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Tower2007/auto-racing-ai

https://github.com/Tower2007/auto-racing-ai · scanned 2026-06-16 00:40 UTC (2 months, 1 week ago)

63 raw signals (0 security + 63 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 51 actionable findings from 1 signal source. 12 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
88.2
/100
Security checks
88
0 findings
System graph
88
88.9% cov · 51 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 7 Low 33 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 51 Crowd 0 Layer: Software 20 Api 1 Frontend 1 Security 2 Cicd 1 Quality 26
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Scan summary Repository scanned at 88.2/100 with 88.9% coverage. It contains 737 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 63 findings — concentrated in quality (38), software (20), security (2). Risk profile is high: 0 critical, 1 high, 7 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 41 of 51 actionable findings. 63 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 'eval_used' in scripts/ev_3way_compare.py:117
Found a known-risky pattern (eval_used). Review and replace if possible.
scripts/ev_3way_compare.py:117 Eval used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
CLAUDE.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: GEMINI.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
GEMINI.md VerificationGemini instruction
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. 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 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 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
4 test file(s) for 83 source file(s) (ratio 0.05). 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: license, ci. 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 571 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 Agent instructions conf 1.00 Multiple root agent instruction files without precedence
The repo has multiple top-level AI-coder instruction files. Without precedence rules, different agents may follow different policies.
Governance
low System graph quality Integrity conf 1.00 11 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: dynamic_scheduler.py:setup_logging, daily_predict.py:setup_logging 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.
11 occurrences
repo-level (11 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: ml/train_production.py:load_features, ml/walkforward_morning.py:load, ml/walkforward_preday.py:load 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…
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: scripts/ev_audit.py:load, scripts/ev_calibrated.py:load, scripts/ev_threshold_sweep.py:load, scripts/daily_pnl_isesaki_apr2026.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). …
3 occurrences
repo-level (3 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: scripts/simulate_full_pattern_monthly.py:fmt_yen, scripts/ev_threshold_review.py:fmt_yen, scripts/simulate_full_pattern.py:fmt_yen, scripts/simulate_2026_mar_apr.py:fmt_yen This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos …
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: scripts/edge_validation.py:load, scripts/simulate_full_pattern.py:load_data, scripts/ev_strategy_compare.py:load, scripts/realistic_roi.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-h…
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 software Dead code conf 1.00 Possibly dead Python function: attach_payout_flags
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/ev_3point_iizuka_diag.py:24
low System graph software Dead code conf 1.00 Possibly dead Python function: band_label
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/ev_3point_bet_sizing.py:42
low System graph software Dead code conf 1.00 Possibly dead Python function: check_categorical_coverage
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:153
low System graph software Dead code conf 1.00 Possibly dead Python function: check_categorical_encoding_consistency
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:234
low System graph software Dead code conf 1.00 Possibly dead Python function: check_drop_nan_bias
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:133
low System graph software Dead code conf 1.00 Possibly dead Python function: check_odds_winning_rate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:185
low System graph software Dead code conf 1.00 Possibly dead Python function: check_temporal_split_in_walkforward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:216
low System graph software Dead code conf 1.00 Possibly dead Python function: check_this_year_reset
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:69
low System graph software Dead code conf 1.00 Possibly dead Python function: check_total_win_count_monotonicity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: check_total_win_count_progression
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/claude_audit_extra.py:103
low System graph software Dead code conf 1.00 Possibly dead Python function: duplicate_report
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/audit_ml_logic.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: infer_lead_min
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/ev_persistence_by_leadmin.py:45
low System graph software Dead code conf 1.00 Possibly dead Python function: is_today_jst
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/buy_token.py:153
low System graph software Dead code conf 1.00 Possibly dead Python function: oof_prediction_report
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/audit_ml_logic.py:152
low System graph software Dead code conf 1.00 Possibly dead Python function: prior_stat_sanity_report
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/audit_ml_logic.py:79
low System graph software Dead code conf 1.00 Possibly dead Python function: production_meta_report
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/audit_ml_logic.py:201
low System graph software Dead code conf 1.00 Possibly dead Python function: render_compact_html
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/reconcile_recommendations_vs_bets.py:328
low System graph software Dead code conf 1.00 Possibly dead Python function: render_compact_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/reconcile_recommendations_vs_bets.py:313
low System graph software Dead code conf 1.00 Possibly dead Python function: row_count
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/storage.py:117
low System graph software Dead code conf 1.00 Possibly dead Python function: target_integrity_report
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Opinion/ml_logic_audit/audit_ml_logic.py:53
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
low System graph quality Complexity conf 1.00 Very large file: app/streamlit_app.py (1813 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: daily_predict.py (1519 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: weekly_status.py (1519 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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