{"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-c20b772ad275c637", "name": "Possibly dead Python function: compute_lead_time", "shortDescription": {"text": "Possibly dead Python function: compute_lead_time"}, "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-e999a102d90f8835", "name": "Possibly dead Python function: compute_roc", "shortDescription": {"text": "Possibly dead Python function: compute_roc"}, "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-08f67eaab58fcb3a", "name": "Possibly dead Python function: plot_trajectories", "shortDescription": {"text": "Possibly dead Python function: plot_trajectories"}, "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-c6914b8d897ec6d3", "name": "Possibly dead Python function: load_base_model", "shortDescription": {"text": "Possibly dead Python function: load_base_model"}, "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-1168198c5a56b528", "name": "Possibly dead Python function: load_peft_model", "shortDescription": {"text": "Possibly dead Python function: load_peft_model"}, "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-fd5c71d438cb2ac7", "name": "Possibly dead Python function: clear_gpu_memory", "shortDescription": {"text": "Possibly dead Python function: clear_gpu_memory"}, "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-ad391124fb86960a", "name": "Possibly dead Python function: run_first_plot_eval", "shortDescription": {"text": "Possibly dead Python function: run_first_plot_eval"}, "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-ab81a7165da95029", "name": "Possibly dead Python function: gen_with_steer", "shortDescription": {"text": "Possibly dead Python function: gen_with_steer"}, "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-2ffa00d91383e2ee", "name": "Possibly dead Python function: hook_fn", "shortDescription": {"text": "Possibly dead Python function: hook_fn"}, "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-66ad8b5b5386910c", "name": "Possibly dead Python function: tokenize_fn", "shortDescription": {"text": "Possibly dead Python function: tokenize_fn"}, "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-e9723e01e620e687", "name": "Possibly dead Python function: run_em_finetuning", "shortDescription": {"text": "Possibly dead Python function: run_em_finetuning"}, "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-de6a53ad2159aea5", "name": "Possibly dead Python function: plot_cosine_heatmap", "shortDescription": {"text": "Possibly dead Python function: plot_cosine_heatmap"}, "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-afdc278ce3c3242d", "name": "Possibly dead Python function: load_hf_assistant_axis", "shortDescription": {"text": "Possibly dead Python function: load_hf_assistant_axis"}, "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-3351280d6b0b8295", "name": "Possibly dead Python function: extract_assistant_axis", "shortDescription": {"text": "Possibly dead Python function: extract_assistant_axis"}, "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-3dcbdf5593fa07af", "name": "Possibly dead Python function: load_capping_config", "shortDescription": {"text": "Possibly dead Python function: load_capping_config"}, "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-1953a31751b57336", "name": "Possibly dead Python function: hook_fn", "shortDescription": {"text": "Possibly dead Python function: hook_fn"}, "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-d63101d61c473bea", "name": "Possibly dead Python function: extract_mean_diff_direction", "shortDescription": {"text": "Possibly dead Python function: extract_mean_diff_direction"}, "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-433ad4493b45871a", "name": "Possibly dead Python function: extract_mean_diff_all_layers", "shortDescription": {"text": "Possibly dead Python function: extract_mean_diff_all_layers"}, "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-0a3950f419502417", "name": "Possibly dead Python function: load_hf_steering_vector", "shortDescription": {"text": "Possibly dead Python function: load_hf_steering_vector"}, "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-5ff0aa010eac21de", "name": "Possibly dead Python function: extract_lora_b_steering_vectors", "shortDescription": {"text": "Possibly dead Python function: extract_lora_b_steering_vectors"}, "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-ea3b5e389d8c9c0f", "name": "Low test-to-source ratio", "shortDescription": {"text": "Low test-to-source ratio"}, "fullDescription": {"text": "3 tests / 15 src (ratio 0.20)."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "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-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, ci. 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": "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-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:\nsrc/helpers/generation_utils.py:generate_responses_locally, src/helpers/generation_utils.py:generate_response\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/23123"}, "properties": {"repository": "yangdabei/tara-misalignment-persona", "repoUrl": "https://github.com/yangdabei/tara-misalignment-persona", "branch": "main"}, "results": [{"ruleId": "scanner-c20b772ad275c637", "level": "note", "message": {"text": "Possibly dead Python function: compute_lead_time"}, "properties": {"repobilityId": "99dedfdc20f63848", "scanner": "scanner-primary", "fingerprint": "c20b772ad275c637", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/monitoring/checkpoint_monitor.py:86"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e999a102d90f8835", "level": "note", "message": {"text": "Possibly dead Python function: compute_roc"}, "properties": {"repobilityId": "994ee8fbee4cd58a", "scanner": "scanner-primary", "fingerprint": "e999a102d90f8835", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/monitoring/checkpoint_monitor.py:136"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-08f67eaab58fcb3a", "level": "note", "message": {"text": "Possibly dead Python function: plot_trajectories"}, "properties": {"repobilityId": "9f17ddda7336561b", "scanner": "scanner-primary", "fingerprint": "08f67eaab58fcb3a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/monitoring/checkpoint_monitor.py:173"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-c6914b8d897ec6d3", "level": "note", "message": {"text": "Possibly dead Python function: load_base_model"}, "properties": {"repobilityId": "05c87cbfea1f63a1", "scanner": "scanner-primary", "fingerprint": "c6914b8d897ec6d3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/helpers/model_utils.py:55"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1168198c5a56b528", "level": "note", "message": {"text": "Possibly dead Python function: load_peft_model"}, "properties": {"repobilityId": "e91bd020149a7ee0", "scanner": "scanner-primary", "fingerprint": "1168198c5a56b528", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/helpers/model_utils.py:79"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-fd5c71d438cb2ac7", "level": "note", "message": {"text": "Possibly dead Python function: clear_gpu_memory"}, "properties": {"repobilityId": "a9b29e0c274e1de8", "scanner": "scanner-primary", "fingerprint": "fd5c71d438cb2ac7", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/helpers/model_utils.py:109"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ad391124fb86960a", "level": "note", "message": {"text": "Possibly dead Python function: run_first_plot_eval"}, "properties": {"repobilityId": "ac6e92992faae819", "scanner": "scanner-primary", "fingerprint": "ad391124fb86960a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/helpers/judge_utils.py:115"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ab81a7165da95029", "level": "note", "message": {"text": "Possibly dead Python function: gen_with_steer"}, "properties": {"repobilityId": "843f079ca7a333cd", "scanner": "scanner-primary", "fingerprint": "ab81a7165da95029", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/helpers/hook_utils.py:86"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-2ffa00d91383e2ee", "level": "note", "message": {"text": "Possibly dead Python function: hook_fn"}, "properties": {"repobilityId": "4d486bac7f570f4d", "scanner": "scanner-primary", "fingerprint": "2ffa00d91383e2ee", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/helpers/hook_utils.py:141"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-66ad8b5b5386910c", "level": "note", "message": {"text": "Possibly dead Python function: tokenize_fn"}, "properties": {"repobilityId": "383eefa7d60e8777", "scanner": "scanner-primary", "fingerprint": "66ad8b5b5386910c", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/finetuning/lora_trainer.py:210"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e9723e01e620e687", "level": "note", "message": {"text": "Possibly dead Python function: run_em_finetuning"}, "properties": {"repobilityId": "c16c947496d1819d", "scanner": "scanner-primary", "fingerprint": "e9723e01e620e687", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/finetuning/lora_trainer.py:239"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-de6a53ad2159aea5", "level": "note", "message": {"text": "Possibly dead Python function: plot_cosine_heatmap"}, "properties": {"repobilityId": "cc0bbe43c322e65a", "scanner": "scanner-primary", "fingerprint": "de6a53ad2159aea5", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/geometry.py:86"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-afdc278ce3c3242d", "level": "note", "message": {"text": "Possibly dead Python function: load_hf_assistant_axis"}, "properties": {"repobilityId": "b606bf1590b5f165", "scanner": "scanner-primary", "fingerprint": "afdc278ce3c3242d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/assistant_axis.py:63"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3351280d6b0b8295", "level": "note", "message": {"text": "Possibly dead Python function: extract_assistant_axis"}, "properties": {"repobilityId": "55ffd0612224a40e", "scanner": "scanner-primary", "fingerprint": "3351280d6b0b8295", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/assistant_axis.py:126"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3dcbdf5593fa07af", "level": "note", "message": {"text": "Possibly dead Python function: load_capping_config"}, "properties": {"repobilityId": "8e1dfdf364548842", "scanner": "scanner-primary", "fingerprint": "3dcbdf5593fa07af", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/assistant_axis.py:191"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1953a31751b57336", "level": "note", "message": {"text": "Possibly dead Python function: hook_fn"}, "properties": {"repobilityId": "4d486bac7f570f4d", "scanner": "scanner-primary", "fingerprint": "1953a31751b57336", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/mean_diff.py:110"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-d63101d61c473bea", "level": "note", "message": {"text": "Possibly dead Python function: extract_mean_diff_direction"}, "properties": {"repobilityId": "df87645b2c5474ed", "scanner": "scanner-primary", "fingerprint": "d63101d61c473bea", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/mean_diff.py:135"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-433ad4493b45871a", "level": "note", "message": {"text": "Possibly dead Python function: extract_mean_diff_all_layers"}, "properties": {"repobilityId": "a1ba9a04c26435d7", "scanner": "scanner-primary", "fingerprint": "433ad4493b45871a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/mean_diff.py:164"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-0a3950f419502417", "level": "note", "message": {"text": "Possibly dead Python function: load_hf_steering_vector"}, "properties": {"repobilityId": "d6d79953a8caaa5d", "scanner": "scanner-primary", "fingerprint": "0a3950f419502417", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/mean_diff.py:186"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-5ff0aa010eac21de", "level": "note", "message": {"text": "Possibly dead Python function: extract_lora_b_steering_vectors"}, "properties": {"repobilityId": "40042e012537ffe3", "scanner": "scanner-primary", "fingerprint": "5ff0aa010eac21de", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "src/directions/mean_diff.py:221"}, "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-ea3b5e389d8c9c0f", "level": "note", "message": {"text": "Low test-to-source ratio"}, "properties": {"repobilityId": "ef7b2552cc00a375", "scanner": "scanner-primary", "fingerprint": "ea3b5e389d8c9c0f", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["tests"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "577374a76e050b3e", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "note", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "cad9e4a5dd02f5b5", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "c0540ea331fda691", "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": "b52d144a6dee0535", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "af82cf745d7ff1fe", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}