{"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-b453971f77c75143", "name": "Possibly dead Python function: handle_starttag", "shortDescription": {"text": "Possibly dead Python function: handle_starttag"}, "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-0e3509b3b1b9e1f8", "name": "Possibly dead Python function: handle_endtag", "shortDescription": {"text": "Possibly dead Python function: handle_endtag"}, "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-8615a65b147c7a52", "name": "Possibly dead Python function: handle_data", "shortDescription": {"text": "Possibly dead Python function: handle_data"}, "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-46537911a5365580", "name": "Possibly dead Python function: tavily_search", "shortDescription": {"text": "Possibly dead Python function: tavily_search"}, "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-9d1ed6f8c588f9b3", "name": "Possibly dead Python function: exa_search", "shortDescription": {"text": "Possibly dead Python function: exa_search"}, "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-0c9e8712bd4dfd28", "name": "Possibly dead Python function: tavily_search", "shortDescription": {"text": "Possibly dead Python function: tavily_search"}, "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-cd7dc877017615a7", "name": "Possibly dead Python function: exa_search", "shortDescription": {"text": "Possibly dead Python function: exa_search"}, "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-094f60ab20ad15f2", "name": "Possibly dead Python function: ddg_search", "shortDescription": {"text": "Possibly dead Python function: ddg_search"}, "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 60 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 267 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: 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-d3993bfeae243990", "name": "Agent authority lacks a verifier contract: ingest-source/SKILL.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: ingest-source/SKILL.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-7dad6c3d717617ff", "name": "Agent authority lacks a verifier contract: source-ui/SKILL.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: source-ui/SKILL.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-24505712c910f0f9", "name": "Agent authority lacks a verifier contract: refine-skill/SKILL.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: refine-skill/SKILL.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-6b218aa2f9fa15b8", "name": "Agent instruction contains unpinned remote install: remotion/SKILL.md", "shortDescription": {"text": "Agent instruction contains unpinned remote install: remotion/SKILL.md"}, "fullDescription": {"text": "Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-d3860dfa0594d8c1", "name": "Agent authority lacks a verifier contract: deep-research/SKILL.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: deep-research/SKILL.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-2539ef1106d3e9ec", "name": "Agent authority lacks a verifier contract: draw-diagram/SKILL.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: draw-diagram/SKILL.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-da507785ce21c970", "name": "Agent authority lacks a verifier contract: generate-prd/SKILL.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: generate-prd/SKILL.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-867b3ea2fa190638", "name": "Legacy-named symbol `looks_like_copy` in polish-copy/scripts/extract_copy.py:47", "shortDescription": {"text": "Legacy-named symbol `looks_like_copy` in polish-copy/scripts/extract_copy.py:47"}, "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-022e6399d1ef2beb", "name": "12 env vars used in code but missing from .env.example", "shortDescription": {"text": "12 env vars used in code but missing from .env.example"}, "fullDescription": {"text": "Drift between code and config docs. The first few: `AXE_JS`, `CHROME_PATH`, `CLAUDE_BIN`, `FFMPEG_BIN`, `LIGHTHOUSE_BIN`, `LOCALAPPDATA`, `MMDC_BIN`, `PLAYWRIGHT_BROWSERS_PATH` + 4 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-49c98f7cedd9c977", "name": "Near-duplicate function bodies in 4 places", "shortDescription": {"text": "Near-duplicate function bodies in 4 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\ningest-source/scripts/_env.py:perm_warnings, deep-research/scripts/_env.py:perm_warnings, generate-skill/scripts/_env.py:perm_warnings, scan-trends/scripts/_env.py:perm_warnings\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-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:\nremotion/scripts/probe.py:find_project_root, add-motion/scripts/probe.py:find_project_root\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:\nremotion/scripts/probe.py:load_json, add-motion/scripts/probe.py:load_json, build-ui/scripts/probe.py:load_json\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/21163"}, "properties": {"repository": "thewhatmatters/skills", "repoUrl": "https://github.com/thewhatmatters/skills", "branch": "main"}, "results": [{"ruleId": "scanner-b453971f77c75143", "level": "note", "message": {"text": "Possibly dead Python function: handle_starttag"}, "properties": {"repobilityId": "3bf216d149959ebf", "scanner": "scanner-primary", "fingerprint": "b453971f77c75143", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "ingest-source/scripts/fetch_url.py:51"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-0e3509b3b1b9e1f8", "level": "note", "message": {"text": "Possibly dead Python function: handle_endtag"}, "properties": {"repobilityId": "7eb6f3decafc1766", "scanner": "scanner-primary", "fingerprint": "0e3509b3b1b9e1f8", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "ingest-source/scripts/fetch_url.py:64"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-8615a65b147c7a52", "level": "note", "message": {"text": "Possibly dead Python function: handle_data"}, "properties": {"repobilityId": "3a673a278f4fc1e6", "scanner": "scanner-primary", "fingerprint": "8615a65b147c7a52", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "ingest-source/scripts/fetch_url.py:73"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-46537911a5365580", "level": "note", "message": {"text": "Possibly dead Python function: tavily_search"}, "properties": {"repobilityId": "e37c30646f240b4e", "scanner": "scanner-primary", "fingerprint": "46537911a5365580", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "deep-research/scripts/search.py:76"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-9d1ed6f8c588f9b3", "level": "note", "message": {"text": "Possibly dead Python function: exa_search"}, "properties": {"repobilityId": "8b5f022188797f3a", "scanner": "scanner-primary", "fingerprint": "9d1ed6f8c588f9b3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "deep-research/scripts/search.py:109"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-0c9e8712bd4dfd28", "level": "note", "message": {"text": "Possibly dead Python function: tavily_search"}, "properties": {"repobilityId": "e37c30646f240b4e", "scanner": "scanner-primary", "fingerprint": "0c9e8712bd4dfd28", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scan-trends/scripts/web.py:89"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-cd7dc877017615a7", "level": "note", "message": {"text": "Possibly dead Python function: exa_search"}, "properties": {"repobilityId": "8b5f022188797f3a", "scanner": "scanner-primary", "fingerprint": "cd7dc877017615a7", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scan-trends/scripts/web.py:139"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-094f60ab20ad15f2", "level": "note", "message": {"text": "Possibly dead Python function: ddg_search"}, "properties": {"repobilityId": "d557f8cef1f513a8", "scanner": "scanner-primary", "fingerprint": "094f60ab20ad15f2", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scan-trends/scripts/web.py:209"}, "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": "ac740e8a85e35d26", "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": "912a1ce043c70fad", "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": "aeb5249965dbcaac", "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": "0ea4d1518631ee55", "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": "d351e8ecdc66e357", "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": "ddaf65a712b92e94", "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": "b7939f59444c3ae8", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": 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