{"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-e190d3208f7a974d", "name": "Possibly dead Python function: worker_init", "shortDescription": {"text": "Possibly dead Python function: worker_init"}, "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-7044c0a78dc7857d", "name": "Possibly dead Python function: closure", "shortDescription": {"text": "Possibly dead Python function: closure"}, "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-0f8550dfb72883f6", "name": "Possibly dead Python function: lr_lambda", "shortDescription": {"text": "Possibly dead Python function: lr_lambda"}, "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-35be69f49782ae33", "name": "Possibly dead Python function: collect_unsplash", "shortDescription": {"text": "Possibly dead Python function: collect_unsplash"}, "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-ea7186ea714bc4b6", "name": "Possibly dead Python function: collect_pexels", "shortDescription": {"text": "Possibly dead Python function: collect_pexels"}, "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-a529de658b4f9fac", "name": "Possibly dead Python function: collect_wikimedia", "shortDescription": {"text": "Possibly dead Python function: collect_wikimedia"}, "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-9681d3b92489aee9", "name": "Possibly dead Python function: collect_open_images", "shortDescription": {"text": "Possibly dead Python function: collect_open_images"}, "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-061d904f5ab83790", "name": "Possibly dead Python function: collect_coco", "shortDescription": {"text": "Possibly dead Python function: collect_coco"}, "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-5eddf7c2fa37b6dc", "name": "Possibly dead Python function: classify", "shortDescription": {"text": "Possibly dead Python function: classify"}, "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-03b4b1742ad6c853", "name": "Insecure pattern 'eval_used' in CLAUDE.md:115", "shortDescription": {"text": "Insecure pattern 'eval_used' in CLAUDE.md:115"}, "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-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 12 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-01f96f71d9907a8c", "name": "README lacks setup or run instructions", "shortDescription": {"text": "README lacks setup or run instructions"}, "fullDescription": {"text": "A README exists, but it does not contain common install/setup/run markers. This matches a frequent generated-code pattern: UI is present, operational handoff is thin."}, "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 170 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, operator-readme. 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, 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."}, "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-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-89b84f0dcea9f64f", "name": "Commented-code block (7 lines) in scripts/train.py:48", "shortDescription": {"text": "Commented-code block (7 lines) in scripts/train.py:48"}, "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}}]}}, "automationDetails": {"id": "repobility/17752"}, "properties": {"repository": "raidenippen/detect-model", "repoUrl": "https://github.com/raidenippen/detect-model", "branch": "main"}, "results": [{"ruleId": "scanner-e190d3208f7a974d", "level": "note", "message": {"text": "Possibly dead Python function: worker_init"}, "properties": {"repobilityId": "523412e83008af77", "scanner": "scanner-primary", "fingerprint": "e190d3208f7a974d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/train.py:210"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-7044c0a78dc7857d", "level": "note", "message": {"text": "Possibly dead Python function: closure"}, "properties": {"repobilityId": "d859b732af6535e6", "scanner": "scanner-primary", "fingerprint": "7044c0a78dc7857d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/train.py:269"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-0f8550dfb72883f6", "level": "note", "message": {"text": "Possibly dead Python function: lr_lambda"}, "properties": {"repobilityId": "27416b0173013406", "scanner": "scanner-primary", "fingerprint": "0f8550dfb72883f6", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/train.py:403"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-35be69f49782ae33", "level": "note", "message": {"text": "Possibly dead Python function: collect_unsplash"}, "properties": {"repobilityId": "bacb2acf79cc23fc", "scanner": "scanner-primary", "fingerprint": "35be69f49782ae33", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/collect_real.py:102"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ea7186ea714bc4b6", "level": "note", "message": {"text": "Possibly dead Python function: collect_pexels"}, "properties": {"repobilityId": "8dd7cf25065f954e", "scanner": "scanner-primary", "fingerprint": "ea7186ea714bc4b6", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/collect_real.py:161"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-a529de658b4f9fac", "level": "note", "message": {"text": "Possibly dead Python function: collect_wikimedia"}, "properties": {"repobilityId": "dd346b92429bd32d", "scanner": "scanner-primary", "fingerprint": "a529de658b4f9fac", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/collect_real.py:273"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-9681d3b92489aee9", "level": "note", "message": {"text": "Possibly dead Python function: collect_open_images"}, "properties": {"repobilityId": "645e7134196c8f68", "scanner": "scanner-primary", "fingerprint": "9681d3b92489aee9", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/collect_real.py:338"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-061d904f5ab83790", "level": "note", "message": {"text": "Possibly dead Python function: collect_coco"}, "properties": {"repobilityId": "c2030653a185f433", "scanner": "scanner-primary", "fingerprint": "061d904f5ab83790", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/collect_real.py:387"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-5eddf7c2fa37b6dc", "level": "note", "message": {"text": "Possibly dead Python function: classify"}, "properties": {"repobilityId": "4ae68d90aaac82d9", "scanner": "scanner-primary", "fingerprint": "5eddf7c2fa37b6dc", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/benchmark_baselines.py:91"}, "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-03b4b1742ad6c853", "level": "error", "message": {"text": "Insecure pattern 'eval_used' in CLAUDE.md:115"}, "properties": {"repobilityId": "c9592072ddaa74b7", "scanner": "scanner-primary", "fingerprint": "03b4b1742ad6c853", "layer": "security", "severity": "high", "confidence": 1.0, "tags": ["owasp", "eval_used"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "CLAUDE.md"}, "region": {"startLine": 115}}}]}, {"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": "cf7c31749f6b0712", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-01f96f71d9907a8c", "level": "note", "message": {"text": "README lacks setup or run instructions"}, "properties": {"repobilityId": "6305311749af8706", "scanner": "scanner-primary", "fingerprint": "01f96f71d9907a8c", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["docs", "readme", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "088438c342720020", "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": "8c68b9b5f1c0dd09", "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": "f6aa43bd47d5f862", "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": "74125f3acca2d384", "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": "91b921258acf2fe6", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"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-89b84f0dcea9f64f", "level": "none", "message": {"text": "Commented-code block (7 lines) in scripts/train.py:48"}, "properties": {"repobilityId": "e797363dc5d689a7", "scanner": "scanner-primary", "fingerprint": "89b84f0dcea9f64f", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}]}]}