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Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-48a34d41608e3db4", "name": "Possibly dead Python function: set_seeds", "shortDescription": {"text": "Possibly dead Python function: set_seeds"}, "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-f42a9b1e5a532e31", "name": "Possibly dead Python function: has_action_masks", "shortDescription": {"text": "Possibly dead Python function: has_action_masks"}, "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-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-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-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 7 source file(s) (ratio 0.00). 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 38 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-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, ci, tests. 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": "medium", "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, 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."}, "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-9585ed9ec54d7dce", "name": "Legacy-named symbol `model_copy` in callbacks.py:150", "shortDescription": {"text": "Legacy-named symbol `model_copy` in callbacks.py:150"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "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:\nmario_env.py:unwrapped, mario_env.py:unwrapped\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). 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Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/18419"}, "properties": {"repository": "romaf5/rl-mario", "repoUrl": "https://github.com/romaf5/rl-mario", "branch": "main"}, "results": [{"ruleId": "scanner-68f204bbccd371a3", "level": "note", "message": {"text": "Possibly dead Python function: after_init"}, "properties": {"repobilityId": "4635e5b1ae844fbd", "scanner": "scanner-primary", "fingerprint": "68f204bbccd371a3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "callbacks.py:44"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e8bdc3a4a3ed56d6", "level": "note", "message": {"text": "Possibly dead Python function: process_infos"}, "properties": {"repobilityId": "1cf82f2593df8813", "scanner": "scanner-primary", "fingerprint": "e8bdc3a4a3ed56d6", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "callbacks.py:50"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-2516cdf9e5c561c3", "level": "note", "message": {"text": "Possibly dead Python function: after_clear_stats"}, "properties": {"repobilityId": "d9e39e9d6ae83c98", "scanner": "scanner-primary", "fingerprint": "2516cdf9e5c561c3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "callbacks.py:89"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-030907ae17776cab", "level": "note", "message": {"text": "Possibly dead Python function: after_print_stats"}, "properties": {"repobilityId": "e01a3ec6e2956b2f", "scanner": "scanner-primary", "fingerprint": "030907ae17776cab", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "callbacks.py:92"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-48a34d41608e3db4", "level": "note", "message": {"text": "Possibly dead Python function: set_seeds"}, "properties": {"repobilityId": "2335372f74f6e30b", "scanner": "scanner-primary", "fingerprint": "48a34d41608e3db4", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "mario_vecenv.py:95"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-f42a9b1e5a532e31", "level": "note", "message": {"text": "Possibly dead Python function: has_action_masks"}, "properties": {"repobilityId": "f8c7dd1fa7ecc852", "scanner": "scanner-primary", "fingerprint": "f42a9b1e5a532e31", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "mario_vecenv.py:101"}, "region": {"startLine": 1}}}]}, {"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-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-6893a6c8b0861585", "level": "warning", "message": {"text": "Very low test-to-source ratio"}, "properties": {"repobilityId": "54a7de3f06314bf0", "scanner": "scanner-primary", "fingerprint": "6893a6c8b0861585", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "f7f6956e303f1cb4", "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": "9423d79ef021dfa4", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "warning", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "b17d6e2952e655c9", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "medium", "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": "f846f22afc790fc1", "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": "75045d82c9e692fb", "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": "dae3cfade78d723b", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-9585ed9ec54d7dce", "level": "note", "message": {"text": "Legacy-named symbol `model_copy` in callbacks.py:150"}, "properties": {"repobilityId": "9b83626a1afae31c", "scanner": "scanner-primary", "fingerprint": "9585ed9ec54d7dce", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "legacy-marker", "dead-code"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "469f9d7bac9ac2d2", "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": "1a3b534036fbf6f9", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-76a2f6818267a9a8", "level": "note", "message": {"text": "Near-duplicate function bodies in 8 places"}, "properties": {"repobilityId": "5dcf314255911eb3", "scanner": "scanner-primary", "fingerprint": "76a2f6818267a9a8", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-76a2f6818267a9a8", "level": "note", "message": {"text": "Near-duplicate function bodies in 8 places"}, "properties": {"repobilityId": "bafa6cc353fd040a", "scanner": "scanner-primary", "fingerprint": "76a2f6818267a9a8", "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": "2d8421a231dd6af2", "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": "059fece9346d19b6", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-be46ea126aa5d8dc", "level": "note", "message": {"text": "Near-duplicate function bodies in 3 places"}, "properties": {"repobilityId": "f62af27b118d34dc", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}