{"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-ab128c3d70b62e6b", "name": "Possibly dead Python function: cmd_librispeech", "shortDescription": {"text": "Possibly dead Python function: cmd_librispeech"}, "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-4ea1d56028bc2939", "name": "Possibly dead Python function: cmd_vctk", "shortDescription": {"text": "Possibly dead Python function: cmd_vctk"}, "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 181 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 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-863f4313e8792d85", "name": "Legacy-named symbol `configuration_qwen3_tts_tokenizer_v2` in tests/ref/gen_qwen_tts_codec_fixture.py:45", "shortDescription": {"text": "Legacy-named symbol `configuration_qwen3_tts_tokenizer_v2` in tests/ref/gen_qwen_tts_codec_fixture.py:45"}, "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-412470f68ab35fd7", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/compare-reference.py:148", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/compare-reference.py:148"}, "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-d1a725d46f640d5c", "name": "Commented-code block (8 lines) in scripts/rave_reference.py:329", "shortDescription": {"text": "Commented-code block (8 lines) in scripts/rave_reference.py:329"}, "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-7cebf4e533d5bf9b", "name": "Legacy-named symbol `rave_v2` in scripts/convert-rave.py:213", "shortDescription": {"text": "Legacy-named symbol `rave_v2` in scripts/convert-rave.py:213"}, "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-bf3ef48fb9402fc9", "name": "Commented-code block (5 lines) in scripts/convert-rave.py:198", "shortDescription": {"text": "Commented-code block (5 lines) in scripts/convert-rave.py:198"}, "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-66f7639ed300a2dc", "name": "Commented-code block (5 lines) in scripts/convert-nllb.py:273", "shortDescription": {"text": "Commented-code block (5 lines) in scripts/convert-nllb.py:273"}, "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-2866d6ee8d92ce0f", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/sortformer_parity.py:95", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/sortformer_parity.py:95"}, "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-082fe9dfcaf4cb52", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/sortformer_parity_streaming.py:69", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/sortformer_parity_streaming.py:69"}, "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-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:\nscripts/rave_reference.py:w, scripts/rave_reference.py:w\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/22824"}, "properties": {"repository": "wlejon/brosoundml", "repoUrl": "https://github.com/wlejon/brosoundml", "branch": "main"}, "results": [{"ruleId": "scanner-ab128c3d70b62e6b", "level": "note", "message": {"text": "Possibly dead Python function: cmd_librispeech"}, "properties": {"repobilityId": "48a00eb3897dd4fb", "scanner": "scanner-primary", "fingerprint": "ab128c3d70b62e6b", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "tools/prep_kws_corpus.py:61"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-4ea1d56028bc2939", "level": "note", "message": {"text": "Possibly dead Python function: cmd_vctk"}, "properties": {"repobilityId": "6937b0c37762dc5a", "scanner": "scanner-primary", "fingerprint": "4ea1d56028bc2939", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "tools/prep_kws_corpus.py:85"}, "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": "6bb8446ed0c11cbc", "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": "66eda3b7fa21d182", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-749d4bc1bd66df5f", "level": "warning", "message": {"text": "Agent instructions exist but release-hardening basics are missing"}, "properties": {"repobilityId": "03856ea40cfd772b", "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": "f3e560a49057c917", "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": "0a78f19ce2e71170", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-863f4313e8792d85", "level": "note", "message": {"text": "Legacy-named symbol `configuration_qwen3_tts_tokenizer_v2` in tests/ref/gen_qwen_tts_codec_fixture.py:45"}, "properties": {"repobilityId": "fbd3755c726512d7", "scanner": "scanner-primary", "fingerprint": "863f4313e8792d85", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "legacy-marker", "dead-code"]}}, {"ruleId": "scanner-412470f68ab35fd7", "level": "warning", "message": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/compare-reference.py:148"}, "properties": {"repobilityId": "d1014ee8bb41b05d", "scanner": "scanner-primary", "fingerprint": "412470f68ab35fd7", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "fragile-runtime", "robustness"]}}, {"ruleId": "scanner-d1a725d46f640d5c", "level": "none", "message": {"text": "Commented-code block (8 lines) in scripts/rave_reference.py:329"}, "properties": {"repobilityId": "2bc5132a39faf786", "scanner": "scanner-primary", "fingerprint": "d1a725d46f640d5c", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-7cebf4e533d5bf9b", "level": "note", "message": {"text": "Legacy-named symbol `rave_v2` in scripts/convert-rave.py:213"}, "properties": {"repobilityId": "37b2e0d5ad230389", "scanner": "scanner-primary", "fingerprint": "7cebf4e533d5bf9b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "legacy-marker", "dead-code"]}}, {"ruleId": "scanner-bf3ef48fb9402fc9", "level": "none", "message": {"text": "Commented-code block (5 lines) in scripts/convert-rave.py:198"}, "properties": {"repobilityId": "0f1e2501d228203e", "scanner": "scanner-primary", "fingerprint": "bf3ef48fb9402fc9", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-66f7639ed300a2dc", "level": "none", "message": {"text": "Commented-code block (5 lines) in scripts/convert-nllb.py:273"}, "properties": {"repobilityId": "d931ebc0cb043bd6", "scanner": "scanner-primary", "fingerprint": "66f7639ed300a2dc", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-2866d6ee8d92ce0f", "level": "warning", "message": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/sortformer_parity.py:95"}, "properties": {"repobilityId": "89f352e22615772b", "scanner": "scanner-primary", "fingerprint": "2866d6ee8d92ce0f", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "fragile-runtime", "robustness"]}}, {"ruleId": "scanner-082fe9dfcaf4cb52", "level": "warning", "message": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/sortformer_parity_streaming.py:69"}, "properties": {"repobilityId": "1d34d0ab6b2153bc", "scanner": "scanner-primary", "fingerprint": "082fe9dfcaf4cb52", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "fragile-runtime", "robustness"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "dcd985cfad0794d7", "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": "de54f3ce5fcd94ba", "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": "e7042a33d3e1a7a0", "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": "e012f12e8cc042a2", "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": "8c8a977769a3299e", "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": "b977afee6e612760", "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": "7bea6f0100fdd1f7", "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": "05387661d8ef02ea", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}