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TACS-UCSC/gust2

https://github.com/TACS-UCSC/gust2 · scanned 2026-06-16 00:28 UTC (2 months, 2 weeks ago)

67 raw signals (0 security + 67 graph)

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Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 61 actionable findings from 1 signal source. 6 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
72.8
/100
Security checks
73
0 findings
System graph
73
77.8% cov · 61 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 0 Medium 21 Low 33 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 61 Crowd 0 Layer: Software 15 Network 16 Frontend 1 Security 1 Cicd 1 Quality 27
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Scan summary Repository scanned at 72.8/100 with 77.8% coverage. It contains 355 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 67 findings — concentrated in quality (33), network (16), software (15). Risk profile is low: 0 critical, 0 high, 21 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 54 of 61 actionable findings. 67 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.

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, tests, operator-readme. 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, tests, operator-readme. 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 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 network Security conf 1.00 Privileged port 10 in use
Port 10 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/bridges/sweep_scaling_tempopt_n128.sh Ports
medium System graph network Security conf 1.00 Privileged port 12 in use
Port 12 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/bridges/sweep_codebook.sh Ports
medium System graph network Security conf 1.00 Privileged port 16 in use
Port 16 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/bridges/sweep_scaling_tempopt_n128.sh Ports
medium System graph network Security conf 1.00 Privileged port 18 in use
Port 18 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/bridges/sweep_diagnostics_temp.sh Ports
medium System graph network Security conf 1.00 Privileged port 2 in use
Port 2 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/derecho/sweep_sampling_posmask.sh Ports
medium System graph network Security conf 1.00 Privileged port 24 in use
Port 24 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/bridges/sweep_scales.sh Ports
medium System graph network Security conf 1.00 Privileged port 30 in use
Port 30 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/bridges/sweep_snapshots.sh Ports
medium System graph network Security conf 1.00 Privileged port 32 in use
Port 32 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/bridges/sweep_scales.sh Ports
medium System graph network Security conf 1.00 Privileged port 34 in use
Port 34 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/bridges/sweep_diagnostics_temp.sh Ports
medium System graph network Security conf 1.00 Privileged port 341 in use
Port 341 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/bridges/sweep_scales.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/derecho/tokenize_all.sh Ports
medium System graph network Security conf 1.00 Privileged port 45 in use
Port 45 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/bridges/sweep_scaling_tempopt_n128.sh Ports
medium System graph network Security conf 1.00 Privileged port 640 in use
Port 640 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/bridges/sweep_scaling_tempopt_n128.sh Ports
medium System graph network Security conf 1.00 Privileged port 73 in use
Port 73 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/bridges/sweep_diagnostics_temp.sh Ports
medium System graph network Security conf 1.00 Privileged port 768 in use
Port 768 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/bridges/sweep_scaling_tempopt_n128.sh Ports
medium System graph network Security conf 1.00 Privileged port 917 in use
Port 917 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/bridges/sweep_scales.sh Ports
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 26 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 370 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 7 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: vq.py:forward_single, vq.py:forward_single 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 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 Docs conf 1.00 No README detected
No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off.
ReadmeRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `new_to_old` in analyze_best.py:149
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 `new_to_old` in analyze_forecast.py:110
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 `new_to_old` in analyze_position_ood.py:123
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 `new_to_old` in analyze_rollout.py:84
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 `new_to_old` in eval_single_step.py:254
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 `new_to_old` in generate_snapshots.py:81
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 `new_to_old` in multitraj_snapshot_grid.py:52
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 `new_to_old` in multitraj_survival.py:111
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 `new_to_old` in rollout_nsp.py:111
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 `new_to_old` in scripts/bridges/profile_nsp_memory_mock.py:107
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 `new_to_old` in tokenizer.py:157
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 `new_to_old` in train_nsp.py:84
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 `new_to_old` in visualize_diagnostics.py:599
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: cast
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
train_nsp.py:153
low System graph software Dead code conf 1.00 Possibly dead Python function: cast
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
train.py:150
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_loss
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
train_nsp.py:223
low System graph software Dead code conf 1.00 Possibly dead Python function: decode_flat_indices
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
tokenizer.py:402
low System graph software Dead code conf 1.00 Possibly dead Python function: decode_single
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval_single_step.py:259
low System graph software Dead code conf 1.00 Possibly dead Python function: decode_single
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
analyze_rollout.py:111
low System graph software Dead code conf 1.00 Possibly dead Python function: encode_batch_flat
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
tokenizer.py:367
low System graph software Dead code conf 1.00 Possibly dead Python function: encode_single
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
tokenizer.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: flatten_multiscale_indices
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
tokenizer.py:133
low System graph software Dead code conf 1.00 Possibly dead Python function: forward_single
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vq.py:266
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_single
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
train.py:417
low System graph software Dead code conf 1.00 Possibly dead Python function: per_sample_forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
train_nsp.py:295
low System graph software Dead code conf 1.00 Possibly dead Python function: rope_head
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vit_ae.py:89
low System graph software Dead code conf 1.00 Possibly dead Python function: rope_head
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nsp_model.py:211
low System graph software Dead code conf 1.00 Possibly dead Python function: vqvae_loss
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vq.py:202
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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