{"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-827cefe289b5650b", "name": "Possibly dead Python function: alias_it", "shortDescription": {"text": "Possibly dead Python function: alias_it"}, "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-607c93264b53006f", "name": "Possibly dead Python function: fullness", "shortDescription": {"text": "Possibly dead Python function: fullness"}, "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 13 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 102 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-72b2a6250083a784", "name": "Placeholder or mock-heavy implementation detected", "shortDescription": {"text": "Placeholder or mock-heavy implementation detected"}, "fullDescription": {"text": "Found 26 placeholder/mock markers across 18 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "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, 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-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-0361ae31d0989bdf", "name": "Commented-code block (5 lines) in public/assets/js/app.js:3", "shortDescription": {"text": "Commented-code block (5 lines) in public/assets/js/app.js:3"}, "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-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:\nloader/load.py:parse_tuples, loader/gen_vortraege_fields.py:parse_tuples\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/21569"}, "properties": {"repository": "topruss05-lgtm/DGAO-Proceedings", "repoUrl": "https://github.com/topruss05-lgtm/DGAO-Proceedings", "branch": "main"}, "results": [{"ruleId": "scanner-827cefe289b5650b", "level": "note", "message": {"text": "Possibly dead Python function: alias_it"}, "properties": {"repobilityId": "d1394f2430ca6e45", "scanner": "scanner-primary", "fingerprint": "827cefe289b5650b", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "loader/apply_junk_resolution.py:56"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-607c93264b53006f", "level": "note", "message": {"text": "Possibly dead Python function: fullness"}, "properties": {"repobilityId": "e7461da79f48a46b", "scanner": "scanner-primary", "fingerprint": "607c93264b53006f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "loader/apply_author_merge.py:71"}, "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": "dfcf93e375e7615d", "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": "1de178d38a36e86a", "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": "a220a41e2d439b4f", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-72b2a6250083a784", "level": "warning", "message": {"text": "Placeholder or mock-heavy implementation detected"}, "properties": {"repobilityId": "f8757295aa5457d0", "scanner": "scanner-primary", "fingerprint": "72b2a6250083a784", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "incomplete", "generated-repo-pattern"]}}, {"ruleId": "scanner-2d0c7b7ab8f8aacf", "level": "warning", "message": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "d944ac2d87bf051e", "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": "warning", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "89341006030c6033", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "13bd1037b82c8ead", "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": "89b848fa92ae51f2", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-0361ae31d0989bdf", "level": "none", "message": {"text": "Commented-code block (5 lines) in public/assets/js/app.js:3"}, "properties": {"repobilityId": "e99098d9df0f1aab", "scanner": "scanner-primary", "fingerprint": "0361ae31d0989bdf", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "c24a9a0e23757a3c", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}