slides.html:874 Direct outerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'insert_adjacent_html' in slide/voicemos2026_slides.html:889
Found a known-risky pattern (insert_adjacent_html). Review and replace if possible.
slide/voicemos2026_slides.html:889 Insert adjacent html
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in api_service/app/tracks/track1.py:20
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
api_service/app/tracks/track1.py:20 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in api_service/app/tracks/track3.py:22
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
api_service/app/tracks/track3.py:22 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in huggingface/space/app.py:107
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
huggingface/space/app.py:107 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in kaggle_baseline/demo_all_tracks_gradio_pipeline.py:61
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
kaggle_baseline/demo_all_tracks_gradio_pipeline.py:61 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in kaggle_baseline/track1/demo_track1_gradio_pipeline.py:34
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
kaggle_baseline/track1/demo_track1_gradio_pipeline.py:34 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in kaggle_baseline/track2/track2_prepare_data_pipeline.py:48
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
kaggle_baseline/track2/track2_prepare_data_pipeline.py:48 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — api_service/app/tracks/track2.py:53
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — api_service/app/tracks/track3.py:21
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — huggingface/space/app.py:161
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/demo_all_tracks_gradio_pipeline.py:27
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/demo_run_from_hf_pipeline.py:24
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track1/demo_track1_gradio_pipeline.py:33
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/demo_track2_emotion_gradio_pipeline.py:98
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp03_emos_sailer_pipeline.py:89
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp04_fusion_pipeline.py:115
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp05_vad_audeering_pipeline.py:73
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp06_qmos_train_pipeline.py:87
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp07_fusion_qmos_pipeline.py:102
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp08_finetune_emotion_pipeline.py:116
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp08b_finetune_resume_pipeline.py:108
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp09a_qmos_utmosv2_probe_pipeline.py:61
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp10_finetune_audeering_pipeline.py:92
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp11_finetune_joint_pipeline.py:111
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp12_wavlm_scratch_pipeline.py:108
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp13_finetune_qmos_pipeline.py:141
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp14_mamba_head_pipeline.py:116
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp15_predict_pipeline.py:146
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/exp15_wavlm_mamba_emotion_pipeline.py:183
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — kaggle_baseline/track2/track2_prepare_data_pipeline.py:48
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — triton_service/model_repository/track1_acr/1/model.py:33
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — triton_service/model_repository/track2_emotion/1/model.py:66
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — triton_service/model_repository/track3_sim/1/model.py:37
`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 security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
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 Tests conf 1.00 Very low test-to-source ratio
2 test file(s) for 45 source file(s) (ratio 0.04). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 14 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `API_BASE`, `GATEWAY_URL`, `GRADIO_SERVER_PORT`, `HF_TOKEN`, `LOCUST_EMOTION`, `MODELS_DIR`, `SAMPLE_DIR`, `SPACE_ID` + 6 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph quality Maintenance conf 1.00 42 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph 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 558 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: nvcr.io/nvidia/tritonserver:24.08-py3
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
triton_service/Dockerfile:12 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.10-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
triton_service/gateway/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.10-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
api_service/Dockerfile:2 containersPinned dependencies
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 11 places
Functions with the same first-5-line body hash: kaggle_baseline/track2/exp07_fusion_qmos_pipeline.py:norm_emotion, kaggle_baseline/track2/exp08b_finetune_resume_pipeline.py:norm_emotion, kaggle_baseline/track2/exp13_finetune_qmos_pipeline.py:norm_emotion, kaggle_baseline/track2/exp08_finetune_emoti…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: huggingface/space/app.py:gauges_row, huggingface/space/app.py:gauge 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.
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 6 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: huggingface/space/app.py:audeering_feat, api_service/app/tracks/track2.py:audeering_feat, kaggle_baseline/demo_all_tracks_gradio_pipeline.py:audeering_feat This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.…
6 occurrences
repo-level (6 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: kaggle_baseline/track2/exp07_fusion_qmos_pipeline.py:pip_install, kaggle_baseline/track2/exp06_qmos_train_pipeline.py:pip_install, kaggle_baseline/track2/exp04_fusion_pipeline.py:pip_install, kaggle_baseline/track2/exp14_mamba_head_pipeline.py:pip_ins…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: huggingface/space/app.py:onehot_target, api_service/app/tracks/track2.py:onehot_target, kaggle_baseline/demo_all_tracks_gradio_pipeline.py:onehot_target, kaggle_baseline/track2/exp13_finetune_qmos_pipeline.py:onehot_target This is *the* AI-coder fail…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 7 places
Functions with the same first-5-line body hash: huggingface/space/app.py:masked_mean, api_service/app/tracks/track2.py:masked_mean, kaggle_baseline/demo_all_tracks_gradio_pipeline.py:masked_mean, kaggle_baseline/track2/exp08b_finetune_resume_pipeline.py:masked_mean This is *the* AI-coder failure m…
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: kaggle_baseline/track2/exp07_fusion_qmos_pipeline.py:parse_emocat_votes, kaggle_baseline/track2/exp08b_finetune_resume_pipeline.py:parse_emocat_votes, kaggle_baseline/track2/exp08_finetune_emotion_pipeline.py:parse_emocat_votes, kaggle_baseline/track2…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 9 places
Functions with the same first-5-line body hash: triton_service/model_repository/track2_emotion/1/model.py:find_hf_backbone, huggingface/space/app.py:find_hf_backbone, api_service/app/tracks/track2.py:find_hf_backbone, kaggle_baseline/demo_all_tracks_gradio_pipeline.py:find_hf_backbone This is *the…
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 `p_v1` in kaggle_baseline/track2/exp09a_qmos_utmosv2_probe_pipeline.py:167
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: check_server
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
triton_service/ui/app_ui.py:41
low System graph software Dead code conf 1.00 Possibly dead Python function: collate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
kaggle_baseline/track2/exp08b_finetune_resume_pipeline.py:378
low System graph software Dead code conf 1.00 3 occurrences Possibly dead Python function: execute
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
3 files, 3 locations
triton_service/model_repository/track1_acr/1/model.py:60
triton_service/model_repository/track2_emotion/1/model.py:234
triton_service/model_repository/track3_sim/1/model.py:52
low System graph software Dead code conf 1.00 3 occurrences Possibly dead Python function: finalize
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
3 files, 3 locations
triton_service/model_repository/track1_acr/1/model.py:109
triton_service/model_repository/track2_emotion/1/model.py:345
triton_service/model_repository/track3_sim/1/model.py:111
low System graph software Dead code conf 1.00 7 occurrences Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
7 files, 7 locations
api_service/app/tracks/track2.py:141
huggingface/space/app.py:301
kaggle_baseline/demo_all_tracks_gradio_pipeline.py:268
kaggle_baseline/track2/exp07_fusion_qmos_pipeline.py:429
kaggle_baseline/track2/exp08b_finetune_resume_pipeline.py:420
kaggle_baseline/track2/exp13_finetune_qmos_pipeline.py:502
triton_service/model_repository/track2_emotion/1/model.py:139
low System graph software Dead code conf 1.00 3 occurrences Possibly dead Python function: initialize
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
3 files, 3 locations
triton_service/model_repository/track1_acr/1/model.py:28
triton_service/model_repository/track2_emotion/1/model.py:46
triton_service/model_repository/track3_sim/1/model.py:32
low System graph software Dead code conf 1.00 Possibly dead Python function: score_one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
triton_service/client/batch_client.py:40
low System graph software Dead code conf 1.00 Possibly dead Python function: t1_predict
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
huggingface/space/app.py:123
low System graph software Dead code conf 1.00 Possibly dead Python function: t1_predict
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
kaggle_baseline/demo_all_tracks_gradio_pipeline.py:77
low System graph software Dead code conf 1.00 Possibly dead Python function: t2_predict
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
huggingface/space/app.py:336
low System graph software Dead code conf 1.00 Possibly dead Python function: t2_predict
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
kaggle_baseline/demo_all_tracks_gradio_pipeline.py:304
low System graph software Dead code conf 1.00 Possibly dead Python function: t3_predict
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
huggingface/space/app.py:171
low System graph software Dead code conf 1.00 Possibly dead Python function: t3_predict
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
kaggle_baseline/demo_all_tracks_gradio_pipeline.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: ui_batch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
triton_service/ui/app_ui.py:133
low System graph software Dead code conf 1.00 Possibly dead Python function: ui_track1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
triton_service/ui/app_ui.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: ui_track2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
triton_service/ui/app_ui.py:55
low System graph software Dead code conf 1.00 Possibly dead Python function: ui_track3
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
triton_service/ui/app_ui.py:108
low System graph software Dead code conf 1.00 Possibly dead Python function: work
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
triton_service/ui/app_ui.py:140
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 /
`api_service/app/main.py` declares `GET /` 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 /track1
`triton_service/gateway/app.py` declares `POST /track1` 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 /track2
`triton_service/gateway/app.py` declares `POST /track2` 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 /track3
`triton_service/gateway/app.py` declares `POST /track3` 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
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