{"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: sailingnaturali/naturali-agents", "shortDescription": {"text": "Foundry mined blueprint gap alignment: sailingnaturali/naturali-agents"}, "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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 16\nEdges: 22\nNode types: {'link_quality': 5, 'comment'"}, "properties": {"scanner": "foundry_dataset", "category": "tech_debt", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_schema_ui_api_gap", "name": "Foundry mined schema ui api mismatch: sailingnaturali/naturali-agents", "shortDescription": {"text": "Foundry mined schema ui api mismatch: sailingnaturali/naturali-agents"}, "fullDescription": {"text": "Graph query export: Schema, UI, and API mismatch\nQuery id: schema_ui_api_mismatch\nQuery type: motif_query\nIntent: Assumption-check examples for data-path consistency across layers.\nMotif: schema_ui_api_mismatch\nTraining usage: assumption_check\nGraph gold label: supported_by_high_confidence_link\nRepo: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nEvidence:\nGraph motif: Schema, UI, and API evidence do not line up\nMotif id: schema_ui_api_mismatch\nPolarity: bad\nTraining usage: assumption_check\nSeverity: high\nRepo: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 16\nEdges: 22\nNode types: {'link_quality': 5, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'comm"}, "properties": {"scanner": "foundry_dataset", "category": "quality", "severity": "high", "confidence": 0.76, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: sailingnaturali/naturali-agents", "shortDescription": {"text": "Foundry mined bad chains: sailingnaturali/naturali-agents"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#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: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 2\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'data_schema_persistence': 1, 'agent_instruction_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-43cf16fb41467fc6\",\n    \"kind\": \"issue_body\",\n    \"label\": \"data_schema_persistence\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/sailingnatur"}, "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: sailingnaturali/naturali-agents", "shortDescription": {"text": "Foundry mined mock as real or placeholder: sailingnaturali/naturali-agents"}, "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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 16\nEdges: 22\nNode types: {'link"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "critical", "confidence": 0.82, "cwe": "", "owasp": ""}}, {"id": "scanner-dd29448194232bc3", "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-f04558881c6c17e8", "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-32c8c7acf5c936e6", "name": "Possibly dead Python function: publish_say", "shortDescription": {"text": "Possibly dead Python function: publish_say"}, "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-ec67ce2b18037984", "name": "Possibly dead Python function: run_briefing", "shortDescription": {"text": "Possibly dead Python function: run_briefing"}, "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-18905302e76b5696", "name": "Possibly dead Python function: sdk_client_factory", "shortDescription": {"text": "Possibly dead Python function: sdk_client_factory"}, "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-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 61 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 21 placeholder/mock markers across 5 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-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-5cc64f6f89afcc4b", "name": "Commented-code block (5 lines) in tests/test_dispatch.py:19", "shortDescription": {"text": "Commented-code block (5 lines) in tests/test_dispatch.py:19"}, "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-c1f9374c3e967e34", "name": "Commented-code block (5 lines) in bridges/mqtt_to_hermes.py:309", "shortDescription": {"text": "Commented-code block (5 lines) in bridges/mqtt_to_hermes.py:309"}, "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-5df7a60533df050f", "name": "Network/subprocess call without timeout or try/except \u2014 bridges/mqtt_to_hermes.py:186", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 bridges/mqtt_to_hermes.py:186"}, "fullDescription": {"text": "`subprocess.Popen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-909e4c1cf5a1eb95", "name": "Network/subprocess call without timeout or try/except \u2014 dev/acp_spike.py:22", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 dev/acp_spike.py:22"}, "fullDescription": {"text": "`subprocess.Popen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-36b2b5253536c61e", "name": "Commented-code block (5 lines) in poseidon/engine.py:120", "shortDescription": {"text": "Commented-code block (5 lines) in poseidon/engine.py:120"}, "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-65df07ab4020db79", "name": "18 env vars used in code but missing from .env.example", "shortDescription": {"text": "18 env vars used in code but missing from .env.example"}, "fullDescription": {"text": "Drift between code and config docs. The first few: `ACP_SLEEP_BETWEEN`, `ALARM_MODEL`, `HA_SSH_HOST`, `HOUSE_BANK_AH`, `LOGBOOK_SK_TOKEN`, `MQTT_CLIENT_ID`, `NMEA_LOG`, `NMEA_RATE` + 10 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-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:\nbridges/mqtt_to_hermes.py:build_record, poseidon/timing.py:build_record\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/18770"}, "properties": {"repository": "sailingnaturali/naturali-agents", "repoUrl": "https://github.com/sailingnaturali/naturali-agents", "branch": "main"}, "results": [{"ruleId": "foundry_blueprint_gap", "level": "warning", "message": {"text": "Foundry mined blueprint gap alignment: sailingnaturali/naturali-agents"}, "properties": {"repobilityId": 355731, "scanner": "foundry_dataset", "fingerprint": "fadfce0fb61cf762067209cbeed0659d830926e1665dd56cd446152408c558f1", "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": {"generated_provenance": 1, "agent_instruction_gap": 1, "partial blueprint fit": 1, "data_schema_persistence": 1, "self_attested_unverified": 4, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 1, "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": {}, "synthetic": false, "edge_count": 22, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "alignment_uses_comment": 1, "alignment_uses_finding": 1, "chain_has_link_quality": 5, "comment_aligns_finding": 1, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 16, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "alignment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 2, "blueprint_finding": 1}, "query_type": "motif_query", "thread_key": "sailingnaturali/naturali-agents#1", "issue_number": "1", "quality_tiers": {"high_confidence": 4, "assumption_check": 1}, "repo_full_name": "sailingnaturali/naturali-agents", "training_usage": "curriculum_gap", "source_motif_id": "graph-pattern-motif-thread-e155c368377363b8", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {}}, "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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 16\nEdges: 22\nNode types: {'link_quality': 5, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_finding': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1, 'alignment_uses_comment': 1, 'alignment_uses_finding': 1, 'comment_aligns_finding': 1}\nLabels: {'self_attested_unverified': 4, 'self_attested_or_generated_fix_unverified': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'agent_instruction_gap': 1, 'generated_provenance': 1, 'blueprint_human_gap_alignment': 1, 'partial blueprint fit': 1}\nOutcomes: {'self_attested_unverified': 8}\nQuality tiers: {'high_confidence': 4, 'assumption_check': 1}\nCI labels: {}\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/sailingnaturali/naturali-agents", "source_id": "graph-query-motif_query-c23b9c7127ce5a7e", "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": "sailingnaturali/naturali-agents", "source_dataset": "graph_queries/blueprint_gap_alignment", "training_usage": "curriculum_gap"}}}, {"ruleId": "foundry_schema_ui_api_gap", "level": "error", "message": {"text": "Foundry mined schema ui api mismatch: sailingnaturali/naturali-agents"}, "properties": {"repobilityId": 330919, "scanner": "foundry_dataset", "fingerprint": "fc4fd80577a9a1dd677e2d15c04060021539ca72f002dab555565e4aaea4118e", "category": "quality", "severity": "high", "confidence": 0.76, "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": "Schema, UI, and API mismatch", "intent": "Assumption-check examples for data-path consistency across layers.", "labels": {"generated_provenance": 1, "agent_instruction_gap": 1, "partial blueprint fit": 1, "data_schema_persistence": 1, "self_attested_unverified": 4, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 1, "thread_has_human_issue_and_fix_context": 2, "self_attested_or_generated_fix_unverified": 2}, "source": "graph_query_export", "motif_id": "schema_ui_api_mismatch", "outcomes": {"self_attested_unverified": 8}, "polarity": "bad", "query_id": "schema_ui_api_mismatch", "severity": "high", "ci_labels": {}, "synthetic": false, "edge_count": 22, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "alignment_uses_comment": 1, "alignment_uses_finding": 1, "chain_has_link_quality": 5, "comment_aligns_finding": 1, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 16, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "alignment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 2, "blueprint_finding": 1}, "query_type": "motif_query", "thread_key": "sailingnaturali/naturali-agents#1", "issue_number": "1", "quality_tiers": {"high_confidence": 4, "assumption_check": 1}, "repo_full_name": "sailingnaturali/naturali-agents", "training_usage": "assumption_check", "source_motif_id": "graph-pattern-motif-thread-596dc06e51dbf366", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {}}, "text": "Graph query export: Schema, UI, and API mismatch\nQuery id: schema_ui_api_mismatch\nQuery type: motif_query\nIntent: Assumption-check examples for data-path consistency across layers.\nMotif: schema_ui_api_mismatch\nTraining usage: assumption_check\nGraph gold label: supported_by_high_confidence_link\nRepo: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nEvidence:\nGraph motif: Schema, UI, and API evidence do not line up\nMotif id: schema_ui_api_mismatch\nPolarity: bad\nTraining usage: assumption_check\nSeverity: high\nRepo: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 16\nEdges: 22\nNode types: {'link_quality': 5, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_finding': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1, 'alignment_uses_comment': 1, 'alignment_uses_finding': 1, 'comment_aligns_finding': 1}\nLabels: {'self_attested_unverified': 4, 'self_attested_or_generated_fix_unverified': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'agent_instruction_gap': 1, 'generated_provenance': 1, 'blueprint_human_gap_alignment': 1, 'partial blueprint fit': 1}\nOutcomes: {'self_attested_unverified': 8}\nQuality tiers: {'high_confidence': 4, 'assumption_check': 1}\nCI labels: {}\nCurriculum targets:\n- Create schema-to-API-to-UI consistency tasks with migrations and tests.\n- Teach models to verify persistence, route contracts, and UI state together.\nAssumption checks:\n- Do schema changes have matching API and UI handling?\n- Are migrations and tests present for the data path?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/sailingnaturali/naturali-agents", "source_id": "graph-query-motif_query-2fd3094519e944a8", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/schema_ui_api_mismatch/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "sailingnaturali/naturali-agents", "source_dataset": "graph_queries/schema_ui_api_mismatch", "training_usage": "assumption_check"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: sailingnaturali/naturali-agents"}, "properties": {"repobilityId": 322548, "scanner": "foundry_dataset", "fingerprint": "ef299f8f7f70da66ac8356ab7b3552e2ad4d7dce08e079b6f9a744b8c6d5f53e", "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": "sailingnaturali/naturali-agents#1", "human_labels": ["agent_instruction_gap", "data_schema_persistence"], "issue_number": "1", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "self_attested_unverified", "source_backed": true, "max_confidence": 0.95, "repo_full_name": "sailingnaturali/naturali-agents", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-3ced99bad90c5aed", "helicopter_views": {}, "artifact_families": {"docs": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 2, "helicopter_view_count": 0, "source_artifact_count": 1, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: bad_chains\nRepo: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#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: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nThread label: thread_has_human_issue_and_fix_context\nOutcome: self_attested_unverified\nComment count: 2\nLinked commit count: 2\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'data_schema_persistence': 1, 'agent_instruction_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-43cf16fb41467fc6\",\n    \"kind\": \"issue_body\",\n    \"label\": \"data_schema_persistence\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/sailingnaturali/naturali-agents/issues/1\",\n    \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: issue_body\\nRepo: sailingnaturali/naturali-agents\\nAuthor: clarkbw (User)\\nURL: https://github.com/sailingnaturali/naturali-agents/issues/1\\nTitle: Rename ~/.naturali/logbook.db to briefings.db \u2014 it's briefing.py's store, not the logbook\\nBody:\\nSince logbook-mcp 0.2.0 the ship's log lives in signalk-logbook on the Pi. The SQLite file at ~/.naturali/logbook.db now serves only briefing.py: the daily-briefing markdown archive (marked_moments) and tank_readings history. Rename file + env (LOGBOOK_DB_PATH \u2192 BRIEFING_DB_PATH), update the mqtt-bridge launchd env if it sets it, and drop the misleading name. Low urgency; everything works as-is.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n  },\n  {\n    \"id\": \"github-feedback-comment-b8e7bb44169b2d50\",\n    \"kind\": \"issue_comment\",\n    \"label\": \"agent_instruction_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/sailingnaturali/naturali-agents/issues/1#issuecomment-4644888487\",\n    \"text\": \"GitHub feedback: agent_instruction_gap\\nPolarity: bad\\nKind: issue_comment\\nRepo: sailingnaturali/naturali-agents\\nAuthor: clarkbw (User)\\nURL: https://github.com/sailingnaturali/naturali-agents/issues/1#issuecomment-4644888487\\nTitle: \\nBody:\\n@claude is this still relevant?\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-7b63cc0a04727652\", \"evidence-chain-comment_to_commit-40f28464dbcc7b2f\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: sailingnaturali/naturali-agents\nGraph label: source_artifact_without_verification_graph\nNodes: 5\nEdges: 6\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 1, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 1, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 1, \"repo_has_\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/sailingnaturali/naturali-agents", "source_id": "comment-chain-pattern-bad_chains-1e5a8a485ab2beb7", "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": "sailingnaturali/naturali-agents", "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: sailingnaturali/naturali-agents"}, "properties": {"repobilityId": 327096, "scanner": "foundry_dataset", "fingerprint": "6b10f418cc2d3c490127c4e9b06659d2de0346b24769a31b2db613b18ab147ab", "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": {"generated_provenance": 1, "agent_instruction_gap": 1, "partial blueprint fit": 1, "data_schema_persistence": 1, "self_attested_unverified": 4, "issue_or_pull_request_thread": 1, "blueprint_human_gap_alignment": 1, "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": {}, "synthetic": false, "edge_count": 22, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "alignment_uses_comment": 1, "alignment_uses_finding": 1, "chain_has_link_quality": 5, "comment_aligns_finding": 1, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 2, "comment_chain_links_commit": 2, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 16, "node_types": {"repo": 1, "commit": 1, "thread": 1, "comment": 2, "alignment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 2, "blueprint_finding": 1}, "query_type": "motif_query", "thread_key": "sailingnaturali/naturali-agents#1", "issue_number": "1", "quality_tiers": {"high_confidence": 4, "assumption_check": 1}, "repo_full_name": "sailingnaturali/naturali-agents", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-f8ae70bd9391a994", "graph_gold_label": "supported_by_high_confidence_link", "changed_file_labels": {}}, "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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#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: sailingnaturali/naturali-agents\nThread: sailingnaturali/naturali-agents#1\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: sailingnaturali/naturali-agents#1\nRepo: sailingnaturali/naturali-agents\nIssue/PR number: 1\nGraph consistency label: supported_by_high_confidence_link\nNodes: 16\nEdges: 22\nNode types: {'link_quality': 5, 'comment': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'commit': 1, 'issue_chain': 1, 'fix_outcome': 1, 'alignment': 1, 'blueprint_finding': 1}\nEdge types: {'chain_has_link_quality': 5, 'thread_has_comment': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'comment_chain_links_commit': 2, 'issue_chain_has_comment_chain': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1, 'alignment_uses_comment': 1, 'alignment_uses_finding': 1, 'comment_aligns_finding': 1}\nLabels: {'self_attested_unverified': 4, 'self_attested_or_generated_fix_unverified': 2, 'thread_has_human_issue_and_fix_context': 2, 'issue_or_pull_request_thread': 1, 'data_schema_persistence': 1, 'agent_instruction_gap': 1, 'generated_provenance': 1, 'blueprint_human_gap_alignment': 1, 'partial blueprint fit': 1}\nOutcomes: {'self_attested_unverified': 8}\nQuality tiers: {'high_confidence': 4, 'assumption_check': 1}\nCI labels: {}\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/sailingnaturali/naturali-agents", "source_id": "graph-query-motif_query-71c35c993e15b273", "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": "sailingnaturali/naturali-agents", "source_dataset": "graph_queries/mock_as_real_or_placeholder", "training_usage": "hard_negative"}}}, {"ruleId": "scanner-dd29448194232bc3", "level": "note", "message": {"text": "Possibly dead Python function: do_GET"}, "properties": {"repobilityId": "2d943bb45e4f13bd", "scanner": "scanner-primary", "fingerprint": "dd29448194232bc3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dev/mock-signalk.py:96"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-f04558881c6c17e8", "level": "note", "message": {"text": "Possibly dead Python function: log_message"}, "properties": {"repobilityId": "965f3150b4af5b2e", "scanner": "scanner-primary", "fingerprint": "f04558881c6c17e8", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "dev/mock-signalk.py:168"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-32c8c7acf5c936e6", "level": "note", "message": {"text": "Possibly dead Python function: publish_say"}, "properties": {"repobilityId": "3e7f888a3ae77f0a", "scanner": "scanner-primary", "fingerprint": "32c8c7acf5c936e6", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "poseidon/daemon.py:83"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ec67ce2b18037984", "level": "note", "message": {"text": "Possibly dead Python function: run_briefing"}, "properties": {"repobilityId": "6f774929b7304499", "scanner": "scanner-primary", "fingerprint": "ec67ce2b18037984", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "poseidon/daemon.py:106"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-18905302e76b5696", "level": "note", "message": {"text": "Possibly dead Python function: sdk_client_factory"}, "properties": {"repobilityId": "ea11ce5b36e696cb", "scanner": "scanner-primary", "fingerprint": "18905302e76b5696", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "poseidon/engine.py:154"}, "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-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "46ed3f71cb317073", "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": "c3c18d46a2187908", "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": "16232592a40e5cf9", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "cfa99226cc9cc29d", "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": "21ca2293407c4189", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-5cc64f6f89afcc4b", "level": "none", "message": {"text": "Commented-code block (5 lines) in tests/test_dispatch.py:19"}, "properties": {"repobilityId": "39e6ced1aef5275d", "scanner": "scanner-primary", "fingerprint": "5cc64f6f89afcc4b", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-c1f9374c3e967e34", "level": "none", "message": {"text": "Commented-code block (5 lines) in bridges/mqtt_to_hermes.py:309"}, "properties": {"repobilityId": "42caafbecd6fb0b3", "scanner": "scanner-primary", "fingerprint": "c1f9374c3e967e34", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-5df7a60533df050f", "level": "warning", "message": {"text": "Network/subprocess call without timeout or try/except \u2014 bridges/mqtt_to_hermes.py:186"}, "properties": {"repobilityId": "9b401ad4f8b3b289", "scanner": "scanner-primary", "fingerprint": "5df7a60533df050f", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "fragile-runtime", "robustness"]}}, {"ruleId": "scanner-909e4c1cf5a1eb95", "level": "warning", "message": {"text": "Network/subprocess call without timeout or try/except \u2014 dev/acp_spike.py:22"}, "properties": {"repobilityId": "a003a9272e10b825", "scanner": "scanner-primary", "fingerprint": "909e4c1cf5a1eb95", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "fragile-runtime", "robustness"]}}, {"ruleId": "scanner-36b2b5253536c61e", "level": "none", "message": {"text": "Commented-code block (5 lines) in poseidon/engine.py:120"}, "properties": {"repobilityId": "72d6541ddb1ef172", "scanner": "scanner-primary", "fingerprint": "36b2b5253536c61e", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-65df07ab4020db79", "level": "note", "message": {"text": "18 env vars used in code but missing from .env.example"}, "properties": {"repobilityId": "5e334d56f52c02e1", "scanner": "scanner-primary", "fingerprint": "65df07ab4020db79", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "config-drift"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "6798711920b26688", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "f715d05fe57e445f", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "2ab7552072d81daa", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "7f7f153d62e2a989", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}