{"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-6c44fb89b78f84fe", "name": "Possibly dead Python function: measure_tick_end", "shortDescription": {"text": "Possibly dead Python function: measure_tick_end"}, "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-4e239c167a530bf3", "name": "Possibly dead Python function: bpv_metrics", "shortDescription": {"text": "Possibly dead Python function: bpv_metrics"}, "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-9f92e8e50264f2b5", "name": "Possibly dead Python function: svv_metrics", "shortDescription": {"text": "Possibly dead Python function: svv_metrics"}, "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-27f23cc62cfc2ac5", "name": "Possibly dead Python function: welch_psd", "shortDescription": {"text": "Possibly dead Python function: welch_psd"}, "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-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-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-faccb9061e9b52a0", "name": "No README detected", "shortDescription": {"text": "No README detected"}, "fullDescription": {"text": "No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off."}, "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 139 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-72b2a6250083a784", "name": "Placeholder or mock-heavy implementation detected", "shortDescription": {"text": "Placeholder or mock-heavy implementation detected"}, "fullDescription": {"text": "Found 25 placeholder/mock markers across 11 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "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, 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, 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-1b1eab17700d58af", "name": "Commented-code block (8 lines) in tests/integration/test_smoke_single_case.py:39", "shortDescription": {"text": "Commented-code block (8 lines) in tests/integration/test_smoke_single_case.py:39"}, "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-90d885b10fa2ac47", "name": "Commented-code block (6 lines) in tests/integration/test_e2e_real_cohort_10cases.py:161", "shortDescription": {"text": "Commented-code block (6 lines) in tests/integration/test_e2e_real_cohort_10cases.py:161"}, "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-0e3db1da511a395d", "name": "Legacy-named symbol `model_copy` in scripts/live_view.py:531", "shortDescription": {"text": "Legacy-named symbol `model_copy` in scripts/live_view.py:531"}, "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-1e55ac34e310206f", "name": "Commented-code block (9 lines) in scripts/live_view.py:274", "shortDescription": {"text": "Commented-code block (9 lines) in scripts/live_view.py:274"}, "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-6d586e4ce1e50919", "name": "Legacy-named symbol `model_copy` in opsight/graph.py:128", "shortDescription": {"text": "Legacy-named symbol `model_copy` in opsight/graph.py:128"}, "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-d11a5e167b9f153f", "name": "Commented-code block (5 lines) in opsight/sim_clock.py:99", "shortDescription": {"text": "Commented-code block (5 lines) in opsight/sim_clock.py:99"}, "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-6f5e8c87a2654e5f", "name": "Commented-code block (6 lines) in opsight/envelope.py:78", "shortDescription": {"text": "Commented-code block (6 lines) in opsight/envelope.py:78"}, "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-035da68a15dc5a5b", "name": "Commented-code block (6 lines) in opsight/router.py:45", "shortDescription": {"text": "Commented-code block (6 lines) in opsight/router.py:45"}, "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-487bb22535e4d54c", "name": "Commented-code block (5 lines) in opsight/registry.py:72", "shortDescription": {"text": "Commented-code block (5 lines) in opsight/registry.py:72"}, "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-4379c7c8c50f7828", "name": "Commented-code block (6 lines) in opsight/llm/vllm_client.py:359", "shortDescription": {"text": "Commented-code block (6 lines) in opsight/llm/vllm_client.py:359"}, "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-68d6e288bcddc528", "name": "Commented-code block (9 lines) in opsight/preprocessing/pipeline.py:30", "shortDescription": {"text": "Commented-code block (9 lines) in opsight/preprocessing/pipeline.py:30"}, "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-cb56729da210c489", "name": "Commented-code block (10 lines) in opsight/preprocessing/signal_config.py:256", "shortDescription": {"text": "Commented-code block (10 lines) in opsight/preprocessing/signal_config.py:256"}, "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-46fc6f949699a2fc", "name": "Commented-code block (5 lines) in opsight/tools/signal_state_tools/extractors/assess_signal_quality.py:52", "shortDescription": {"text": "Commented-code block (5 lines) in opsight/tools/signal_state_tools/extractors/assess_signal_quality.py:52"}, "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-7f2e9a4fb4a56a6b", "name": "Legacy-named symbol `model_copy` in opsight/nodes/triage.py:145", "shortDescription": {"text": "Legacy-named symbol `model_copy` in opsight/nodes/triage.py:145"}, "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-df463f2d48bf4ae4", "name": "Legacy-named symbol `model_copy` in opsight/nodes/shallow_loop.py:70", "shortDescription": {"text": "Legacy-named symbol `model_copy` in opsight/nodes/shallow_loop.py:70"}, "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-bdeda300f7f28b70", "name": "Commented-code block (6 lines) in opsight/nodes/shallow_loop.py:103", "shortDescription": {"text": "Commented-code block (6 lines) in opsight/nodes/shallow_loop.py:103"}, "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-ecc1a00111488743", "name": "Legacy-named symbol `model_copy` in opsight/nodes/deep_brief.py:177", "shortDescription": {"text": "Legacy-named symbol `model_copy` in opsight/nodes/deep_brief.py:177"}, "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-23091ad2e0c5d7ef", "name": "Commented-code block (5 lines) in opsight/nodes/deep_brief.py:132", "shortDescription": {"text": "Commented-code block (5 lines) in opsight/nodes/deep_brief.py:132"}, "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-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/smoke_llm.py:stage_2_narrate_real, scripts/smoke_llm.py:stage_3_brief_real\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/25449"}, "properties": {"repository": "dlcjfgmlnasa/OpSight", "repoUrl": "https://github.com/dlcjfgmlnasa/OpSight", "branch": "main"}, "results": [{"ruleId": "scanner-6c44fb89b78f84fe", "level": "note", "message": {"text": "Possibly dead Python function: measure_tick_end"}, "properties": {"repobilityId": "6afd76076e06d132", "scanner": "scanner-primary", "fingerprint": "6c44fb89b78f84fe", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "opsight/sim_clock.py:115"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-4e239c167a530bf3", "level": "note", "message": {"text": "Possibly dead Python function: bpv_metrics"}, "properties": {"repobilityId": "2cf22a5da8f5e9e1", "scanner": "scanner-primary", "fingerprint": "4e239c167a530bf3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "opsight/tools/signal_state_tools/extractors/assess_variability/bpv.py:9"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-9f92e8e50264f2b5", "level": "note", "message": {"text": "Possibly dead Python function: svv_metrics"}, "properties": {"repobilityId": "de92df03fb3b6446", "scanner": "scanner-primary", "fingerprint": "9f92e8e50264f2b5", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "opsight/tools/signal_state_tools/extractors/assess_variability/svv.py:9"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-27f23cc62cfc2ac5", "level": "note", "message": {"text": "Possibly dead Python function: welch_psd"}, "properties": {"repobilityId": "abab6eddcc920b57", "scanner": "scanner-primary", "fingerprint": "27f23cc62cfc2ac5", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "opsight/tools/signal_state_tools/extractors/assess_variability/_welch.py:9"}, "region": {"startLine": 1}}}]}, {"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-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "75ee87b51ed3aa86", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-faccb9061e9b52a0", "level": "note", "message": {"text": "No README detected"}, "properties": {"repobilityId": "7a46aa7e1301db78", "scanner": "scanner-primary", "fingerprint": "faccb9061e9b52a0", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["docs", "readme", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "fb2633b2c3dbd68a", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-72b2a6250083a784", "level": "warning", "message": {"text": "Placeholder or mock-heavy implementation detected"}, "properties": {"repobilityId": "634f78113f92cdd5", "scanner": "scanner-primary", "fingerprint": "72b2a6250083a784", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "incomplete", "generated-repo-pattern"]}}, {"ruleId": "scanner-2d0c7b7ab8f8aacf", "level": "warning", "message": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "6b937de8b9f80e1e", "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": "5fcb1818bdd67189", "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": "84a3d43f7f78d46f", "scanner": "scanner-primary", "fingerprint": "749d4bc1bd66df5f", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-1b1eab17700d58af", "level": "none", "message": {"text": "Commented-code block (8 lines) in tests/integration/test_smoke_single_case.py:39"}, "properties": {"repobilityId": "d8d58dc02e886e55", "scanner": "scanner-primary", "fingerprint": "1b1eab17700d58af", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-90d885b10fa2ac47", "level": "none", "message": {"text": "Commented-code block (6 lines) in tests/integration/test_e2e_real_cohort_10cases.py:161"}, "properties": {"repobilityId": "91b05ffe4f219d44", "scanner": "scanner-primary", "fingerprint": "90d885b10fa2ac47", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-0e3db1da511a395d", "level": "note", "message": {"text": "Legacy-named symbol `model_copy` in scripts/live_view.py:531"}, "properties": {"repobilityId": "1ba5e84121a9cd8f", "scanner": "scanner-primary", "fingerprint": "0e3db1da511a395d", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "legacy-marker", "dead-code"]}}, {"ruleId": "scanner-1e55ac34e310206f", "level": "none", "message": {"text": "Commented-code block (9 lines) in scripts/live_view.py:274"}, "properties": {"repobilityId": "182686954bb62e20", "scanner": "scanner-primary", "fingerprint": "1e55ac34e310206f", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-6d586e4ce1e50919", "level": "note", "message": {"text": "Legacy-named symbol `model_copy` in opsight/graph.py:128"}, "properties": {"repobilityId": "9352e6dfe5c5f580", "scanner": 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