{"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-284009c2e80acff2", "name": "Possibly dead Python function: do_GET", "shortDescription": {"text": "Possibly dead Python function: do_GET"}, "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-27c32b6407a7a26f", "name": "Possibly dead Python function: log_message", "shortDescription": {"text": "Possibly dead Python function: log_message"}, "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-0ac8740cfe4cb58c", "name": "Possibly dead Python function: search_tracks", "shortDescription": {"text": "Possibly dead Python function: search_tracks"}, "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-e2681657b9a1ad3f", "name": "Possibly dead Python function: sync_spotify_to_portfolio", "shortDescription": {"text": "Possibly dead Python function: sync_spotify_to_portfolio"}, "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-74a25a3d0b2c7763", "name": "Possibly dead Python function: export_portfolio_data", "shortDescription": {"text": "Possibly dead Python function: export_portfolio_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-b89f84de9583fe02", "name": "Possibly dead Python function: run_enhanced", "shortDescription": {"text": "Possibly dead Python function: run_enhanced"}, "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-d5ea911d4bbeb604", "name": "Possibly dead Python function: transfer_playback", "shortDescription": {"text": "Possibly dead Python function: transfer_playback"}, "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-8d12d5ea448e8bad", "name": "Possibly dead Python function: search_tracks", "shortDescription": {"text": "Possibly dead Python function: search_tracks"}, "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-8eb3a873e4a97502", "name": "Possibly dead Python function: play_track", "shortDescription": {"text": "Possibly dead Python function: play_track"}, "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-4bcca43becd93884", "name": "Possibly dead Python function: add_to_queue", "shortDescription": {"text": "Possibly dead Python function: add_to_queue"}, "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-65aa740cba4a4a73", "name": "GitHub Action is tag-pinned rather than SHA-pinned", "shortDescription": {"text": "GitHub Action is tag-pinned rather than SHA-pinned"}, "fullDescription": {"text": "actions/checkout@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "low", "confidence": 1.0}}, {"id": "scanner-28c4a04bd807da0c", "name": "GitHub Action is tag-pinned rather than SHA-pinned", "shortDescription": {"text": "GitHub Action is tag-pinned rather than SHA-pinned"}, "fullDescription": {"text": "actions/deploy-pages@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ad6701f0a8405e22", "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-4b388b7abaa69fd0", "name": "GitHub Action is tag-pinned rather than SHA-pinned", "shortDescription": {"text": "GitHub Action is tag-pinned rather than SHA-pinned"}, "fullDescription": {"text": "actions/checkout@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2a12d8141860b2b3", "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-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 307 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-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. 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-746f9fd246b6ea17", "name": "Commented-code block (5 lines) in vitest.config.ts:4", "shortDescription": {"text": "Commented-code block (5 lines) in vitest.config.ts:4"}, "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-2cca0f5a63e41c82", "name": "Commented-code block (5 lines) in dev/gen_world_geo.mjs:5", "shortDescription": {"text": "Commented-code block (5 lines) in dev/gen_world_geo.mjs:5"}, "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-603578b821913093", "name": "Commented-code block (8 lines) in dev/validate-data.mjs:5", "shortDescription": {"text": "Commented-code block (8 lines) in dev/validate-data.mjs:5"}, "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-98f57e07cf5251c4", "name": "Network/subprocess call without timeout or try/except \u2014 pipeline/spotify_auth.py:119", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 pipeline/spotify_auth.py:119"}, "fullDescription": {"text": "`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-4f505b3ce3a52c0e", "name": "Stub function `log_message` (body is just `pass`/`return`) \u2014 pipeline/spotify_auth.py:165", "shortDescription": {"text": "Stub function `log_message` (body is just `pass`/`return`) \u2014 pipeline/spotify_auth.py:165"}, "fullDescription": {"text": "Likely an AI scaffold that was never filled in. Remove or implement."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-37714c89df9646be", "name": "Network/subprocess call without timeout or try/except \u2014 pipeline/refresh_token.py:23", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 pipeline/refresh_token.py:23"}, "fullDescription": {"text": "`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-7ea893e95946231a", "name": "Legacy-named symbol `fetch_soundcloud_plays_v2` in pipeline/fetch_plays.py:152", "shortDescription": {"text": "Legacy-named symbol `fetch_soundcloud_plays_v2` in pipeline/fetch_plays.py:152"}, "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-8cd31757f6aac483", "name": "Commented-code block (5 lines) in pipeline/fetch_plays.py:416", "shortDescription": {"text": "Commented-code block (5 lines) in pipeline/fetch_plays.py:416"}, "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-83afa97b3fb3d323", "name": "Legacy-named symbol `analytics_v2` in pipeline/spotify_enhanced_analytics.py:44", "shortDescription": {"text": "Legacy-named symbol `analytics_v2` in pipeline/spotify_enhanced_analytics.py:44"}, "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-445b0469241d7a66", "name": "Network/subprocess call without timeout or try/except \u2014 pipeline/use_camoufox.py:13", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 pipeline/use_camoufox.py:13"}, "fullDescription": {"text": "`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-024b814683d24c52", "name": "Network/subprocess call without timeout or try/except \u2014 pipeline/run_spotify.py:8", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 pipeline/run_spotify.py:8"}, "fullDescription": {"text": "`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-3f66a84f217c3377", "name": "Legacy-named symbol `fetch_soundcloud_plays_v2` in pipeline/tests/test_fetch_plays_orchestration.py:34", "shortDescription": {"text": "Legacy-named symbol `fetch_soundcloud_plays_v2` in pipeline/tests/test_fetch_plays_orchestration.py:34"}, "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-4ceea598f899d1cb", "name": "Commented-code block (5 lines) in src/lib/geo.ts:3", "shortDescription": {"text": "Commented-code block (5 lines) in src/lib/geo.ts:3"}, "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-d0b17c8c07a7421d", "name": "8 env vars used in code but missing from .env.example", "shortDescription": {"text": "8 env vars used in code but missing from .env.example"}, "fullDescription": {"text": "Drift between code and config docs. The first few: `DEPLOY_TARGET`, `DISCORD_WEBHOOK_URL`, `GH_TOKEN`, `GITHUB_ENV`, `GITHUB_REPOSITORY`, `GITHUB_TOKEN`, `POOLPAT_REPO`, `RAPIDAPI_KEY`. 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-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:\ndev/examples/list_top_tracks.py:main, dev/examples/control_playback.py:main, dev/examples/get_profile.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}}, {"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:\npipeline/spotify_discord_analytics.py:poll_playback, pipeline/spotify_enhanced_analytics.py:poll_playback\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/21141"}, "properties": {"repository": "thepoolpat/poolpat-portfolio", "repoUrl": "https://github.com/thepoolpat/poolpat-portfolio", "branch": "main"}, "results": [{"ruleId": "scanner-284009c2e80acff2", "level": "note", "message": {"text": "Possibly dead Python function: do_GET"}, "properties": {"repobilityId": "2d943bb45e4f13bd", "scanner": "scanner-primary", "fingerprint": "284009c2e80acff2", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/spotify_auth.py:144"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-27c32b6407a7a26f", "level": "note", "message": {"text": "Possibly dead Python function: log_message"}, "properties": {"repobilityId": "965f3150b4af5b2e", "scanner": "scanner-primary", "fingerprint": "27c32b6407a7a26f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/spotify_auth.py:165"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-0ac8740cfe4cb58c", "level": "note", "message": {"text": "Possibly dead Python function: search_tracks"}, "properties": {"repobilityId": "e19fb2945ecead04", "scanner": "scanner-primary", "fingerprint": "0ac8740cfe4cb58c", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/spotify_client.py:145"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e2681657b9a1ad3f", "level": "note", "message": {"text": "Possibly dead Python function: sync_spotify_to_portfolio"}, "properties": {"repobilityId": "6ebb5f12041363ed", "scanner": "scanner-primary", "fingerprint": "e2681657b9a1ad3f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/spotify_enhanced_analytics.py:297"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-74a25a3d0b2c7763", "level": "note", "message": {"text": "Possibly dead Python function: export_portfolio_data"}, "properties": {"repobilityId": "f9c4d90938668ac8", "scanner": "scanner-primary", "fingerprint": "74a25a3d0b2c7763", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/spotify_enhanced_analytics.py:329"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b89f84de9583fe02", "level": "note", "message": {"text": "Possibly dead Python function: run_enhanced"}, "properties": {"repobilityId": "43132c3e73b0534e", "scanner": "scanner-primary", "fingerprint": "b89f84de9583fe02", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/spotify_enhanced_analytics.py:363"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-d5ea911d4bbeb604", "level": "note", "message": {"text": "Possibly dead Python function: transfer_playback"}, "properties": {"repobilityId": "ee7427b2c27a8a88", "scanner": "scanner-primary", "fingerprint": "d5ea911d4bbeb604", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/camoufox_spotify_player.py:162"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-8d12d5ea448e8bad", "level": "note", "message": {"text": "Possibly dead Python function: search_tracks"}, "properties": {"repobilityId": "e19fb2945ecead04", "scanner": "scanner-primary", "fingerprint": "8d12d5ea448e8bad", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/camoufox_spotify_player.py:179"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-8eb3a873e4a97502", "level": "note", "message": {"text": "Possibly dead Python function: play_track"}, "properties": {"repobilityId": "1664dcb5e2933fba", "scanner": "scanner-primary", "fingerprint": "8eb3a873e4a97502", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/camoufox_spotify_player.py:187"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-4bcca43becd93884", "level": "note", "message": {"text": "Possibly dead Python function: add_to_queue"}, "properties": {"repobilityId": "a05519a32390fa97", "scanner": "scanner-primary", "fingerprint": "4bcca43becd93884", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pipeline/camoufox_spotify_player.py:191"}, 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