{"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-5499278873817977", "name": "Possibly dead Python function: fh", "shortDescription": {"text": "Possibly dead Python function: fh"}, "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-166dff3c3df6a10e", "name": "ORM models found but no DB engine detected", "shortDescription": {"text": "ORM models found but no DB engine detected"}, "fullDescription": {"text": "The repo defines tables/models but no DB connection string was found. Likely lives in env vars or a config file the scanner didn't read."}, "properties": {"scanner": "scanner-primary", "layer": "data", "severity": "medium", "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-925ef61b7587d232", "name": "Very large file: Product2_BI_Dashboard/app.py (1782 lines)", "shortDescription": {"text": "Very large file: Product2_BI_Dashboard/app.py (1782 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "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 5 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-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-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, operator-readme. 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-8bfcbf4eae216b21", "name": "Commented-code block (10 lines) in Product2_BI_Dashboard/app.py:47", "shortDescription": {"text": "Commented-code block (10 lines) in Product2_BI_Dashboard/app.py:47"}, "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-1032103026f1699b", "name": "Flask mutation route `webhook` without `@login_required` \u2014 WhatsApp_Webhook/webhook.py:186", "shortDescription": {"text": "Flask mutation route `webhook` without `@login_required` \u2014 WhatsApp_Webhook/webhook.py:186"}, "fullDescription": {"text": "Flask route declares POST/PUT/DELETE/PATCH methods without an auth decorator. Add `@login_required` (Flask-Login) or equivalent."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "high", "confidence": 1.0}}, {"id": "scanner-68c9d5e17d04d050", "name": "Unused endpoint: ANY /webhook", "shortDescription": {"text": "Unused endpoint: ANY /webhook"}, "fullDescription": {"text": "`WhatsApp_Webhook/webhook.py` declares `ANY /webhook` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code \u2014 consider removing or documenting who consumes it."}, "properties": {"scanner": "scanner-primary", "layer": "api", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8877994083ed2902", "name": "Unused endpoint: ANY /dashboard", "shortDescription": {"text": "Unused endpoint: ANY /dashboard"}, "fullDescription": {"text": "`WhatsApp_Webhook/webhook.py` declares `ANY /dashboard` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code \u2014 consider removing or documenting who consumes it."}, "properties": {"scanner": "scanner-primary", "layer": "api", "severity": "low", "confidence": 1.0}}, {"id": "scanner-10d6c2f14a0f976e", "name": "Unused endpoint: ANY /export", "shortDescription": {"text": "Unused endpoint: ANY /export"}, "fullDescription": {"text": "`WhatsApp_Webhook/webhook.py` declares `ANY /export` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code \u2014 consider removing or documenting who consumes it."}, "properties": {"scanner": "scanner-primary", "layer": "api", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1a6d91f2236825bf", "name": "Unused endpoint: ANY /", "shortDescription": {"text": "Unused endpoint: ANY /"}, "fullDescription": {"text": "`WhatsApp_Webhook/webhook.py` declares `ANY /` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code \u2014 consider removing or documenting who consumes it."}, "properties": {"scanner": "scanner-primary", "layer": "api", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/21016"}, "properties": {"repository": "tezzuk/Products", "repoUrl": "https://github.com/tezzuk/Products", "branch": "main"}, "results": [{"ruleId": "scanner-5499278873817977", "level": "note", "message": {"text": "Possibly dead Python function: fh"}, "properties": {"repobilityId": "9de18568dc8ca2c0", "scanner": "scanner-primary", "fingerprint": "5499278873817977", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Product2_BI_Dashboard/app.py:853"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-166dff3c3df6a10e", "level": "warning", "message": {"text": "ORM models found but no DB engine detected"}, "properties": {"repobilityId": "cda36de65e114635", "scanner": "scanner-primary", "fingerprint": "166dff3c3df6a10e", "layer": "data", "severity": "medium", "confidence": 1.0, "tags": ["coverage"]}}, {"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-925ef61b7587d232", "level": "note", "message": {"text": "Very large file: Product2_BI_Dashboard/app.py (1782 lines)"}, "properties": {"repobilityId": "62b70d7d4268d6fe", "scanner": "scanner-primary", "fingerprint": "925ef61b7587d232", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["complexity"]}}, {"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": "41c7a3ee42b7fd5f", "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": "2ff39ff7f798c12b", "scanner": "scanner-primary", "fingerprint": "01f96f71d9907a8c", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["docs", "readme", "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": "f1f21ef2a0df7940", "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": "0a32c748cd538d09", "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": "a9d725452c493a6c", "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": "0454701957425ee1", "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": "b56ecb41bbad0f59", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-8bfcbf4eae216b21", "level": "none", "message": {"text": "Commented-code block (10 lines) in Product2_BI_Dashboard/app.py:47"}, "properties": {"repobilityId": "c711b1905ebc6e50", "scanner": "scanner-primary", "fingerprint": "8bfcbf4eae216b21", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-1032103026f1699b", "level": "error", "message": {"text": "Flask mutation route `webhook` without `@login_required` \u2014 WhatsApp_Webhook/webhook.py:186"}, "properties": {"repobilityId": "6d9d44a950b13c6c", "scanner": "scanner-primary", "fingerprint": "1032103026f1699b", "layer": "security", "severity": "high", "confidence": 1.0, "tags": ["auth", "owasp", "auth.flask.unauth_route"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "WhatsApp_Webhook/webhook.py"}, "region": {"startLine": 186}}}]}, {"ruleId": "scanner-68c9d5e17d04d050", "level": "note", "message": {"text": "Unused endpoint: ANY /webhook"}, "properties": {"repobilityId": "c012fbafc5b148ff", "scanner": "scanner-primary", "fingerprint": "68c9d5e17d04d050", "layer": "api", "severity": "low", "confidence": 1.0, "tags": ["wiring", "unused-endpoint"]}}, {"ruleId": "scanner-8877994083ed2902", "level": "note", "message": {"text": "Unused endpoint: ANY /dashboard"}, "properties": {"repobilityId": "b9112422024263b9", "scanner": "scanner-primary", "fingerprint": "8877994083ed2902", "layer": "api", "severity": "low", "confidence": 1.0, "tags": ["wiring", "unused-endpoint"]}}, {"ruleId": "scanner-10d6c2f14a0f976e", "level": "note", "message": {"text": "Unused endpoint: ANY /export"}, "properties": {"repobilityId": "760a870f190fe0ba", "scanner": "scanner-primary", "fingerprint": "10d6c2f14a0f976e", "layer": "api", "severity": "low", "confidence": 1.0, "tags": ["wiring", "unused-endpoint"]}}, {"ruleId": "scanner-1a6d91f2236825bf", "level": "note", "message": {"text": "Unused endpoint: ANY /"}, "properties": {"repobilityId": "58cae97965ec0863", "scanner": "scanner-primary", "fingerprint": "1a6d91f2236825bf", "layer": "api", "severity": "low", "confidence": 1.0, "tags": ["wiring", "unused-endpoint"]}}]}]}