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yuitokyouni/PROV-ABM-atlas

https://github.com/yuitokyouni/PROV-ABM-atlas · scanned 2026-06-16 01:08 UTC (2 months, 1 week ago)

39 raw signals (0 security + 39 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 25 actionable findings from 1 signal source. 14 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
74.8
/100
Security checks
75
0 findings
System graph
75
55.6% cov · 25 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 2 Low 21 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 25 Crowd 0 Layer: Software 16 Frontend 1 Security 1 Cicd 1 Quality 6
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Scan summary Repository scanned at 74.8/100 with 55.6% coverage. It contains 312 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 39 findings — concentrated in software (29), quality (7), frontend (1). Risk profile is low: 0 critical, 0 high, 2 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 23 of 25 actionable findings. 39 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 cicd CI/CD security conf 1.00 GitHub Action is tag-pinned rather than SHA-pinned
astral-sh/setup-uv@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/ci.yml:24 CI/CD securitySupply chainGithub actions
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 27 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 2 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: toy/models/types.py:content_hash, toy/models/types.py:content_hash 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.
2 occurrences
repo-level (2 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: toy/models/lm.py:calibrate_baseline, toy/models/ci.py:calibrate_baseline, toy/models/zi.py:calibrate_baseline, toy/models/fw.py:calibrate_baseline This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-cod…
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: toy/models/lm.py:simulate, toy/models/ci.py:simulate, toy/models/zi.py:simulate, toy/models/sg.py:simulate 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 …
duplicatesduplication
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: apply_intervention
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
toy/models/ci.py:93
toy/models/lm.py:98
toy/models/types.py:165
toy/models/zi.py:78
low System graph software Dead code conf 1.00 Possibly dead Python function: apply_masking
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toy/observation.py:74
low System graph software Dead code conf 1.00 Possibly dead Python function: as_vector
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
atlas/protocols.py:44
low System graph software Dead code conf 1.00 5 occurrences Possibly dead Python function: calibrate_baseline
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
5 files, 5 locations
toy/models/ci.py:69
toy/models/lm.py:72
toy/models/sg.py:57
toy/models/types.py:161
toy/models/zi.py:56
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: describe_complexity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
toy/models/ci.py:148
toy/models/lm.py:153
toy/models/types.py:171
toy/models/zi.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: exact_reach
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
provabm/reach.py:87
low System graph software Dead code conf 1.00 Possibly dead Python function: lint_ctx_purity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
provabm/capture.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: may_reach
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
provabm/reach.py:74
low System graph software Dead code conf 1.00 Possibly dead Python function: must_reach
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
provabm/reach.py:82
low System graph software Dead code conf 1.00 Possibly dead Python function: probe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
atlas/protocols.py:59
low System graph software Dead code conf 1.00 Possibly dead Python function: run_intervention
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toy/intervention.py:23
low System graph software Dead code conf 1.00 Possibly dead Python function: sf6_gain_loss_asymmetry
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toy/sf_battery.py:110
low System graph software Dead code conf 1.00 Possibly dead Python function: sf_classifier_cv_accuracy
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toy/classifiers.py:155
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: simulate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
toy/models/ci.py:127
toy/models/lm.py:130
toy/models/types.py:169
toy/models/zi.py:104
low System graph software Dead code conf 1.00 Possibly dead Python function: susceptibility_features
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toy/analysis.py:13
low System graph software Dead code conf 1.00 Possibly dead Python function: wrap
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
toy/market.py:37
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
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