{"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": "foundry_blueprint_gap", "name": "Foundry mined blueprint gap alignment: salus-ryan/opencodeprojects", "shortDescription": {"text": "Foundry mined blueprint gap alignment: salus-ryan/opencodeprojects"}, "fullDescription": {"text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 26\nEdges: 44\nNode types: {'link_quality': 7, 'pr_file': 3, 'alignment': 3, 'bl"}, "properties": {"scanner": "foundry_dataset", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_test_ci_gap", "name": "Foundry mined test ci gap after feedback: salus-ryan/opencodeprojects", "shortDescription": {"text": "Foundry mined test ci gap after feedback: salus-ryan/opencodeprojects"}, "fullDescription": {"text": "Graph query export: Feedback exposes missing tests or CI\nQuery id: test_ci_gap_after_feedback\nQuery type: motif_query\nIntent: Hard negatives for feedback/fix chains without adequate guardrails.\nMotif: test_ci_gap_after_feedback\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 26\nEdges: 44\nNode types: {'link_quality': 7, 'pr_file': 3, 'alignment': 3, 'blueprint_finding': 3, 'co"}, "properties": {"scanner": "foundry_dataset", "category": "testing", "severity": "high", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: salus-ryan/opencodeprojects", "shortDescription": {"text": "Foundry mined bad chains: salus-ryan/opencodeprojects"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 2\nLinked commit count: 2\nLinked CI commit count: 2\nLinked CI labels: {'ci_pending_or_incomplete': 2}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1, 'api_integration_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {'source_or_other': 2, 'docs_or_claims': 1}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-8f9088540795d6d3\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polari"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "high", "confidence": 0.84, "cwe": "", "owasp": ""}}, {"id": "foundry_fake_real_gap", "name": "Foundry mined mock as real or placeholder: salus-ryan/opencodeprojects", "shortDescription": {"text": "Foundry mined mock as real or placeholder: salus-ryan/opencodeprojects"}, "fullDescription": {"text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 26\nEdges: 44\nNode types: {'link_quality': 7, 'pr_file':"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "critical", "confidence": 0.82, "cwe": "", "owasp": ""}}, {"id": "scanner-74f475e5aead804d", "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-17ff75949fc5b293", "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-b7495b09050eaf82", "name": "Possibly dead Python function: do_POST", "shortDescription": {"text": "Possibly dead Python function: do_POST"}, "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-b51721895e5aa1ce", "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-0db3c4c103b1a67d", "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-41c78955b2fef325", "name": "Possibly dead Python function: do_POST", "shortDescription": {"text": "Possibly dead Python function: do_POST"}, "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-51b636e5e4f9401f", "name": "Possibly dead Python function: do_PUT", "shortDescription": {"text": "Possibly dead Python function: do_PUT"}, "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-aad6243c51b626f0", "name": "Possibly dead Python function: do_DELETE", "shortDescription": {"text": "Possibly dead Python function: do_DELETE"}, "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-3322bb86f1b216b7", "name": "Possibly dead Python function: rotation_loop", "shortDescription": {"text": "Possibly dead Python function: rotation_loop"}, "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-74248d1236c213f1", "name": "Possibly dead Python function: go", "shortDescription": {"text": "Possibly dead Python function: go"}, "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-3449560fcbe89a54", "name": "Possibly dead Python function: do_register", "shortDescription": {"text": "Possibly dead Python function: do_register"}, "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-fe7a825c8162577a", "name": "Insecure pattern 'subprocess_shell_true' in skills/bbid/bbid.py:29", "shortDescription": {"text": "Insecure pattern 'subprocess_shell_true' in skills/bbid/bbid.py:29"}, "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-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-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 10 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 42 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-9d79c4077342a7d0", "name": "Runtime service client appears to use placeholder configuration", "shortDescription": {"text": "Runtime service client appears to use placeholder configuration"}, "fullDescription": {"text": "A runtime source file appears to wire Supabase/Firebase/AI/payment-style clients to placeholder URLs, keys, or fallback values. In the Fable corpus this often means the UI/API shape is present while the backend service is not actually configured."}, "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-d785c17821858dcb", "name": "22 env vars used in code but missing from .env.example", "shortDescription": {"text": "22 env vars used in code but missing from .env.example"}, "fullDescription": {"text": "Drift between code and config docs. The first few: `CASCADE_BIG_MODEL`, `CASCADE_DRAFT_MODEL`, `CASCADE_MAX_COST_USD`, `CASCADE_MAX_TOKENS`, `CASCADE_THRESHOLD`, `EMAIL_MAX_BODY_CHARS`, `FABLE_AUDIT_DIR`, `FABLE_AUDIT_RETENTION_DAYS` + 14 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break."}, "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:\nskills/swarm/swarm.py:load_key, skills/xmpp-agent-bridge/xmpp-agent-bridge.py:load_key, skills/cascade/cascade.py:load_key\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:\nskills/xmpp-send/xmpp-send.py:main, skills/xmpp-register/xmpp-register.py:main\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/18799"}, "properties": {"repository": "salus-ryan/opencodeprojects", "repoUrl": "https://github.com/salus-ryan/opencodeprojects", "branch": "main"}, "results": [{"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: salus-ryan/opencodeprojects"}, "properties": {"repobilityId": 355733, "scanner": "foundry_dataset", "fingerprint": "2df6d9a653808c2ca2189de23bab6b48ccd9f2e3eb9786fae38982889bb4a707", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback aligned with blueprint or architecture gaps", "intent": "Curriculum-gap examples connecting issue threads to helicopter-view gaps.", "labels": {"docs_or_claims": 1, "source_or_other": 2, "weak blueprint fit": 3, "api_integration_gap": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "ci_pending_or_incomplete": 1, "self_attested_unverified": 4, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 3, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 2}, "source": "graph_query_export", "motif_id": "blueprint_gap_alignment", "outcomes": {"self_attested_unverified": 8}, "polarity": "mixed", "query_id": "blueprint_gap_alignment", "severity": "medium", "ci_labels": {"ci_pending_or_incomplete": 4}, "synthetic": false, "edge_count": 44, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "comment_chain_has_ci": 2, "alignment_uses_comment": 3, "alignment_uses_finding": 3, "chain_has_link_quality": 7, "comment_aligns_finding": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 26, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "pr_file": 3, "alignment": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 7, "comment_chain": 2, "blueprint_finding": 3}, "query_type": "motif_query", "thread_key": "salus-ryan/opencodeprojects#1", "issue_number": "1", "quality_tiers": {"high_confidence": 3, "assumption_check": 3, "weak_supervision": 1}, "repo_full_name": "salus-ryan/opencodeprojects", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-bdb956e8527476d4", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 5, "source_or_other": 10}}, "text": "Graph query export: Human feedback aligned with blueprint or architecture gaps\nQuery id: blueprint_gap_alignment\nQuery type: motif_query\nIntent: Curriculum-gap examples connecting issue threads to helicopter-view gaps.\nMotif: blueprint_gap_alignment\nTraining usage: curriculum_gap\nGraph gold label: supported_by_high_confidence_link\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nEvidence:\nGraph motif: Human feedback aligns with blueprint or architecture gaps\nMotif id: blueprint_gap_alignment\nPolarity: mixed\nTraining usage: curriculum_gap\nSeverity: medium\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 26\nEdges: 44\nNode types: {'link_quality': 7, 'pr_file': 3, 'alignment': 3, 'blueprint_finding': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'commit': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 7, 'comment_chain_touches_file': 6, 'thread_touches_file': 3, 'issue_chain_touches_file': 3, 'alignment_uses_comment': 3, 'alignment_uses_finding': 3, 'comment_aligns_finding': 3, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'comment_chain_has_ci': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 4, 'blueprint_human_gap_alignment': 3, 'weak blueprint fit': 3, 'source_or_other': 2, 'self_attested_or_generated_fix_unverified': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'api_integration_gap': 1, 'docs_or_claims': 1, 'generated_provenance': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'self_attested_unverified': 8}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 3, 'weak_supervision': 1}\nCI labels: {'ci_pending_or_incomplete': 4}\nCurriculum targets:\n- Use helicopter-view architecture/schema/design evidence beside issue threads.\n- Teach models to compare requested product class against implementation layers.\nAssumption checks:\n- Which blueprint layer is absent: frontend, API, data, auth, tests, or deployment?\n- Does human feedback confirm the same architectural gap?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/salus-ryan/opencodeprojects", "source_id": "graph-query-motif_query-4c3ce309de3949fd", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/blueprint_gap_alignment/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "salus-ryan/opencodeprojects", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_test_ci_gap", "level": "error", "message": {"text": "Foundry mined test ci gap after feedback: salus-ryan/opencodeprojects"}, "properties": {"repobilityId": 340941, "scanner": "foundry_dataset", "fingerprint": "6a8c2563e825c6b4fc8c350ac35855f66260ac623bf462000d3a32044374d8bd", "category": "testing", "severity": "high", "confidence": 0.78, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Feedback exposes missing tests or CI", "intent": "Hard negatives for feedback/fix chains without adequate guardrails.", "labels": {"docs_or_claims": 1, "source_or_other": 2, "weak blueprint fit": 3, "api_integration_gap": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "ci_pending_or_incomplete": 1, "self_attested_unverified": 4, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 3, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 2}, "source": "graph_query_export", "motif_id": "test_ci_gap_after_feedback", "outcomes": {"self_attested_unverified": 8}, "polarity": "bad", "query_id": "test_ci_gap_after_feedback", "severity": "high", "ci_labels": {"ci_pending_or_incomplete": 4}, "synthetic": false, "edge_count": 44, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "comment_chain_has_ci": 2, "alignment_uses_comment": 3, "alignment_uses_finding": 3, "chain_has_link_quality": 7, "comment_aligns_finding": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 26, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "pr_file": 3, "alignment": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 7, "comment_chain": 2, "blueprint_finding": 3}, "query_type": "motif_query", "thread_key": "salus-ryan/opencodeprojects#1", "issue_number": "1", "quality_tiers": {"high_confidence": 3, "assumption_check": 3, "weak_supervision": 1}, "repo_full_name": "salus-ryan/opencodeprojects", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-623fd44cfa866bda", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 5, "source_or_other": 10}}, "text": "Graph query export: Feedback exposes missing tests or CI\nQuery id: test_ci_gap_after_feedback\nQuery type: motif_query\nIntent: Hard negatives for feedback/fix chains without adequate guardrails.\nMotif: test_ci_gap_after_feedback\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 26\nEdges: 44\nNode types: {'link_quality': 7, 'pr_file': 3, 'alignment': 3, 'blueprint_finding': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'commit': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 7, 'comment_chain_touches_file': 6, 'thread_touches_file': 3, 'issue_chain_touches_file': 3, 'alignment_uses_comment': 3, 'alignment_uses_finding': 3, 'comment_aligns_finding': 3, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'comment_chain_has_ci': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 4, 'blueprint_human_gap_alignment': 3, 'weak blueprint fit': 3, 'source_or_other': 2, 'self_attested_or_generated_fix_unverified': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'api_integration_gap': 1, 'docs_or_claims': 1, 'generated_provenance': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'self_attested_unverified': 8}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 3, 'weak_supervision': 1}\nCI labels: {'ci_pending_or_incomplete': 4}\nCurriculum targets:\n- Turn human feedback into regression tests and CI gates.\n- Penalize fixes that do not add or exercise verification for affected workflows.\nAssumption checks:\n- Did the fix add tests for the exact complaint?\n- Does CI run those tests, or is verification only implied?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/salus-ryan/opencodeprojects", "source_id": "graph-query-motif_query-b99db0bfa29cafe7", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/test_ci_gap_after_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "salus-ryan/opencodeprojects", "source_dataset": "graph_queries/test_ci_gap_after_feedback", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: salus-ryan/opencodeprojects"}, "properties": {"repobilityId": 322554, "scanner": "foundry_dataset", "fingerprint": "79a36d1df2343833d3b69aca2eca2ee7830a458b4cae7fea1fcb717cc7023b93", "category": "practices", "severity": "high", "confidence": 0.84, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "bad_chains", "synthetic": false, "thread_key": "salus-ryan/opencodeprojects#1", "human_labels": ["agent_instruction_gap", "api_integration_gap", "docs_or_claims", "source_or_other"], "issue_number": "1", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.842, "repo_full_name": "salus-ryan/opencodeprojects", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-ecdb83eb72cdb1a4", "helicopter_views": {}, "artifact_families": {"docs": 2}, "source_chain_kind": "issue_chain", "changed_file_count": 3, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {"docs_or_claims": 1, "source_or_other": 2}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 2, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 2, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nOutcome: self_attested_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 2\nLinked commit count: 2\nLinked CI commit count: 2\nLinked CI labels: {'ci_pending_or_incomplete': 2}\nChanged file count: 3\nLabels: {'agent_instruction_gap': 1, 'api_integration_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {'source_or_other': 2, 'docs_or_claims': 1}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-8f9088540795d6d3\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/salus-ryan/opencodeprojects/pull/1\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: salus-ryan/opencodeprojects\\nAuthor: elevate-foundry (User)\\nURL: https://github.com/salus-ryan/opencodeprojects/pull/1\\nTitle: Remove claude-fable-5 model alias, use claude-sonnet-4-5 directly\\nBody:\\nReplaces all references to the nonexistent claude-fable-5 model with claude-sonnet-4-5. Also changes the default model tier lookup from 'fable' to 'sonnet'.\"\n  },\n  {\n    \"id\": \"github-feedback-comment-8ea86f36e8c7b0f6\",\n    \"kind\": \"issue_comment\",\n    \"label\": \"api_integration_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/salus-ryan/opencodeprojects/pull/1#issuecomment-4697181071\",\n    \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: issue_comment\\nRepo: salus-ryan/opencodeprojects\\nAuthor: elevate-foundry (User)\\nURL: https://github.com/salus-ryan/opencodeprojects/pull/1#issuecomment-4697181071\\nTitle: \\nBody:\\nAnthropic was asked by US government to shut off Fable-5 API access to all foreign nationals.. and because they can't determine that, they shut it off for everybody (including me).\"\n  }\n]\nChanged files:\n[\n  {\n    \"id\": \"github-pr-file-file-8eae9b5ee089de05\",\n    \"filename\": \"bin/fable-audit\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 1,\n    \"deletions\": 1,\n    \"changes\": 2,\n    \"blob_url\": \"https://github.com/salus-ryan/opencodeprojects/blob/fa7434efc32cd6b865c91991ad7db3e23c7009ec/bin%2Ffable-audit\"\n  },\n  {\n    \"id\": \"github-pr-file-file-1b1958e84cad807c\",\n    \"filename\": \"bootstrap.sh\",\n    \"label\": \"source_or_other\",\n    \"status\": \"modified\",\n    \"additions\": 3,\n    \"deletions\": 3,\n    \"changes\": 6,\n    \"blob_url\": \"https://github.com/salus-ryan/opencodeprojects/blob/fa7434efc32cd6b865c91991ad7db3e23c7009ec/bootstrap.sh\"\n  },\n  {\n    \"id\": \"github-pr-file-file-be6938931a57dcc5\",\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/salus-ryan/opencodeprojects", "source_id": "comment-chain-pattern-bad_chains-6cfd67cc7f8a8394", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/bad_chains/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "salus-ryan/opencodeprojects", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_fake_real_gap", "level": "error", "message": {"text": "Foundry mined mock as real or placeholder: salus-ryan/opencodeprojects"}, "properties": {"repobilityId": 327099, "scanner": "foundry_dataset", "fingerprint": "9b314b8d3dff15af7155207b54a642f2202aafbde7b8588be962b5aef59a856c", "category": "practices", "severity": "critical", "confidence": 0.82, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Mock, sample, placeholder, or self-attested behavior treated as real", "intent": "Hard negatives for fake completeness and missing real data paths.", "labels": {"docs_or_claims": 1, "source_or_other": 2, "weak blueprint fit": 3, "api_integration_gap": 1, "generated_provenance": 1, "agent_instruction_gap": 1, "ci_pending_or_incomplete": 1, "self_attested_unverified": 4, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 3, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 2}, "source": "graph_query_export", "motif_id": "mock_as_real_or_placeholder", "outcomes": {"self_attested_unverified": 8}, "polarity": "bad", "query_id": "mock_as_real_or_placeholder", "severity": "critical", "ci_labels": {"ci_pending_or_incomplete": 4}, "synthetic": false, "edge_count": 44, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 3, "comment_chain_has_ci": 2, "alignment_uses_comment": 3, "alignment_uses_finding": 3, "chain_has_link_quality": 7, "comment_aligns_finding": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 3, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "comment_chain_touches_file": 6, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 26, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "pr_file": 3, "alignment": 3, "ci_summary": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 7, "comment_chain": 2, "blueprint_finding": 3}, "query_type": "motif_query", "thread_key": "salus-ryan/opencodeprojects#1", "issue_number": "1", "quality_tiers": {"high_confidence": 3, "assumption_check": 3, "weak_supervision": 1}, "repo_full_name": "salus-ryan/opencodeprojects", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-dd5db0ba904338d5", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {"docs_or_claims": 5, "source_or_other": 10}}, "text": "Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real\nQuery id: mock_as_real_or_placeholder\nQuery type: motif_query\nIntent: Hard negatives for fake completeness and missing real data paths.\nMotif: mock_as_real_or_placeholder\nTraining usage: hard_negative\nGraph gold label: supported_by_high_confidence_link\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nEvidence:\nGraph motif: Mock, sample, placeholder, or self-attested behavior treated as real\nMotif id: mock_as_real_or_placeholder\nPolarity: bad\nTraining usage: hard_negative\nSeverity: critical\nRepo: salus-ryan/opencodeprojects\nThread: salus-ryan/opencodeprojects#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: salus-ryan/opencodeprojects#1\nRepo: salus-ryan/opencodeprojects\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 26\nEdges: 44\nNode types: {'link_quality': 7, 'pr_file': 3, 'alignment': 3, 'blueprint_finding': 3, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'commit': 1, 'ci_summary': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 7, 'comment_chain_touches_file': 6, 'thread_touches_file': 3, 'issue_chain_touches_file': 3, 'alignment_uses_comment': 3, 'alignment_uses_finding': 3, 'comment_aligns_finding': 3, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'comment_chain_has_ci': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1}\nLabels: {'self_attested_unverified': 4, 'blueprint_human_gap_alignment': 3, 'weak blueprint fit': 3, 'source_or_other': 2, 'self_attested_or_generated_fix_unverified': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'agent_instruction_gap': 1, 'api_integration_gap': 1, 'docs_or_claims': 1, 'generated_provenance': 1, 'ci_pending_or_incomplete': 1}\nOutcomes: {'self_attested_unverified': 8}\nQuality tiers: {'high_confidence': 3, 'assumption_check': 3, 'weak_supervision': 1}\nCI labels: {'ci_pending_or_incomplete': 4}\nCurriculum targets:\n- Train real-data plumbing and mock-removal tasks from source to UI.\n- Use as hard negatives for dashboards or apps claiming real runs without provenance.\nAssumption checks:\n- Is user-visible behavior backed by real storage/API/CI artifacts?\n- Are placeholders, sample data, or generated claims still in a production path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/salus-ryan/opencodeprojects", "source_id": "graph-query-motif_query-0eed896f85322757", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/mock_as_real_or_placeholder/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "salus-ryan/opencodeprojects", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "scanner-74f475e5aead804d", "level": "note", "message": {"text": "Possibly dead Python function: log_message"}, "properties": {"repobilityId": "965f3150b4af5b2e", "scanner": "scanner-primary", "fingerprint": "74f475e5aead804d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/key-prompt-server.py:143"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-17ff75949fc5b293", "level": "note", "message": {"text": "Possibly dead Python function: do_GET"}, "properties": {"repobilityId": "2d943bb45e4f13bd", "scanner": "scanner-primary", "fingerprint": "17ff75949fc5b293", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/key-prompt-server.py:146"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b7495b09050eaf82", "level": "note", "message": {"text": "Possibly dead Python function: do_POST"}, "properties": {"repobilityId": "53357410ca9379a9", "scanner": "scanner-primary", "fingerprint": "b7495b09050eaf82", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/key-prompt-server.py:154"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b51721895e5aa1ce", "level": "note", "message": {"text": "Possibly dead Python function: log_message"}, "properties": {"repobilityId": "965f3150b4af5b2e", "scanner": "scanner-primary", "fingerprint": "b51721895e5aa1ce", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "proxy/audit_proxy.py:348"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-0db3c4c103b1a67d", "level": "note", "message": {"text": "Possibly dead Python function: do_GET"}, "properties": {"repobilityId": "2d943bb45e4f13bd", "scanner": "scanner-primary", "fingerprint": "0db3c4c103b1a67d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "proxy/audit_proxy.py:377"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-41c78955b2fef325", "level": "note", "message": {"text": "Possibly dead Python function: do_POST"}, "properties": {"repobilityId": "53357410ca9379a9", "scanner": "scanner-primary", "fingerprint": "41c78955b2fef325", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "proxy/audit_proxy.py:396"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-51b636e5e4f9401f", "level": "note", "message": {"text": "Possibly dead Python function: do_PUT"}, "properties": {"repobilityId": "f9a37cbbb16037bf", "scanner": "scanner-primary", "fingerprint": "51b636e5e4f9401f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "proxy/audit_proxy.py:425"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-aad6243c51b626f0", "level": "note", "message": {"text": "Possibly dead Python function: do_DELETE"}, "properties": {"repobilityId": "f3eb582f191adaea", "scanner": "scanner-primary", "fingerprint": "aad6243c51b626f0", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "proxy/audit_proxy.py:428"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3322bb86f1b216b7", "level": "note", "message": {"text": "Possibly dead Python function: rotation_loop"}, "properties": {"repobilityId": "6df46952f7f845cb", "scanner": "scanner-primary", "fingerprint": "3322bb86f1b216b7", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "proxy/audit_proxy.py:517"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-74248d1236c213f1", "level": "note", "message": {"text": "Possibly dead Python function: go"}, "properties": {"repobilityId": "4b0bb0f4d33f4075", "scanner": "scanner-primary", "fingerprint": "74248d1236c213f1", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "skills/xmpp-send/xmpp-send.py:20"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3449560fcbe89a54", "level": "note", "message": {"text": "Possibly dead Python function: do_register"}, "properties": {"repobilityId": "a790b6475abfbac8", "scanner": "scanner-primary", "fingerprint": "3449560fcbe89a54", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "skills/xmpp-register/xmpp-register.py:17"}, "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-fe7a825c8162577a", "level": "warning", "message": {"text": "Insecure pattern 'subprocess_shell_true' in skills/bbid/bbid.py:29"}, "properties": {"repobilityId": "bfde7e2b0be0eae1", "scanner": "scanner-primary", "fingerprint": "fe7a825c8162577a", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["owasp", "subprocess_shell_true"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "skills/bbid/bbid.py"}, "region": {"startLine": 29}}}]}, {"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-6893a6c8b0861585", "level": "warning", "message": {"text": "Very low test-to-source ratio"}, "properties": {"repobilityId": "54a7de3f06314bf0", "scanner": "scanner-primary", "fingerprint": "6893a6c8b0861585", "layer": "quality", "severity": 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