{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "scanner-34103b06cc68dd32", "name": "Possibly dead Python function: duplicate_report", "shortDescription": {"text": "Possibly dead Python function: duplicate_report"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b97280ea7747ee10", "name": "Possibly dead Python function: target_integrity_report", "shortDescription": {"text": "Possibly dead Python function: target_integrity_report"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-4948aca0f4f494f6", "name": "Possibly dead Python function: prior_stat_sanity_report", "shortDescription": {"text": "Possibly dead Python function: prior_stat_sanity_report"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d815dbcf5ec4b26a", "name": "Possibly dead Python function: oof_prediction_report", "shortDescription": {"text": "Possibly dead Python function: oof_prediction_report"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-00e7945d2847d55c", "name": "Possibly dead Python function: production_meta_report", "shortDescription": {"text": "Possibly dead Python function: production_meta_report"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f0bc13d48845a38d", "name": "Possibly dead Python function: check_total_win_count_monotonicity", "shortDescription": {"text": "Possibly dead Python function: check_total_win_count_monotonicity"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-08bac95f0ab1ca9e", "name": "Possibly dead Python function: check_this_year_reset", "shortDescription": {"text": "Possibly dead Python function: check_this_year_reset"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-7ef107d01c9b0883", "name": "Possibly dead Python function: check_total_win_count_progression", "shortDescription": {"text": "Possibly dead Python function: check_total_win_count_progression"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ec72647c8a983712", "name": "Possibly dead Python function: check_drop_nan_bias", "shortDescription": {"text": "Possibly dead Python function: check_drop_nan_bias"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-c3ce3db66fbf9d77", "name": "Possibly dead Python function: check_categorical_coverage", "shortDescription": {"text": "Possibly dead Python function: check_categorical_coverage"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1720305e46da1ee5", "name": "Possibly dead Python function: check_odds_winning_rate", "shortDescription": {"text": "Possibly dead Python function: check_odds_winning_rate"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ea05553de7a51302", "name": "Possibly dead Python function: check_temporal_split_in_walkforward", "shortDescription": {"text": "Possibly dead Python function: check_temporal_split_in_walkforward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-045512b7ce4f3b1d", "name": "Possibly dead Python function: check_categorical_encoding_consistency", "shortDescription": {"text": "Possibly dead Python function: check_categorical_encoding_consistency"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ad34386dd71db91a", "name": "Possibly dead Python function: render_compact_text", "shortDescription": {"text": "Possibly dead Python function: render_compact_text"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9f755504a28a5797", "name": "Possibly dead Python function: render_compact_html", "shortDescription": {"text": "Possibly dead Python function: render_compact_html"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d9f59126965d4b56", "name": "Possibly dead Python function: is_today_jst", "shortDescription": {"text": "Possibly dead Python function: is_today_jst"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-5b79de35ec8d5431", "name": "Possibly dead Python function: band_label", "shortDescription": {"text": "Possibly dead Python function: band_label"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-57ce87bb7d2b06d8", "name": "Possibly dead Python function: attach_payout_flags", "shortDescription": {"text": "Possibly dead Python function: attach_payout_flags"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3891d94264ce3098", "name": "Possibly dead Python function: infer_lead_min", "shortDescription": {"text": "Possibly dead Python function: infer_lead_min"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b5bffc62900f4f8d", "name": "Possibly dead Python function: row_count", "shortDescription": {"text": "Possibly dead Python function: row_count"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-bead75b0f9233e05", "name": "No API endpoints detected", "shortDescription": {"text": "No API endpoints detected"}, "fullDescription": {"text": "The scanner did not find FastAPI/Flask/Express/NestJS/GraphQL/gRPC routes. If this repo exposes APIs, the framework may be unsupported."}, "properties": {"scanner": "scanner-primary", "layer": "api", "severity": "info", "confidence": 1.0}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-9f304b02b147b674", "name": "Insecure pattern 'eval_used' in scripts/ev_3way_compare.py:117", "shortDescription": {"text": "Insecure pattern 'eval_used' in scripts/ev_3way_compare.py:117"}, "fullDescription": {"text": "Found a known-risky pattern (eval_used). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "high", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-4601e3ad3bb28677", "name": "No CI/CD pipelines detected", "shortDescription": {"text": "No CI/CD pipelines detected"}, "fullDescription": {"text": "No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-6ea743ec7dacc943", "name": "Very large file: weekly_status.py (1519 lines)", "shortDescription": {"text": "Very large file: weekly_status.py (1519 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f0279af6db6600b5", "name": "Very large file: daily_predict.py (1519 lines)", "shortDescription": {"text": "Very large file: daily_predict.py (1519 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-123a3e48934e353c", "name": "Very large file: app/streamlit_app.py (1813 lines)", "shortDescription": {"text": "Very large file: app/streamlit_app.py (1813 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "4 test file(s) for 83 source file(s) (ratio 0.05). Consider adding integration or unit tests for critical paths."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-141b30a41e03817b", "name": "No license file detected", "shortDescription": {"text": "No license file detected"}, "fullDescription": {"text": "No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 571 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2d0c7b7ab8f8aacf", "name": "Critical user flow still appears backed by mock or placeholder data", "shortDescription": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-749d4bc1bd66df5f", "name": "Agent instructions exist but release-hardening basics are missing", "shortDescription": {"text": "Agent instructions exist but release-hardening basics are missing"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-b1d2ebb3fe2036f3", "name": "Agent authority lacks a verifier contract: GEMINI.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: GEMINI.md"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-bea357a6497a2d5d", "name": "Agent authority lacks a verifier contract: CLAUDE.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: CLAUDE.md"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-e725d2ab884fbd49", "name": "Multiple root agent instruction files without precedence", "shortDescription": {"text": "Multiple root agent instruction files without precedence"}, "fullDescription": {"text": "The repo has multiple top-level AI-coder instruction files. Without precedence rules, different agents may follow different policies."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9a9b44480795f3a5", "name": "Commented-code block (12 lines) in dynamic_scheduler.py:35", "shortDescription": {"text": "Commented-code block (12 lines) in dynamic_scheduler.py:35"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-b7da03113947d0d2", "name": "Commented-code block (5 lines) in daily_predict.py:114", "shortDescription": {"text": "Commented-code block (5 lines) in daily_predict.py:114"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-345055d956e0fc4f", "name": "Commented-code block (5 lines) in scripts/realistic_roi.py:67", "shortDescription": {"text": "Commented-code block (5 lines) in scripts/realistic_roi.py:67"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-9c5cc903691bfa48", "name": "Commented-code block (8 lines) in scripts/execute_purchase.py:62", "shortDescription": {"text": "Commented-code block (8 lines) in scripts/execute_purchase.py:62"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-7aca022891f537e8", "name": "Commented-code block (5 lines) in scripts/auto_login_autorace.py:46", "shortDescription": {"text": "Commented-code block (5 lines) in scripts/auto_login_autorace.py:46"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-617395f55b541c8a", "name": "Commented-code block (8 lines) in app/streamlit_app.py:307", "shortDescription": {"text": "Commented-code block (8 lines) in app/streamlit_app.py:307"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-2eafc3188c36bb02", "name": "3 env vars used in code but missing from .env.example", "shortDescription": {"text": "3 env vars used in code but missing from .env.example"}, "fullDescription": {"text": "Drift between code and config docs. The first few: `AUTO_BUY_NOTIFY_TO`, `DEPLOY_MODE`, `NGROK_AUTHTOKEN`. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\ndynamic_scheduler.py:setup_logging, daily_predict.py:setup_logging\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-02525d39071dd2c7", "name": "Near-duplicate function bodies in 5 places", "shortDescription": {"text": "Near-duplicate function bodies in 5 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscripts/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\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-49c98f7cedd9c977", "name": "Near-duplicate function bodies in 4 places", "shortDescription": {"text": "Near-duplicate function bodies in 4 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscripts/ev_audit.py:load, scripts/ev_calibrated.py:load, scripts/ev_threshold_sweep.py:load, scripts/daily_pnl_isesaki_apr2026.py:main\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-0027e313ade46c8f", "name": "Near-duplicate function bodies in 7 places", "shortDescription": {"text": "Near-duplicate function bodies in 7 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscripts/edge_validation.py:load, scripts/simulate_full_pattern.py:load_data, scripts/ev_strategy_compare.py:load, scripts/realistic_roi.py:main\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-be46ea126aa5d8dc", "name": "Near-duplicate function bodies in 3 places", "shortDescription": {"text": "Near-duplicate function bodies in 3 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nml/train_production.py:load_features, ml/walkforward_morning.py:load, ml/walkforward_preday.py:load\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/21576"}, "properties": {"repository": "Tower2007/auto-racing-ai", "repoUrl": "https://github.com/Tower2007/auto-racing-ai", "branch": "main"}, "results": [{"ruleId": "scanner-34103b06cc68dd32", "level": "note", "message": {"text": "Possibly dead Python function: duplicate_report"}, "properties": {"repobilityId": "408d591ab287b1a2", "scanner": "scanner-primary", "fingerprint": "34103b06cc68dd32", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/audit_ml_logic.py:33"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b97280ea7747ee10", "level": "note", "message": {"text": "Possibly dead Python function: target_integrity_report"}, "properties": {"repobilityId": "fa24ae4a0898e505", "scanner": "scanner-primary", "fingerprint": "b97280ea7747ee10", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/audit_ml_logic.py:53"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-4948aca0f4f494f6", "level": "note", "message": {"text": "Possibly dead Python function: prior_stat_sanity_report"}, "properties": {"repobilityId": "f34edfd9484c906b", "scanner": "scanner-primary", "fingerprint": "4948aca0f4f494f6", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/audit_ml_logic.py:79"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-d815dbcf5ec4b26a", "level": "note", "message": {"text": "Possibly dead Python function: oof_prediction_report"}, "properties": {"repobilityId": "0db675368db21ab3", "scanner": "scanner-primary", "fingerprint": "d815dbcf5ec4b26a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/audit_ml_logic.py:152"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-00e7945d2847d55c", "level": "note", "message": {"text": "Possibly dead Python function: production_meta_report"}, "properties": {"repobilityId": "db3777cbffdbecf9", "scanner": "scanner-primary", "fingerprint": "00e7945d2847d55c", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/audit_ml_logic.py:201"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-f0bc13d48845a38d", "level": "note", "message": {"text": "Possibly dead Python function: check_total_win_count_monotonicity"}, "properties": {"repobilityId": "44318a1ae5220e3e", "scanner": "scanner-primary", "fingerprint": "f0bc13d48845a38d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:38"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-08bac95f0ab1ca9e", "level": "note", "message": {"text": "Possibly dead Python function: check_this_year_reset"}, "properties": {"repobilityId": "473afdb5ce339b51", "scanner": "scanner-primary", "fingerprint": "08bac95f0ab1ca9e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:69"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-7ef107d01c9b0883", "level": "note", "message": {"text": "Possibly dead Python function: check_total_win_count_progression"}, "properties": {"repobilityId": "ac1d542a95566db4", "scanner": "scanner-primary", "fingerprint": "7ef107d01c9b0883", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:103"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ec72647c8a983712", "level": "note", "message": {"text": "Possibly dead Python function: check_drop_nan_bias"}, "properties": {"repobilityId": "f986845533e039ae", "scanner": "scanner-primary", "fingerprint": "ec72647c8a983712", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:133"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-c3ce3db66fbf9d77", "level": "note", "message": {"text": "Possibly dead Python function: check_categorical_coverage"}, "properties": {"repobilityId": "8999599c457daa63", "scanner": "scanner-primary", "fingerprint": "c3ce3db66fbf9d77", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:153"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1720305e46da1ee5", "level": "note", "message": {"text": "Possibly dead Python function: check_odds_winning_rate"}, "properties": {"repobilityId": "7457e9225843076a", "scanner": "scanner-primary", "fingerprint": "1720305e46da1ee5", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:185"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ea05553de7a51302", "level": "note", "message": {"text": "Possibly dead Python function: check_temporal_split_in_walkforward"}, "properties": {"repobilityId": "10a76cbd64d6a180", "scanner": "scanner-primary", "fingerprint": "ea05553de7a51302", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:216"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-045512b7ce4f3b1d", "level": "note", "message": {"text": "Possibly dead Python function: check_categorical_encoding_consistency"}, "properties": {"repobilityId": "d6c2d369766a4389", "scanner": "scanner-primary", "fingerprint": "045512b7ce4f3b1d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Opinion/ml_logic_audit/claude_audit_extra.py:234"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ad34386dd71db91a", "level": "note", "message": {"text": "Possibly dead Python function: render_compact_text"}, "properties": {"repobilityId": "7d8daf0653f2cdc7", "scanner": "scanner-primary", "fingerprint": "ad34386dd71db91a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/reconcile_recommendations_vs_bets.py:313"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-9f755504a28a5797", "level": "note", "message": {"text": "Possibly dead Python function: render_compact_html"}, "properties": {"repobilityId": "3765700092690605", "scanner": "scanner-primary", "fingerprint": "9f755504a28a5797", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/reconcile_recommendations_vs_bets.py:328"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-d9f59126965d4b56", "level": "note", "message": {"text": "Possibly dead Python function: is_today_jst"}, "properties": {"repobilityId": "4acfd20c5b7fef7f", "scanner": "scanner-primary", "fingerprint": "d9f59126965d4b56", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/buy_token.py:153"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-5b79de35ec8d5431", "level": "note", "message": {"text": "Possibly dead Python function: band_label"}, "properties": {"repobilityId": "41e2b34b0e778311", "scanner": "scanner-primary", "fingerprint": "5b79de35ec8d5431", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/ev_3point_bet_sizing.py:42"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-57ce87bb7d2b06d8", "level": "note", "message": {"text": "Possibly dead Python function: attach_payout_flags"}, "properties": {"repobilityId": "7acc6eccd43fa47d", "scanner": "scanner-primary", "fingerprint": "57ce87bb7d2b06d8", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": 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"scanner-bead75b0f9233e05", "level": "none", "message": {"text": "No API endpoints detected"}, "properties": {"repobilityId": "0f8bb852027c38f8", "scanner": "scanner-primary", "fingerprint": "bead75b0f9233e05", "layer": "api", "severity": "info", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-9710c8d059e53154", "level": "none", "message": {"text": "No frontend routes/components detected"}, "properties": {"repobilityId": "44ca61485762e494", "scanner": "scanner-primary", "fingerprint": "9710c8d059e53154", "layer": "frontend", "severity": "info", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-9f304b02b147b674", "level": "error", "message": {"text": "Insecure pattern 'eval_used' in scripts/ev_3way_compare.py:117"}, "properties": {"repobilityId": "1901eab7dca17541", "scanner": "scanner-primary", "fingerprint": "9f304b02b147b674", "layer": "security", "severity": "high", "confidence": 1.0, "tags": ["owasp", "eval_used"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/ev_3way_compare.py"}, "region": {"startLine": 117}}}]}, {"ruleId": "scanner-6372cebde0220094", "level": "warning", "message": {"text": "No auth library detected"}, "properties": {"repobilityId": "a5b6035a5bbf8054", "scanner": "scanner-primary", "fingerprint": "6372cebde0220094", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["coverage", "auth"]}}, {"ruleId": "scanner-4601e3ad3bb28677", "level": "warning", "message": {"text": "No CI/CD pipelines detected"}, "properties": {"repobilityId": "c3ee439bce2bc51e", "scanner": "scanner-primary", "fingerprint": "4601e3ad3bb28677", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-6ea743ec7dacc943", "level": "note", "message": {"text": "Very large file: weekly_status.py (1519 lines)"}, "properties": {"repobilityId": "d3f69a1b8a10cda4", "scanner": "scanner-primary", "fingerprint": "6ea743ec7dacc943", "layer": "quality", "severity": 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"tags": ["tests", "coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "da2ad4aabd106a32", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "08eb2fa9fd959111", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-2d0c7b7ab8f8aacf", "level": "warning", "message": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "f068ff965457a29b", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "note", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "0c60a3ed5c126cb1", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-749d4bc1bd66df5f", "level": "warning", "message": {"text": "Agent instructions exist but release-hardening basics are missing"}, "properties": {"repobilityId": "2c3dcbf4f8a030a5", "scanner": "scanner-primary", "fingerprint": "749d4bc1bd66df5f", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "e7ce42568fb56aa3", "scanner": "scanner-primary", "fingerprint": "ea8f3013f588db25", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-8424db9c75e04ba4", "level": "none", "message": {"text": "Very short observed git history"}, "properties": {"repobilityId": "549efe8c72079990", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-b1d2ebb3fe2036f3", "level": "warning", "message": {"text": "Agent authority lacks a verifier contract: GEMINI.md"}, "properties": {"repobilityId": "aed665d000b9a23e", "scanner": "scanner-primary", "fingerprint": "b1d2ebb3fe2036f3", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "verification", "gemini_instruction"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "GEMINI.md"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-bea357a6497a2d5d", "level": "warning", "message": {"text": "Agent authority lacks a verifier contract: CLAUDE.md"}, "properties": {"repobilityId": "aae72df3934829ac", "scanner": "scanner-primary", "fingerprint": "bea357a6497a2d5d", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "verification", "claude_instruction"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "CLAUDE.md"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e725d2ab884fbd49", "level": "note", "message": {"text": "Multiple root agent instruction files without precedence"}, "properties": {"repobilityId": "1953db6c89508d22", "scanner": "scanner-primary", "fingerprint": "e725d2ab884fbd49", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["agent-instructions", "governance"]}}, {"ruleId": "scanner-9a9b44480795f3a5", "level": "none", "message": {"text": "Commented-code block (12 lines) in dynamic_scheduler.py:35"}, "properties": {"repobilityId": "8ea208cd1be303f7", "scanner": "scanner-primary", "fingerprint": "9a9b44480795f3a5", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-b7da03113947d0d2", "level": "none", "message": {"text": "Commented-code block (5 lines) in daily_predict.py:114"}, "properties": {"repobilityId": "256f141d1ea87e4d", "scanner": "scanner-primary", "fingerprint": "b7da03113947d0d2", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-345055d956e0fc4f", "level": "none", "message": {"text": "Commented-code block (5 lines) in scripts/realistic_roi.py:67"}, "properties": {"repobilityId": "324276c7ba25d7ab", "scanner": "scanner-primary", "fingerprint": "345055d956e0fc4f", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-9c5cc903691bfa48", "level": "none", "message": {"text": "Commented-code block (8 lines) in scripts/execute_purchase.py:62"}, "properties": {"repobilityId": "d746f043d1a234ac", "scanner": "scanner-primary", "fingerprint": "9c5cc903691bfa48", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-7aca022891f537e8", "level": "none", "message": {"text": "Commented-code block (5 lines) in scripts/auto_login_autorace.py:46"}, "properties": {"repobilityId": "d5010fd94f34338b", "scanner": "scanner-primary", "fingerprint": "7aca022891f537e8", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-617395f55b541c8a", "level": "none", "message": {"text": "Commented-code block (8 lines) in app/streamlit_app.py:307"}, "properties": {"repobilityId": "3319ca376993891e", "scanner": "scanner-primary", "fingerprint": "617395f55b541c8a", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-2eafc3188c36bb02", "level": "none", "message": {"text": "3 env vars used in code but missing from .env.example"}, "properties": {"repobilityId": "bd934ba112b02ffa", "scanner": "scanner-primary", "fingerprint": "2eafc3188c36bb02", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "config-drift"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "5b372d92d4cf143e", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "6e2dd6aa30d3411c", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "7c7e46013a2f50f5", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-02525d39071dd2c7", "level": "note", "message": {"text": "Near-duplicate function bodies in 5 places"}, "properties": {"repobilityId": "2baff3b1bae5d6de", "scanner": "scanner-primary", "fingerprint": "02525d39071dd2c7", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "d02b2d10584deda7", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "8965602cf9442f83", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-49c98f7cedd9c977", "level": "note", "message": {"text": "Near-duplicate function bodies in 4 places"}, "properties": {"repobilityId": "be70069fa31f19e6", "scanner": "scanner-primary", "fingerprint": "49c98f7cedd9c977", "layer": "quality", "severity": "low", "confidence": 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