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ALvetX/S1-Omni-pro-main

https://github.com/ALvetX/S1-Omni-pro-main · scanned 2026-06-17 01:12 UTC (1 month, 2 weeks ago)

54 raw signals (0 security + 54 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +0.5 (diff) · 38 actionable findings from 1 signal source. 16 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
77.2
/100
Security checks
77
0 findings
System graph
77
66.7% cov · 38 findings
Critical
1
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 1 High 5 Medium 6 Low 25 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 38 Crowd 0 Layer: Software 17 Security 7 Quality 14
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Scan summary Repository scanned at 77.2/100 with 66.7% coverage. It contains 649 nodes across 2 cross-layer flows, written primarily in mixed languages. Engine surfaced 54 findings — concentrated in quality (30), software (17), security (7). Risk profile is high: 1 critical, 5 high, 6 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 37 of 38 actionable findings. 54 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 System graph security Secrets conf 1.00 Possible secret in qwen-vl-finetune/scripts/s1_omni_train.sh
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
qwen-vl-finetune/scripts/s1_omni_train.sh:4
high System graph security auth conf 1.00 FastAPI POST `predict` without auth dependency — qwen-vl-finetune/s1_omni_fastapi_server.py:226
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen-vl-finetune/s1_omni_fastapi_server.py:226 securityAuth fastapi unauth mutation
high System graph security security conf 1.00 Insecure pattern 'eval_used' in evaluation/MathVision/common_utils.py:55
Found a known-risky pattern (eval_used). Review and replace if possible.
evaluation/MathVision/common_utils.py:55 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in evaluation/MathVision/eval_utils.py:32
Found a known-risky pattern (eval_used). Review and replace if possible.
evaluation/MathVision/eval_utils.py:32 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in evaluation/mmmu/common_utils.py:55
Found a known-risky pattern (eval_used). Review and replace if possible.
evaluation/mmmu/common_utils.py:55 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in evaluation/RealWorldQA/common_utils.py:55
Found a known-risky pattern (eval_used). Review and replace if possible.
evaluation/RealWorldQA/common_utils.py:55 Eval used
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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — evaluation/MathVision/common_utils.py:38
`requests.get(...)` 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 — evaluation/mmmu/common_utils.py:38
`requests.get(...)` 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 — evaluation/RealWorldQA/common_utils.py:38
`requests.get(...)` 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 — qwen-vl-utils/src/qwen_vl_utils/vision_process.py:104
`requests.get(...)` 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
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 382 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 quality Tests conf 1.00 Low test-to-source ratio
7 tests / 39 src (ratio 0.18).
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: cookbooks/utils/agent_function_call.py:description, cookbooks/utils/agent_function_call.py:description 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…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 12 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: evaluation/RealWorldQA/common_utils.py:encode_image_to_base64, evaluation/mmmu/common_utils.py:encode_image_to_base64, evaluation/MathVision/common_utils.py:encode_image_to_base64 This is *the* AI-coder failure mode (4× more duplication in vibe-coded…
12 occurrences
repo-level (12 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: evaluation/RealWorldQA/eval_utils.py:build_judge, evaluation/mmmu/eval_utils.py:build_judge, evaluation/MathVision/eval_utils.py:build_judge, evaluation/VideoMME/eval_utils.py:build_judge This is *the* AI-coder failure mode (4× more duplication in vi…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: evaluation/RealWorldQA/eval_utils.py:generate, evaluation/RealWorldQA/eval_utils.py:generate, evaluation/mmmu/eval_utils.py:generate, evaluation/mmmu/eval_utils.py:generate This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos …
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `s1_protein_esm2_v1` in qwen-vl-finetune/qwenvl/modeling_s1_protein.py:48
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: add_file
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_demo_mm.py:314
low System graph software Dead code conf 1.00 Possibly dead Python function: add_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_demo_mm.py:306
low System graph software Dead code conf 1.00 Possibly dead Python function: calculate_and_update
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/tools/pack_data.py:158
low System graph software Dead code conf 1.00 Possibly dead Python function: call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cookbooks/utils/agent_function_call.py:233
low System graph software Dead code conf 1.00 Possibly dead Python function: create_optimizer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/train/trainer.py:316
low System graph software Dead code conf 1.00 Possibly dead Python function: evaluate_one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/eval_s1_omni_fastapi_client.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/modeling_s1_protein.py:837
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/modeling_s1_omni.py:446
low System graph software Dead code conf 1.00 Possibly dead Python function: make_inputs_require_grad
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/train/train_qwen.py:306
low System graph software Dead code conf 1.00 Possibly dead Python function: print_trainable_parameters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/train/trainer.py:285
low System graph software Dead code conf 1.00 Possibly dead Python function: print_trainable_parameters_visual
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/train/trainer.py:255
low System graph software Dead code conf 1.00 Possibly dead Python function: rank0_print
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/train/train_qwen.py:52
low System graph software Dead code conf 1.00 Possibly dead Python function: regenerate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_demo_mm.py:284
low System graph software Dead code conf 1.00 Possibly dead Python function: reset_state
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_demo_mm.py:324
low System graph software Dead code conf 1.00 Possibly dead Python function: reset_user_input
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_demo_mm.py:321
low System graph software Dead code conf 1.00 Possibly dead Python function: return_mask
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/qwenvl/train/trainer.py:203
low System graph software Dead code conf 1.00 Possibly dead Python function: write_result_lines
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
qwen-vl-finetune/infer_s1_protein_checkpoint.py:821
low System graph quality Complexity conf 1.00 Very large file: qwen-vl-finetune/qwenvl/modeling_s1_protein.py (1699 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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