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siyang-jiang/CUHK-X

https://github.com/siyang-jiang/CUHK-X · scanned 2026-06-16 00:15 UTC (2 months, 2 weeks ago)

66 raw signals (0 security + 66 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 53 actionable findings from 1 signal source. 13 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
85.7
/100
Security checks
86
0 findings
System graph
86
77.8% cov · 53 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 1 Medium 6 Low 39 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 53 Crowd 0 Layer: Software 29 Frontend 1 Security 3 Cicd 1 Quality 19
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Scan summary Repository scanned at 85.7/100 with 77.8% coverage. It contains 781 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 66 findings — concentrated in quality (32), software (29), security (3). Risk profile is high: 0 critical, 1 high, 6 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 46 of 53 actionable findings. 66 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 security conf 1.00 Insecure pattern 'exec_used' in SM/Code/radar/train_radar_mix.sh:99
Found a known-risky pattern (exec_used). Review and replace if possible.
SM/Code/radar/train_radar_mix.sh:99 Exec used
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 ci, tests. 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 security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in docs/explorer/app.js:147
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
docs/explorer/app.js:147 Direct innerhtml assignment
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/build_explorer_assets.py:502
`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
0 test file(s) for 55 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: ci, tests. 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 quality Debug conf 1.00 Debug logging residue appears in source files
Found 707 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 Integrity conf 1.00 Near-duplicate function bodies in 12 places
Functions with the same first-5-line body hash: LM/CUHK-X-VLM/src/sequential_action_recording/main_internvl_shuffle.py:read_csv_file, LM/CUHK-X-VLM/src/sequential_action_recording/main_videochatr1_shuffle.py:read_csv_file, LM/CUHK-X-VLM/src/action_selection/main_videochatr1_choices.py:read_csv_file…
duplicatesduplication
low System graph quality Integrity conf 1.00 7 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: SM/Code/skeleton/train.py:parse_args, SM/Code/skeleton/finetune.py:parse_args 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.
7 occurrences
repo-level (7 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: SM/Code/radar/train_models_radar_mix.py:forward, SM/Code/radar/train_models_radar_mix.py:forward, SM/Code/radar/train_models_radar_mix.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 6 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: SM/Code/rgb/cross_subject/simclr_10.py:get_all_action_classes, SM/Code/rgb/cross_subject/simclr_10_remove_env.py:get_all_action_classes, SM/Code/rgb/cross_subject/simclr_44.py:get_all_action_classes, SM/Code/rgb/cross_subject/train_supervised_44.py:ge…
6 occurrences
repo-level (6 hits)
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: SM/Code/rgb/cross_subject/simclr_10.py:get_test_transform, SM/Code/rgb/cross_subject/simclr_10_remove_env.py:get_test_transform, SM/Code/rgb/cross_subject/simclr_44.py:get_test_transform, SM/Code/rgb/cross_subject/train_supervised_44.py:get_test_trans…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: SM/Code/rgb/cross_subject/simclr_10.py:forward, SM/Code/rgb/cross_subject/simclr_10.py:forward, SM/Code/rgb/cross_subject/simclr_10_remove_env.py:forward, SM/Code/rgb/cross_subject/simclr_10_remove_env.py:forward This is *the* AI-coder failure mode (…
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: SM/Code/imu/models/cnn_transformer.py:forward, SM/Code/imu/models/cnn_transformer.py:forward, SM/Code/imu/models/cnn_transformer.py:forward, SM/Code/imu/models/cnn_transformer.py:forward This is *the* AI-coder failure mode (4× more duplication in vib…
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: coco2h36m
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/dataset.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: collate_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/rgb/train_models_cross_multi.py:285
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_overall_accuracy
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/learning.py:58
low System graph software Dead code conf 1.00 Possibly dead Python function: construct_include
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/tools.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: crop_scale_3d
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/utils_data.py:34
low System graph software Dead code conf 1.00 Possibly dead Python function: ensure_dir
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/tools.py:57
low System graph software Dead code conf 1.00 Possibly dead Python function: flip_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/utils_data.py:57
low System graph software Dead code conf 1.00 Possibly dead Python function: kaiming_init_weights
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/imu/models/cnn.py:95
low System graph software Dead code conf 1.00 Possibly dead Python function: load_pretrained_weights
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/learning.py:83
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_2d_weighted
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:72
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_joint
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:144
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_limb_gt
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_limb_var
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:114
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_velocity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:133
low System graph software Dead code conf 1.00 Possibly dead Python function: make_cam
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/dataset.py:113
low System graph software Dead code conf 1.00 Possibly dead Python function: mpjpe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:8
low System graph software Dead code conf 1.00 Possibly dead Python function: multilabel_accuracy
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/learning.py:40
low System graph software Dead code conf 1.00 Possibly dead Python function: n_mpjpe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:79
low System graph software Dead code conf 1.00 Possibly dead Python function: openpose25to18
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/dataset.py:79
low System graph software Dead code conf 1.00 Possibly dead Python function: p_mpjpe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:16
low System graph software Dead code conf 1.00 Possibly dead Python function: partial_train_layers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/learning.py:113
low System graph software Dead code conf 1.00 Possibly dead Python function: random_move
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/dataset.py:203
low System graph software Dead code conf 1.00 Possibly dead Python function: read_pkl
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/tools.py:66
low System graph software Dead code conf 1.00 Possibly dead Python function: smpl2openpose
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/dataset.py:90
low System graph software Dead code conf 1.00 Possibly dead Python function: smpljoints2h36m
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/dataset.py:170
low System graph software Dead code conf 1.00 Possibly dead Python function: split_clips
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/utils/utils_data.py:94
low System graph software Dead code conf 1.00 Possibly dead Python function: weighted_bonelen_loss
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:90
low System graph software Dead code conf 1.00 Possibly dead Python function: weighted_boneratio_loss
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:94
low System graph software Dead code conf 1.00 Possibly dead Python function: weighted_mpjpe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
SM/Code/skeleton/model/loss.py:64
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
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
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