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jingyaogong/minimind-o

https://github.com/jingyaogong/minimind-o · scanned 2026-05-16 22:30 UTC (18 hours, 53 minutes ago) · 10 languages

47 findings (15 legacy + 32 scanner) 13th percentile · Python · small (2-20K LoC) Scanner says 74 (lower by 23)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 18 hours, 53 minutes ago · v1 · 47 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

JSON
Combined
68.7
/100
Repobility
63
15 legacy
9-layer
74
77.8% cov · 32 gaps
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: severity: low × excluding tests × Reset all
Severity: Critical 0 High 11 Medium 14 Low 21 Source: Legacy 15 9-layer 32 Crowd 0 Layer: Quality 10 Security 21 Software 5 Frontend 1 Cicd 1 Api 9
Scan summary Repository scanned at 74.2/100 with 77.8% coverage. It contains 154 nodes across 9 cross-layer flows, written primarily in mixed languages. Engine surfaced 32 findings — concentrated in security (10), api (9), quality (6). Risk profile is high: 0 critical, 9 high, 3 medium. Recommended next step: open the security layer findings first — that's where the highest-impact wins live.

Showing 21 of 47 findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

low Legacy security auth conf 0.76 [AUC005] No authorization-focused tests detected: No test files with common authorization, ownership, 403, admin, or super_admin assertions were found.
No test files with common authorization, ownership, 403, admin, or super_admin assertions were found.
authlegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
webui/web_demo.py:29 qualitylegacy
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: webui/web_demo.py:scan_hf_models, scripts/web_demo_omni.py:scan_hf_models 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: webui/web_demo.py:clone_voice_path, webui/web_demo.py:clone_voice 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: model/model_omni.py:reset, model/model_omni.py:reset 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: model/model_omni.py:forward, model/model_omni.py:forward, model/model_omni.py:forward, model/model_omni.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or docum…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 7 places
Functions with the same first-5-line body hash: model/model_minimind.py:forward, model/model_minimind.py:forward, model/model_minimind.py:forward, model/model_minimind.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Cons…
integrityduplicatedry
low 9-layer software dead-code conf 1.00 Possibly dead Python function: convert_transformers2torch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/convert_omni.py:41 dead-code
low 9-layer software dead-code conf 1.00 Possibly dead Python function: omni_collate_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
trainer/train_sft_omni.py:24 dead-code
low 9-layer software dead-code conf 1.00 Possibly dead Python function: recv_loop
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
webui/web_demo.py:382 dead-code
low 9-layer software dead-code conf 1.00 Possibly dead Python function: respond
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/web_demo_omni.py:188 dead-code
low 9-layer software dead-code conf 1.00 Possibly dead Python function: vlm_collate_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
trainer/trainer_utils.py:165 dead-code
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /
`webui/web_demo.py` declares `ANY /` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /call
`webui/web_demo.py` declares `ANY /call` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /chat
`webui/web_demo.py` declares `ANY /chat` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /clone_voice
`webui/web_demo.py` declares `ANY /clone_voice` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /delete_voice
`webui/web_demo.py` declares `ANY /delete_voice` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /models
`webui/web_demo.py` declares `ANY /models` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /switch_model
`webui/web_demo.py` declares `ANY /switch_model` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /voices
`webui/web_demo.py` declares `ANY /voices` 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.
wiringunused-endpoint
low 9-layer api wiring conf 1.00 Unused endpoint: ANY /ws/realtime
`webui/web_demo.py` declares `ANY /ws/realtime` 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.
wiringunused-endpoint
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