{"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-f0d07e7d15d4a2b3", "name": "Possibly dead Python function: score_mcp_servers", "shortDescription": {"text": "Possibly dead Python function: score_mcp_servers"}, "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-b3d1cc9799e7d19f", "name": "Possibly dead Python function: score_hooks", "shortDescription": {"text": "Possibly dead Python function: score_hooks"}, "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-6bee59835d4803a2", "name": "Possibly dead Python function: score_security", "shortDescription": {"text": "Possibly dead Python function: score_security"}, "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-fe329edaa2769fac", "name": "Possibly dead Python function: score_optimizer_tooling", "shortDescription": {"text": "Possibly dead Python function: score_optimizer_tooling"}, "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-3808dc79ba3f91b4", "name": "GitHub Actions workflow grants broad write permissions", "shortDescription": {"text": "GitHub Actions workflow grants broad write permissions"}, "fullDescription": {"text": "CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions."}, "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": "1 test file(s) for 23 source file(s) (ratio 0.04). 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 124 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-11825279136b53a3", "name": "CI is configured but no tests are detected", "shortDescription": {"text": "CI is configured but no tests are detected"}, "fullDescription": {"text": "A CI pipeline exists, but the scan found no test files to gate. Opus labeled this generated-code pattern as config theater: release machinery exists, but it has little behavioral signal."}, "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 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-1cc9370e85a74d49", "name": "Legacy-named symbol `fast_mode_legacy` in tools/token-estimator/estimate.py:74", "shortDescription": {"text": "Legacy-named symbol `fast_mode_legacy` in tools/token-estimator/estimate.py:74"}, "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-72cb740e214303a4", "name": "Commented-code block (5 lines) in tools/usage-analyzer/analyze.py:24", "shortDescription": {"text": "Commented-code block (5 lines) in tools/usage-analyzer/analyze.py:24"}, "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:\ntools/token-estimator/estimate.py:supports_color, tools/usage-analyzer/analyze.py:supports_color\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-d3b972a79ed8740a", "name": "Frontend route `/*` has no Link/navigate to it \u2014 site/src/App.tsx", "shortDescription": {"text": "Frontend route `/*` has no Link/navigate to it \u2014 site/src/App.tsx"}, "fullDescription": {"text": "The route is registered but no `<Link to=\u2026>` or `navigate(\u2026)` in the codebase navigates here. Either it's reachable only via direct URL (intentional), it's dead, or the link broke during a refactor."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/18738"}, "properties": {"repository": "Sagargupta16/claude-cost-optimizer", "repoUrl": "https://github.com/Sagargupta16/claude-cost-optimizer", "branch": "main"}, "results": [{"ruleId": "scanner-f0d07e7d15d4a2b3", "level": "note", "message": {"text": "Possibly dead Python function: score_mcp_servers"}, "properties": {"repobilityId": "e4083e9c422782b5", "scanner": "scanner-primary", "fingerprint": "f0d07e7d15d4a2b3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "tools/claude-rate/rate.py:622"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b3d1cc9799e7d19f", "level": "note", "message": {"text": "Possibly dead Python function: score_hooks"}, "properties": {"repobilityId": "16ab7e4264ca2e4a", "scanner": "scanner-primary", "fingerprint": "b3d1cc9799e7d19f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "tools/claude-rate/rate.py:660"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-6bee59835d4803a2", "level": "note", "message": {"text": "Possibly dead Python function: score_security"}, "properties": {"repobilityId": "7037ab9a6822004e", "scanner": "scanner-primary", "fingerprint": "6bee59835d4803a2", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "tools/claude-rate/rate.py:750"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-fe329edaa2769fac", "level": "note", "message": {"text": "Possibly dead Python function: score_optimizer_tooling"}, "properties": {"repobilityId": "c87fadb5d563e98c", "scanner": "scanner-primary", "fingerprint": "fe329edaa2769fac", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "tools/claude-rate/rate.py:839"}, "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-3808dc79ba3f91b4", "level": "warning", "message": {"text": "GitHub Actions workflow grants broad write permissions"}, "properties": {"repobilityId": "e5c492438c53b765", "scanner": "scanner-primary", "fingerprint": "3808dc79ba3f91b4", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["supply-chain", "github-actions", "least-privilege"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": ".github/workflows/deploy-site.yml"}, "region": {"startLine": 1}}}]}, {"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": "376829853c334db6", "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": "e1b908947ea7bb1b", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-11825279136b53a3", "level": "warning", "message": {"text": "CI is configured but no tests are detected"}, "properties": {"repobilityId": "25dad11932c431bc", "scanner": "scanner-primary", "fingerprint": "11825279136b53a3", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "ci", "config-theater", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-749d4bc1bd66df5f", "level": "warning", "message": {"text": "Agent instructions exist but release-hardening basics are missing"}, "properties": {"repobilityId": "abb60894760cc5d6", "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": "e46720c59f3905b6", "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": "4c690b6c41eb194e", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-1cc9370e85a74d49", "level": "note", "message": {"text": "Legacy-named symbol `fast_mode_legacy` in tools/token-estimator/estimate.py:74"}, "properties": {"repobilityId": "3f89142c580c1d99", "scanner": "scanner-primary", "fingerprint": "1cc9370e85a74d49", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "legacy-marker", "dead-code"]}}, {"ruleId": "scanner-72cb740e214303a4", "level": "none", "message": {"text": "Commented-code block (5 lines) in tools/usage-analyzer/analyze.py:24"}, "properties": {"repobilityId": "547f7ddb5ff52820", "scanner": "scanner-primary", "fingerprint": "72cb740e214303a4", "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": "5c35043d267329d1", "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": "484a84fe02b5634f", "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": "5af7c473c17aca48", "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": "f5e9e0b0c41b23a6", "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": "8b884280e4dc1d1a", "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": "55745a8b6159b57c", "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": "d2c3112d161e3e4c", "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": "a1cedf7d0973efe0", "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": "ac62c2b00e558c2c", "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": "7351809d45d9194b", "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": "d643dd84a763eb55", "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": "ad2aa6f6a752e715", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-d3b972a79ed8740a", "level": "warning", "message": {"text": "Frontend route `/*` has no Link/navigate to it \u2014 site/src/App.tsx"}, "properties": {"repobilityId": "3537d259ac545fb0", "scanner": "scanner-primary", "fingerprint": "d3b972a79ed8740a", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "orphan-page", "wiring"]}}]}]}