{"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-ed32e488842dd5fc", "name": "Possibly dead Python function: resolve_img_path", "shortDescription": {"text": "Possibly dead Python function: resolve_img_path"}, "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-50b93c54e2373960", "name": "Possibly dead Python function: generate_multi", "shortDescription": {"text": "Possibly dead Python function: generate_multi"}, "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-d1e17c896d809d17", "name": "Possibly dead Python function: reset_history", "shortDescription": {"text": "Possibly dead Python function: reset_history"}, "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-3d745c5236f9670e", "name": "Possibly dead Python function: clear_cache", "shortDescription": {"text": "Possibly dead Python function: clear_cache"}, "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-34efce6f3e1df488", "name": "Possibly dead Python function: respond", "shortDescription": {"text": "Possibly dead Python function: respond"}, "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-b7a3c51bc134498d", "name": "Possibly dead Python function: clear_history", "shortDescription": {"text": "Possibly dead Python function: clear_history"}, "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-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-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 16 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-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 25 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: 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": "low", "confidence": 1.0}}, {"id": "scanner-77663ae9aafbf6d8", "name": "Legacy-named symbol `evaluate_vqa_v2` in src/eval/vqa_v2_eval.py:113", "shortDescription": {"text": "Legacy-named symbol `evaluate_vqa_v2` in src/eval/vqa_v2_eval.py:113"}, "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:\nsrc/inference/generate.py:generate_single, src/inference/generate.py:generate_multi\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/24881"}, "properties": {"repository": "Ceyo04/MMLM_project", "repoUrl": "https://github.com/Ceyo04/MMLM_project", "branch": "main"}, "results": [{"ruleId": "scanner-ed32e488842dd5fc", "level": "note", "message": {"text": "Possibly dead Python function: resolve_img_path"}, "properties": {"repobilityId": "918d07541fbc3126", "scanner": "scanner-primary", "fingerprint": "ed32e488842dd5fc", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/md_to_slides_pdf.py:47"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-50b93c54e2373960", "level": "note", "message": {"text": "Possibly dead Python function: generate_multi"}, "properties": {"repobilityId": "b19ede2c614f3ac6", "scanner": "scanner-primary", "fingerprint": "50b93c54e2373960", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/inference/generate.py:112"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-d1e17c896d809d17", "level": "note", "message": {"text": "Possibly dead Python function: reset_history"}, "properties": {"repobilityId": "ea4ccd2bf609f386", "scanner": "scanner-primary", "fingerprint": "d1e17c896d809d17", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/inference/generate.py:136"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3d745c5236f9670e", "level": "note", "message": {"text": "Possibly dead Python function: clear_cache"}, "properties": {"repobilityId": "089acf3efecdf10a", "scanner": "scanner-primary", "fingerprint": "3d745c5236f9670e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/inference/model_loader.py:69"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-34efce6f3e1df488", "level": "note", "message": {"text": "Possibly dead Python function: respond"}, "properties": {"repobilityId": "fdb128d991099665", "scanner": "scanner-primary", "fingerprint": "34efce6f3e1df488", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/ui/app.py:166"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b7a3c51bc134498d", "level": "note", "message": {"text": "Possibly dead Python function: clear_history"}, "properties": {"repobilityId": "ce5a2cd1428c9a38", "scanner": "scanner-primary", "fingerprint": "b7a3c51bc134498d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/ui/app.py:178"}, "region": {"startLine": 1}}}]}, {"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-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-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "d8a35bfe658791b5", "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": "635fc425caad84c8", "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": "e701a445b943d5f0", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-77663ae9aafbf6d8", "level": "note", "message": {"text": "Legacy-named symbol `evaluate_vqa_v2` in src/eval/vqa_v2_eval.py:113"}, "properties": {"repobilityId": "897b8b77a099a788", "scanner": "scanner-primary", "fingerprint": "77663ae9aafbf6d8", "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": "70ad7c487bd98727", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}