{"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-12ef4e6dd85b2fa7", "name": "Possibly dead Python function: add_heading1", "shortDescription": {"text": "Possibly dead Python function: add_heading1"}, "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-f0614f3a0b5a23ac", "name": "Possibly dead Python function: callback", "shortDescription": {"text": "Possibly dead Python function: callback"}, "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-ae289eb8a8acf8c9", "name": "Possibly dead Python function: runner", "shortDescription": {"text": "Possibly dead Python function: runner"}, "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-c969e03f9cecfa45", "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-5ea7499559799b9b", "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-9953caad4c97a0a6", "name": "Possibly dead Python function: cancel", "shortDescription": {"text": "Possibly dead Python function: cancel"}, "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-71be839918be4ebe", "name": "Possibly dead Python function: pending_count", "shortDescription": {"text": "Possibly dead Python function: pending_count"}, "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-97c0d1210512f757", "name": "Possibly dead Python function: g2p_en", "shortDescription": {"text": "Possibly dead Python function: g2p_en"}, "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-a51f4fcdd4e4e9d6", "name": "Possibly dead Python function: g2p_tr", "shortDescription": {"text": "Possibly dead Python function: g2p_tr"}, "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-1b9466f5a937974d", "name": "Possibly dead Python function: cmd_prepare_mfa", "shortDescription": {"text": "Possibly dead Python function: cmd_prepare_mfa"}, "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-c6e3906650bbebbb", "name": "Possibly dead Python function: cmd_layer1", "shortDescription": {"text": "Possibly dead Python function: cmd_layer1"}, "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-dfbd48e4c341a293", "name": "Possibly dead Python function: cmd_layer2", "shortDescription": {"text": "Possibly dead Python function: cmd_layer2"}, "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-2ea0f4076c868d13", "name": "Possibly dead Python function: cmd_check_align", "shortDescription": {"text": "Possibly dead Python function: cmd_check_align"}, "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-8e613e74d560e9c5", "name": "Possibly dead Python function: cmd_report", "shortDescription": {"text": "Possibly dead Python function: cmd_report"}, "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-1c54f4c588df6975", "name": "Possibly dead Python function: collate", "shortDescription": {"text": "Possibly dead Python function: collate"}, "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-f346aacd316e016b", "name": "Possibly dead Python function: config_exists", "shortDescription": {"text": "Possibly dead Python function: config_exists"}, "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-d9902b6ba4b1e0a8", "name": "Possibly dead Python function: save_api_keys", "shortDescription": {"text": "Possibly dead Python function: save_api_keys"}, "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-35f57c4e2129014e", "name": "Possibly dead Python function: is_configured", "shortDescription": {"text": "Possibly dead Python function: is_configured"}, "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-25ca063f5f1f432a", "name": "Possibly dead Python function: remember", "shortDescription": {"text": "Possibly dead Python function: remember"}, "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-461ff7c916d09a0d", "name": "Possibly dead Python function: forget", "shortDescription": {"text": "Possibly dead Python function: forget"}, "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-811f192bba83e24a", "name": "Possibly dead Python function: volume_mute", "shortDescription": {"text": "Possibly dead Python function: volume_mute"}, "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-eb8289bfeb4ab7ea", "name": "Stray `console.log` in TS/JS \u2014 web/avatar_renderer.js:254", "shortDescription": {"text": "Stray `console.log` in TS/JS \u2014 web/avatar_renderer.js:254"}, "fullDescription": {"text": "Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable.\n\nWhy: Hygiene \u2014 easy to leak debug output.\nRule id: fq.console-leak"}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "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-5d9cf8b095b37e35", "name": "Insecure pattern 'direct_innerhtml_assignment' in web/avatar.html:528", "shortDescription": {"text": "Insecure pattern 'direct_innerhtml_assignment' in web/avatar.html:528"}, "fullDescription": {"text": "Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-4da6f4710ec96132", "name": "Insecure pattern 'subprocess_shell_true' in actions/computer_settings.py:126", "shortDescription": {"text": "Insecure pattern 'subprocess_shell_true' in actions/computer_settings.py:126"}, "fullDescription": {"text": "Found a known-risky pattern (subprocess_shell_true). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-8a79121db00c8ce6", "name": "Insecure pattern 'subprocess_shell_true' in actions/open_app.py:86", "shortDescription": {"text": "Insecure pattern 'subprocess_shell_true' in actions/open_app.py:86"}, "fullDescription": {"text": "Found a known-risky pattern (subprocess_shell_true). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-f1e66bca7e17f7e6", "name": "Insecure pattern 'subprocess_shell_true' in actions/dev_agent.py:277", "shortDescription": {"text": "Insecure pattern 'subprocess_shell_true' in actions/dev_agent.py:277"}, "fullDescription": {"text": "Found a known-risky pattern (subprocess_shell_true). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-cacbd6181c1256b4", "name": "Insecure pattern 'exec_used' in actions/desktop.py:96", "shortDescription": {"text": "Insecure pattern 'exec_used' in actions/desktop.py:96"}, "fullDescription": {"text": "Found a known-risky pattern (exec_used). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "high", "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-d04d3a2e240c35c6", "name": "Very large file: main.py (1144 lines)", "shortDescription": {"text": "Very large file: main.py (1144 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 51 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 390 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-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-87e6dd588763f5e6", "name": "Network/subprocess call without timeout or try/except \u2014 setup.py:5", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 setup.py:5"}, "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-0200808a6a821037", "name": "Blocking `time.sleep(...)` inside `async def _execute_tool` \u2014 main.py:868", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def _execute_tool` \u2014 main.py:868"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-6b4c985e2d92e74c", "name": "Blocking `time.sleep(...)` inside `async def _receive_audio` \u2014 main.py:1014", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def _receive_audio` \u2014 main.py:1014"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-468772ffdcf4fa33", "name": "Stub function `log_message` (body is just `pass`/`return`) \u2014 ui.py:195", "shortDescription": {"text": "Stub function `log_message` (body is just `pass`/`return`) \u2014 ui.py:195"}, "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-c688c6038f7831f3", "name": "Commented-code block (8 lines) in paper/tools/grid_layer_validation.py:299", "shortDescription": {"text": "Commented-code block (8 lines) in paper/tools/grid_layer_validation.py:299"}, "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-c8264a96d86a811a", "name": "Network/subprocess call without timeout or try/except \u2014 paper/tools/render/render_video.py:102", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 paper/tools/render/render_video.py:102"}, "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-64193970e0bf1fcd", "name": "Network/subprocess call without timeout or try/except \u2014 paper/tools/render/make_avatar_montage.py:38", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 paper/tools/render/make_avatar_montage.py:38"}, "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-3f5ba35ed906caba", "name": "Network/subprocess call without timeout or try/except \u2014 paper/tools/render/run_eval.py:58", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 paper/tools/render/run_eval.py:58"}, "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-17877a2e0839aa79", "name": "Network/subprocess call without timeout or try/except \u2014 actions/computer_settings.py:56", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 actions/computer_settings.py:56"}, "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-621c35991f9e333e", "name": "Network/subprocess call without timeout or try/except \u2014 actions/reminder.py:233", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 actions/reminder.py:233"}, "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-94fac5ed2dda6506", "name": "Network/subprocess call without timeout or try/except \u2014 actions/dev_agent.py:239", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 actions/dev_agent.py:239"}, "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-2f002d056ca81301", "name": "Network/subprocess call without timeout or try/except \u2014 actions/desktop.py:180", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 actions/desktop.py:180"}, "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-b54834b4a3c348d3", "name": "Network/subprocess call without timeout or try/except \u2014 actions/game_updater.py:122", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 actions/game_updater.py:122"}, "fullDescription": {"text": "`subprocess.Popen(...)` 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-02525d39071dd2c7", "name": "Near-duplicate function bodies in 5 places", "shortDescription": {"text": "Near-duplicate function bodies in 5 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nagent/executor.py:get_base_dir, agent/error_handler.py:get_base_dir, agent/planner.py:get_base_dir, memory/memory_manager.py:get_base_dir\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:\npaper/tools/grid_train.py:forward, paper/tools/grid_train.py:forward\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:\nactions/computer_settings.py:computer_settings, actions/file_controller.py:file_controller, actions/desktop.py:desktop_control\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/22872"}, "properties": {"repository": "wpu-research/A.T.L.A.S", "repoUrl": "https://github.com/wpu-research/A.T.L.A.S", "branch": "main"}, "results": [{"ruleId": "scanner-12ef4e6dd85b2fa7", "level": "note", "message": {"text": "Possibly dead Python function: add_heading1"}, "properties": {"repobilityId": "376652960d2f1f70", "scanner": "scanner-primary", "fingerprint": "12ef4e6dd85b2fa7", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "generate_docx.py:160"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-f0614f3a0b5a23ac", "level": "note", "message": {"text": "Possibly dead Python function: callback"}, "properties": {"repobilityId": "d86912f8937c65c2", "scanner": "scanner-primary", 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"scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-02525d39071dd2c7", "level": "note", "message": {"text": "Near-duplicate function bodies in 5 places"}, "properties": {"repobilityId": "9ae0058072566954", "scanner": "scanner-primary", "fingerprint": "02525d39071dd2c7", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}