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Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6ec6682dd0758f2c", "name": "Possibly dead Python function: render_cli", "shortDescription": {"text": "Possibly dead Python function: render_cli"}, "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-25710574438a3966", "name": "Possibly dead Python function: render_json", "shortDescription": {"text": "Possibly dead Python function: render_json"}, "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-434ffd9c8072338c", "name": "Possibly dead Python function: render_claude", "shortDescription": {"text": "Possibly dead Python function: render_claude"}, "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-039158f0fca76cb6", "name": "Possibly dead Python function: render_codex", "shortDescription": {"text": "Possibly dead Python function: render_codex"}, "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-d753d4dbdfa70d52", "name": "Possibly dead Python function: render_pi", "shortDescription": {"text": "Possibly dead Python function: render_pi"}, "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. 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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-b1ac78836d9dcc80", "name": "Very large file: scripts/edge_case_test.py (5973 lines)", "shortDescription": {"text": "Very large file: scripts/edge_case_test.py (5973 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": "2 test file(s) for 26 source file(s) (ratio 0.08). 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 57 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-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-6ed6041e215c6f72", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/watch_pipeline.py:24", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/watch_pipeline.py:24"}, "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). 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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-366f538a063c6dc6", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/init_loop_paper.py:250", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/init_loop_paper.py:250"}, "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-621ba1c8300572f9", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/smoke_test.py:18", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/smoke_test.py:18"}, "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-d30d52051f8ca97d", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/pipeline.py:42", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/pipeline.py:42"}, "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-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:\nscripts/edge_case_test.py:make_before_ready_with_uppercase_checks, scripts/edge_case_test.py:make_before_ready_with_empty_hypothesis_claim, scripts/edge_case_test.py:make_before_ready_with_empty_prior_finding, scripts/edge_case_test.py:make_before_ready_with_empty_implementation_risks\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:\nscripts/edge_case_test.py:make_before_ready_except_prior_research, scripts/edge_case_test.py:make_before_ready_except_validation_plan, scripts/edge_case_test.py:make_before_ready_with_unrelated_validation_plan_check\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-46969939caf8120b", "name": "Near-duplicate function bodies in 9 places", "shortDescription": {"text": "Near-duplicate function bodies in 9 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscripts/edge_case_test.py:make_after_ready_with_instruction_verdict, scripts/edge_case_test.py:make_after_ready_with_empty_validation_after, scripts/edge_case_test.py:make_after_ready_with_missing_agent_reviewer, scripts/edge_case_test.py:make_after_ready_with_invalid_agent_decision\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:\nscripts/edge_case_test.py:guard_payload, scripts/edge_case_test.py:guard\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/23328"}, "properties": {"repository": "youndukn/loop-paper", "repoUrl": "https://github.com/youndukn/loop-paper", "branch": "main"}, "results": [{"ruleId": "scanner-9b608dae702106f1", "level": "note", "message": {"text": "Possibly dead Python function: is_wrapped"}, "properties": {"repobilityId": "c342f40fca7dbc67", "scanner": "scanner-primary", "fingerprint": "9b608dae702106f1", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/paper_html.py:112"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e9ca14b4ad15ab03", "level": "note", "message": {"text": "Possibly dead Python function: paper_sort_key"}, "properties": {"repobilityId": "476cd3fa8fce08f7", "scanner": "scanner-primary", "fingerprint": "e9ca14b4ad15ab03", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/combine_papers.py:85"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-680f519ff8597c31", "level": "note", "message": {"text": "Possibly dead Python function: canonical_agent"}, "properties": {"repobilityId": "4745b0779565db96", "scanner": "scanner-primary", "fingerprint": "680f519ff8597c31", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/install_skill.py:61"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-cf050cd7e7d9f611", "level": "note", "message": {"text": "Possibly dead Python function: require_valid_file"}, "properties": {"repobilityId": "18eb4b4db54dc9a9", "scanner": "scanner-primary", "fingerprint": "cf050cd7e7d9f611", "layer": "software", "severity": "low", "confidence": 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{"artifactLocation": {"uri": "scripts/update_loop_paper.py:77"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-6ec6682dd0758f2c", "level": "note", "message": {"text": "Possibly dead Python function: render_cli"}, "properties": {"repobilityId": "961b827cf68387e6", "scanner": "scanner-primary", "fingerprint": "6ec6682dd0758f2c", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/prompt_common.py:17"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-25710574438a3966", "level": "note", "message": {"text": "Possibly dead Python function: render_json"}, "properties": {"repobilityId": "ca931b52aaeb03ce", "scanner": "scanner-primary", "fingerprint": "25710574438a3966", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/prompt_common.py:28"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-434ffd9c8072338c", "level": "note", "message": {"text": "Possibly dead Python function: render_claude"}, "properties": {"repobilityId": "e498285f1da3f0b5", "scanner": "scanner-primary", "fingerprint": "434ffd9c8072338c", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/prompt_common.py:38"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-039158f0fca76cb6", "level": "note", "message": {"text": "Possibly dead Python function: render_codex"}, "properties": {"repobilityId": "07f9cc2c2efaea5c", "scanner": "scanner-primary", "fingerprint": "039158f0fca76cb6", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/prompt_common.py:58"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-d753d4dbdfa70d52", "level": "note", "message": {"text": "Possibly dead Python function: render_pi"}, "properties": {"repobilityId": "b9834d81ba21e189", "scanner": "scanner-primary", "fingerprint": "d753d4dbdfa70d52", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/prompt_common.py:68"}, "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-b1ac78836d9dcc80", "level": "note", "message": {"text": "Very large file: scripts/edge_case_test.py (5973 lines)"}, "properties": {"repobilityId": "cea4b4699c4a3057", "scanner": "scanner-primary", "fingerprint": "b1ac78836d9dcc80", "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": "3a490e9f0653e1e9", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "f29d6aeabe8233ae", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "4d50ec71e485ed05", "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": "872a636f69b531e3", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", 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