{"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-465814701fcd781e", "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-b2c2ee747a567853", "name": "Possibly dead Python function: load_edit_dataset_and_vocabs", "shortDescription": {"text": "Possibly dead Python function: load_edit_dataset_and_vocabs"}, "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-73244c36a71453c2", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "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-1aaf0bfd38caf251", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "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-68b908e7054a194d", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "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-bb97babb8f4bea77", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "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-50928af413106466", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "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-ead6760ec9fac961", "name": "Possibly dead Python function: apply_keyboard_typo", "shortDescription": {"text": "Possibly dead Python function: apply_keyboard_typo"}, "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-ed451bafa8176024", "name": "Possibly dead Python function: apply_deletion", "shortDescription": {"text": "Possibly dead Python function: apply_deletion"}, "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-2903b62156e9f26d", "name": "Possibly dead Python function: apply_duplication", "shortDescription": {"text": "Possibly dead Python function: apply_duplication"}, "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-5403f1fa7932f391", "name": "Possibly dead Python function: apply_swap", "shortDescription": {"text": "Possibly dead Python function: apply_swap"}, "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-a0f1dfca5c17afd3", "name": "Possibly dead Python function: convert_many", "shortDescription": {"text": "Possibly dead Python function: convert_many"}, "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-4de0a07eafc2e8ac", "name": "Possibly dead Python function: seekable", "shortDescription": {"text": "Possibly dead Python function: seekable"}, "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-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 61 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-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 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-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-3d989adb68ac4069", "name": "Commented-code block (6 lines) in model/edit_refiner.py:255", "shortDescription": {"text": "Commented-code block (6 lines) in model/edit_refiner.py:255"}, "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:\ndecode/diffusion.py:diffusion_decode_ids, decode/diffusion.py:diffusion_decode\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:\ndecode/greedy.py:main, decode/beam.py:main, eval/run_test.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}}]}}, "automationDetails": {"id": "repobility/20772"}, "properties": {"repository": "takumiecd/kairo-ai", "repoUrl": "https://github.com/takumiecd/kairo-ai", "branch": "main"}, "results": [{"ruleId": "scanner-465814701fcd781e", "level": "note", "message": {"text": "Possibly dead Python function: lr_lambda"}, "properties": {"repobilityId": "27416b0173013406", "scanner": "scanner-primary", "fingerprint": "465814701fcd781e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "train/common/scheduler.py:51"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b2c2ee747a567853", "level": "note", "message": {"text": "Possibly dead Python function: load_edit_dataset_and_vocabs"}, "properties": {"repobilityId": "ec5056aa7c08d4d3", "scanner": "scanner-primary", "fingerprint": "b2c2ee747a567853", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "train/edit/data.py:166"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-73244c36a71453c2", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "73244c36a71453c2", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "model/diffusion.py:120"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1aaf0bfd38caf251", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "1aaf0bfd38caf251", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "model/edit_refiner.py:150"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-68b908e7054a194d", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "68b908e7054a194d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "model/transformer_encoder.py:66"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-bb97babb8f4bea77", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "bb97babb8f4bea77", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "model/transducer.py:106"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-50928af413106466", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "50928af413106466", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "model/edit_transducer.py:59"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ead6760ec9fac961", "level": "note", "message": {"text": "Possibly dead Python function: apply_keyboard_typo"}, "properties": {"repobilityId": "e0c6117a033d0ea1", "scanner": "scanner-primary", "fingerprint": "ead6760ec9fac961", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dataset/noise.py:132"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ed451bafa8176024", "level": "note", "message": {"text": "Possibly dead Python function: apply_deletion"}, "properties": {"repobilityId": "cf7907255d7de524", "scanner": "scanner-primary", "fingerprint": "ed451bafa8176024", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dataset/noise.py:154"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-2903b62156e9f26d", "level": "note", "message": {"text": "Possibly dead Python function: apply_duplication"}, "properties": {"repobilityId": "d61c78bb80c2ba5d", "scanner": "scanner-primary", "fingerprint": "2903b62156e9f26d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dataset/noise.py:161"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-5403f1fa7932f391", "level": "note", "message": {"text": "Possibly dead Python function: apply_swap"}, "properties": {"repobilityId": "75620bc4da92ca5b", "scanner": "scanner-primary", "fingerprint": "5403f1fa7932f391", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dataset/noise.py:168"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-a0f1dfca5c17afd3", "level": "note", "message": {"text": "Possibly dead Python function: convert_many"}, "properties": {"repobilityId": "e3f2dfffafdb417f", "scanner": "scanner-primary", "fingerprint": "a0f1dfca5c17afd3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dataset/reading.py:122"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-4de0a07eafc2e8ac", "level": "note", "message": {"text": "Possibly dead Python function: seekable"}, "properties": {"repobilityId": "e0bdecf86af432bb", "scanner": "scanner-primary", "fingerprint": "4de0a07eafc2e8ac", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dataset/source_text.py:73"}, "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-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "54b285dd1b88d4ed", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-749d4bc1bd66df5f", "level": "warning", "message": {"text": "Agent instructions exist but release-hardening basics are missing"}, "properties": {"repobilityId": "62d2f0718dfd33ac", "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": "06aa4226d4e2f0f9", "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": "1661fb021aedbf9f", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"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-3d989adb68ac4069", "level": "none", "message": {"text": "Commented-code block (6 lines) in model/edit_refiner.py:255"}, "properties": {"repobilityId": "f2b13126110bff48", "scanner": "scanner-primary", "fingerprint": "3d989adb68ac4069", "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": "0e021a741807c7e6", "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": "b611f31a97c6e958", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "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": "15221105a0af75e5", "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": "929962caade8b75a", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "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": "1de60dff8ea3a30b", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "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": "55f389c6a09217ce", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "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": "97c69bb72459f339", "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": "d620ca4f6aa3ca9c", "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": "d077e65fda73856f", "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": "b55aff6e07e5181b", "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": "8480bee8d995ab50", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}