{"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_unresolved_feedback", "name": "Foundry mined unresolved feedback: LyndenCooke/my-phonics", "shortDescription": {"text": "Foundry mined unresolved feedback: LyndenCooke/my-phonics"}, "fullDescription": {"text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: supported_by_verification_signal\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#58\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#58\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: LyndenCooke/my-phonics#58\nRepo: LyndenCooke/my-phonics\nIssue/PR number: 58\nGraph consistency label: supported_by_verification_signal\nNodes: 70\nEdges: 152\nNode types: {'pr_file': 46, 'link_quality': 7, 'comment_chain': 5, 'comment': 4, 'commit': 3, 'th"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: LyndenCooke/my-phonics", "shortDescription": {"text": "Foundry mined assumption checks: LyndenCooke/my-phonics"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#9\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: LyndenCooke/my-phonics#9\nRepo: LyndenCooke/my-phonics\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 5\nLinked commit count: 15\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'ui_workflow_gap': 3, 'deployment_env_gap': 1, 'security_auth_secret': 1}\nPolarities: {'bad': 5}\nChanged file labels: {}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-1100d6e4cb022d7e\",\n \"kind\": \"pull_request_body\",\n \"label\": \"ui_workflow_gap\",\n \""}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.62, "cwe": "", "owasp": ""}}, {"id": "foundry_test_ci_gap", "name": "Foundry mined test ci gap after feedback: LyndenCooke/my-phonics", "shortDescription": {"text": "Foundry mined test ci gap after feedback: LyndenCooke/my-phonics"}, "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: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#56\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: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#56\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: LyndenCooke/my-phonics#56\nRepo: LyndenCooke/my-phonics\nIssue/PR number: 56\nGraph consistency label: supported_by_high_confidence_link\nNodes: 16\nEdges: 27\nNode types: {'link_quality': 4, 'comment': 2, 'pr_file': 2, 'comment_chain': 2, 'commit': 2, 'thread': 1, 'repo': 1"}, "properties": {"scanner": "foundry_dataset", "category": "testing", "severity": "high", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_schema_ui_api_gap", "name": "Foundry mined schema ui api mismatch: LyndenCooke/my-phonics", "shortDescription": {"text": "Foundry mined schema ui api mismatch: LyndenCooke/my-phonics"}, "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_verification_signal\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#8\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: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#8\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: LyndenCooke/my-phonics#8\nRepo: LyndenCooke/my-phonics\nIssue/PR number: 8\nGraph consistency label: supported_by_verification_signal\nNodes: 25\nEdges: 40\nNode types: {'commit': 7, 'link_quality': 6, 'comment': 4, 'comment_chain': 4, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {"}, "properties": {"scanner": "foundry_dataset", "category": "quality", "severity": "high", "confidence": 0.76, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: LyndenCooke/my-phonics", "shortDescription": {"text": "Foundry mined bad chains: LyndenCooke/my-phonics"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#58\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: LyndenCooke/my-phonics#58\nRepo: LyndenCooke/my-phonics\nThread label: thread_has_human_issue_and_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 5\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 46\nLabels: {'data_schema_persistence': 1, 'deployment_env_gap': 1, 'human_feedback_general': 2, 'api_integration_gap': 1}\nPolarities: {'bad': 3, 'neutral': 2}\nChanged file labels: {'source_or_other': 43, 'test_or_ci': 1, 'ui_or_frontend': 2}\nExamples:\n[\n {\n \"id\": \"github-"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "high", "confidence": 0.84, "cwe": "", "owasp": ""}}, {"id": "foundry_auth_guardrail_gap", "name": "Foundry mined security auth guardrail gaps: LyndenCooke/my-phonics", "shortDescription": {"text": "Foundry mined security auth guardrail gaps: LyndenCooke/my-phonics"}, "fullDescription": {"text": "Graph query export: Security/auth changes without enough guardrails\nQuery id: security_auth_guardrail_gaps\nQuery type: motif_query\nIntent: Assumption-check security/auth examples requiring stronger tests or CI.\nMotif: security_auth_without_guardrails\nTraining usage: assumption_check\nGraph gold label: supported_by_verification_signal\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#9\nEvidence:\nGraph motif: Security/auth change without enough guardrails\nMotif id: security_auth_without_guardrails\nPolarity: bad\nTraining usage: assumption_check\nSeverity: critical\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#9\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: LyndenCooke/my-phonics#9\nRepo: LyndenCooke/my-phonics\nIssue/PR number: 9\nGraph consistency label: supported_by_verification_signal\nNodes: 27\nEdges: 46\nNode types: {'link_quality': 7, 'commit': 6, 'comment': 5, 'comment_chain': 5, 'thread': 1, 're"}, "properties": {"scanner": "foundry_dataset", "category": "auth", "severity": "critical", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_fake_real_gap", "name": "Foundry mined mock as real or placeholder: LyndenCooke/my-phonics", "shortDescription": {"text": "Foundry mined mock as real or placeholder: LyndenCooke/my-phonics"}, "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: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#50\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: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#50\nGraph gold label: supported_by_high_confidence_link\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: LyndenCooke/my-phonics#50\nRepo: LyndenCooke/my-phonics\nIssue/PR number: 50\nGraph consistency label: supported_by_high_confidence_link\nNodes: 17\nEdges: 25\nNode types: {'commit': 4, 'link_quality': 4, 'comment': 2, 'comment_"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "critical", "confidence": 0.82, "cwe": "", "owasp": ""}}, {"id": "scanner-32f313f9d8740d31", "name": "Possibly dead Python function: feed_reading_age", "shortDescription": {"text": "Possibly dead Python function: feed_reading_age"}, "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-665c584782490959", "name": "Possibly dead Python function: feed_read_like_british", "shortDescription": {"text": "Possibly dead Python function: feed_read_like_british"}, "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-dc3e57238924d1a1", "name": "Possibly dead Python function: feed_critical_window", "shortDescription": {"text": "Possibly dead Python function: feed_critical_window"}, "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-1f662024350793f8", "name": "Possibly dead Python function: feed_ten_minutes", "shortDescription": {"text": "Possibly dead Python function: feed_ten_minutes"}, "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-00da0e35bbcfe6c0", "name": "Possibly dead Python function: feed_british_teacher", "shortDescription": {"text": "Possibly dead Python function: feed_british_teacher"}, "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-9177d3473e4fdb1f", "name": "Possibly dead Python function: feed_social_proof", "shortDescription": {"text": "Possibly dead Python function: feed_social_proof"}, "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-d55ec27c22ccdc4b", "name": "Possibly dead Python function: feed_reading_purpose", "shortDescription": {"text": "Possibly dead Python function: feed_reading_purpose"}, "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-0065024a25f5c52b", "name": "Possibly dead Python function: meta_dont_guess", "shortDescription": {"text": "Possibly dead Python function: meta_dont_guess"}, "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-db11eb45ce0d73d9", "name": "Possibly dead Python function: meta_confident_reader", "shortDescription": {"text": "Possibly dead Python function: meta_confident_reader"}, "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-33158d7aa85f9446", "name": "Possibly dead Python function: meta_expat_reading", "shortDescription": {"text": "Possibly dead Python function: meta_expat_reading"}, "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-55484f5cb6b3b958", "name": "Possibly dead Python function: meta_ten_min_ad", "shortDescription": {"text": "Possibly dead Python function: meta_ten_min_ad"}, "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-ec76490081cf2bd8", "name": "Possibly dead Python function: story_expat_fear", "shortDescription": {"text": "Possibly dead Python function: story_expat_fear"}, "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-76374e9f9dce59ff", "name": "Possibly dead Python function: story_six_months", "shortDescription": {"text": "Possibly dead Python function: story_six_months"}, "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-1d1829263f6ee82f", "name": "Possibly dead Python function: story_assessment_cta", "shortDescription": {"text": "Possibly dead Python function: story_assessment_cta"}, "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-faf8721ac75a950a", "name": "Possibly dead Python function: fb_start_right", "shortDescription": {"text": "Possibly dead Python function: fb_start_right"}, "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-bb090231d59d7352", "name": "Possibly dead Python function: fb_gap_widens", "shortDescription": {"text": "Possibly dead Python function: fb_gap_widens"}, "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-eadfe62c766e8bcf", "name": "Possibly dead Python function: fb_reading_purpose", "shortDescription": {"text": "Possibly dead Python function: fb_reading_purpose"}, "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-3b7ac7aa50082a5b", "name": "Possibly dead Python function: feed_reading_age", "shortDescription": {"text": "Possibly dead Python function: feed_reading_age"}, "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-655e33739186c666", "name": "Possibly dead Python function: feed_read_like_british", "shortDescription": {"text": "Possibly dead Python function: feed_read_like_british"}, "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-c99d75d27d4402c8", "name": "Possibly dead Python function: feed_critical_window", "shortDescription": {"text": "Possibly dead Python function: feed_critical_window"}, "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-e573948ee5d8529f", "name": "Possibly dead Python function: feed_ten_minutes", "shortDescription": {"text": "Possibly dead Python function: feed_ten_minutes"}, "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-ee6dc3b8e13781fd", "name": "Possibly dead Python function: feed_british_teacher", "shortDescription": {"text": "Possibly dead Python function: feed_british_teacher"}, "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-ce048f65e54a7db3", "name": "Possibly dead Python function: feed_social_proof", "shortDescription": {"text": "Possibly dead Python function: feed_social_proof"}, "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-72f04f3d3f0ff3b5", "name": "Possibly dead Python function: feed_reading_purpose", "shortDescription": {"text": "Possibly dead Python function: feed_reading_purpose"}, "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-101eaf4058d2cf5e", "name": "Possibly dead Python function: meta_dont_guess", "shortDescription": {"text": "Possibly dead Python function: meta_dont_guess"}, "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-6d0e4a810bcbe008", "name": "Possibly dead Python function: story_expat_fear", "shortDescription": {"text": "Possibly dead Python function: story_expat_fear"}, "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-f18cceeca7717a64", "name": "Possibly dead Python function: story_six_months", "shortDescription": {"text": "Possibly dead Python function: story_six_months"}, "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-cc1f6c1785dd9ff5", "name": "Possibly dead Python function: story_assessment_cta", "shortDescription": {"text": "Possibly dead Python function: story_assessment_cta"}, "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-13ee946c98e4ea12", "name": "Possibly dead Python function: fb_start_right", "shortDescription": {"text": "Possibly dead Python function: fb_start_right"}, "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-b2e7be9f875b6807", "name": "Possibly dead Python function: fb_gap_widens", "shortDescription": {"text": "Possibly dead Python function: fb_gap_widens"}, "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-506be2b95088f5d3", "name": "git log failed \u2014 history analysis incomplete", "shortDescription": {"text": "git log failed \u2014 history analysis incomplete"}, "fullDescription": {"text": "fatal: not a git repository (or any parent up to mount point /data)\nStopping at filesystem boundary (GIT_DISCOVERY_ACROSS_FILESYSTEM not set)."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "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-7176e5d95d18d844", "name": "Runtime dotenv file present in repo: .env", "shortDescription": {"text": "Runtime dotenv file present in repo: .env"}, "fullDescription": {"text": "`.env` looks like a runtime dotenv file. It contains secret-looking assignments for VITE_SUPABASE_PUBLISHABLE_KEY. Move real values to a secret manager and keep only `.env.example` style templates in source control."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "critical", "confidence": 1.0}}, {"id": "scanner-b5d0de7b20e1719d", "name": "Possible secret in generate_sentence_audio.mjs", "shortDescription": {"text": "Possible secret in generate_sentence_audio.mjs"}, "fullDescription": {"text": "Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "critical", "confidence": 1.0}}, {"id": "scanner-950511db5ecacd8c", "name": "Possible secret in generate_missing_audio.mjs", "shortDescription": {"text": "Possible secret in generate_missing_audio.mjs"}, "fullDescription": {"text": "Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "critical", "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": "1 test file(s) for 15 source file(s) (ratio 0.07). 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 34 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-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-749d4bc1bd66df5f", "name": "Agent instructions exist but release-hardening basics are missing", "shortDescription": {"text": "Agent instructions exist but release-hardening basics are missing"}, "fullDescription": {"text": "AI-coder instruction files were found, but the repo is missing license, ci, tests. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-15c9acafa6ff7eb4", "name": "Legacy-named symbol `gem_01_children_reading_v2` in render_marketing_v2.py:66", "shortDescription": {"text": "Legacy-named symbol `gem_01_children_reading_v2` in render_marketing_v2.py:66"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-059c1e4bd5361545", "name": "Legacy-named symbol `multilingual_v2` in generate_sentence_audio_canonical.mjs:61", "shortDescription": {"text": "Legacy-named symbol `multilingual_v2` in generate_sentence_audio_canonical.mjs:61"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3d2ec47c43fd7da8", "name": "Commented-code block (7 lines) in vite.config.ts:8", "shortDescription": {"text": "Commented-code block (7 lines) in vite.config.ts:8"}, "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-8fe9c294b33209e5", "name": "Legacy-named symbol `eleven_monolingual_v1` in generate_l1_sentence_audio.mjs:96", "shortDescription": {"text": "Legacy-named symbol `eleven_monolingual_v1` in generate_l1_sentence_audio.mjs:96"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2ff4719883abf794", "name": "Commented-code block (6 lines) in playwright.config.ts:4", "shortDescription": {"text": "Commented-code block (6 lines) in playwright.config.ts:4"}, "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-f47d32e3ed16ed27", "name": "Legacy-named symbol `eleven_monolingual_v1` in generate_all_sentence_audio.mjs:207", "shortDescription": {"text": "Legacy-named symbol `eleven_monolingual_v1` in generate_all_sentence_audio.mjs:207"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-49852fe6e37d863b", "name": "Legacy-named symbol `eleven_monolingual_v1` in generate_missing_sentence_audio.mjs:95", "shortDescription": {"text": "Legacy-named symbol `eleven_monolingual_v1` in generate_missing_sentence_audio.mjs:95"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-564174e9a921c693", "name": "Legacy-named symbol `gem_01_children_reading_v2` in render_marketing.py:87", "shortDescription": {"text": "Legacy-named symbol `gem_01_children_reading_v2` in render_marketing.py:87"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-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:\nrender_marketing_v2.py:feed_ten_minutes, render_marketing_v2.py:meta_ten_min_ad\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). 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"graph-pattern-motif-thread-98ee38da1850ae57", "graph_gold_label": "supported_by_verification_signal", "changed_file_labels": {"test_or_ci": 8, "ui_or_frontend": 16, "source_or_other": 344}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: supported_by_verification_signal\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#58\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#58\nGraph gold label: supported_by_verification_signal\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: 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"gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/unresolved_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "LyndenCooke/my-phonics", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: LyndenCooke/my-phonics"}, "properties": {"repobilityId": 461906, "scanner": "foundry_dataset", "fingerprint": "6ba41bf6c0e26a02599562a459a174ae87c3c38c3f9ec83e71a9ab70420621af", "category": "practices", "severity": "medium", "confidence": 0.7, "triageState": "open", "verdict": "needs_review", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. 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"edge_types": {"repo_has_thread": 1, "comment_has_chain": 3, "thread_has_comment": 3, "chain_has_link_quality": 5, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 3, "comment_chain_links_commit": 5, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 3}, "node_count": 20, "node_types": {"repo": 1, "commit": 5, "thread": 1, "comment": 3, "fix_outcome": 1, "issue_chain": 1, "link_quality": 5, "comment_chain": 3}, "query_type": "motif_query", "thread_key": "LyndenCooke/my-phonics#2", "issue_number": "2", "quality_tiers": {"unresolved": 2, "weak_supervision": 3}, "repo_full_name": "LyndenCooke/my-phonics", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-5cb4f9d1f90d0b09", "graph_gold_label": "weak_supervision_needs_review", "changed_file_labels": {}}, "text": "Graph query export: Human feedback without linked fix evidence\nQuery id: unresolved_feedback\nQuery type: motif_query\nIntent: Negative/unresolved examples that should not be hallucinated into fixes.\nMotif: unlinked_feedback_needs_evidence\nTraining usage: negative_or_unresolved\nGraph gold label: weak_supervision_needs_review\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#2\nEvidence:\nGraph motif: Human feedback exists without a linked fix\nMotif id: unlinked_feedback_needs_evidence\nPolarity: bad\nTraining usage: negative_or_unresolved\nSeverity: medium\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#2\nGraph gold label: weak_supervision_needs_review\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: LyndenCooke/my-phonics#2\nRepo: LyndenCooke/my-phonics\nIssue/PR number: 2\nGraph consistency label: weak_supervision_needs_review\nNodes: 20\nEdges: 26\nNode types: {'commit': 5, 'link_quality': 5, 'comment': 3, 'comment_chain': 3, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_links_commit': 5, 'chain_has_link_quality': 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where no accepted fix exists yet.\nAssumption checks:\n- Can a commit be linked by issue number, SHA, changed path, or time window?\n- If no link exists, is this explicitly labelled unresolved?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/LyndenCooke/my-phonics", "source_id": "graph-query-motif_query-9f4f1311080ca1db", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/unresolved_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "LyndenCooke/my-phonics", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: LyndenCooke/my-phonics"}, "properties": {"repobilityId": 432955, "scanner": "foundry_dataset", "fingerprint": "14ffd1b240f97538b0976b478b19a7aaf5c15eb6b7cc4298bc8a82f858f8850d", 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Suggested checks: open root signed-out (should hit /landing), tap \\\"For Schools\\\" (\u2192 /school), confirm signed-in still lands in /library.\\n\\n\ud83e\udd16 Generated with [Claude Code](https://claude.com/claude-code)\"\n },\n {\n \"id\": \"github-feedback-comment-e34409e66326cec6\",\n \"kind\": \"issue_comment\",\n \"label\": \"deployment_env_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/LyndenCooke/my-phonics/pull/48#issuecomment-4624894558\",\n \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: issue_comment\\nRepo: LyndenCooke/my-phonics\\nAuthor: vercel[bot] (Bot)\\nURL: https://github.com/LyndenCooke/my-phonics/pull/48#issuecomment-4624894558\\nTitle: \\nBody:\\n[vc]: #hCsbArv4bTSkQDlr00E3a/mw+tFAU7WxyFrrwsk44lA=:eyJpc01vbm9yZXBvIjp0cnVlLCJ0eXBlIjoiZ2l0aHViIiwicHJvamVjdHMiOlt7Im5hbWUiOiJteXBob25pY3Nib29rcyIsInByb2plY3RJZCI6InByal9xWDFacHhJZTk1YWl5WG90blR6bEtaOGhkM1pLIiwiaW5zcGVjdG9yVXJsIjoiaHR0cHM6Ly92ZXJjZWwuY2\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/LyndenCooke/my-phonics", "source_id": "comment-chain-pattern-assumption_checks-2470f66eb58ab8a7", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "LyndenCooke/my-phonics", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: LyndenCooke/my-phonics"}, "properties": {"repobilityId": 432947, "scanner": "foundry_dataset", "fingerprint": "40b8a599d15013bbe87dae01ddbe56ac4c45ddd373fc5d08b3a49f6bbcc61341", "category": "practices", "severity": "medium", "confidence": 0.62, "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": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "LyndenCooke/my-phonics#46", "human_labels": ["deployment_env_gap", "schema_or_data", "test_ci_gap", "ui_or_frontend"], "issue_number": "46", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.795, "repo_full_name": "LyndenCooke/my-phonics", "training_usage": "weak_supervision", "confidence_tier": "weak_supervision", "source_chain_id": "evidence-chain-issue_chain-ccccb71fe630fda0", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"docs": 7, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 5, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"schema_or_data": 2, "ui_or_frontend": 3}, "linked_commit_count": 3, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_weak_supervision", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 1, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#46\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_weak_supervision, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: LyndenCooke/my-phonics#46\nRepo: LyndenCooke/my-phonics\nThread label: thread_has_human_issue_and_fix_context\nOutcome: ambiguous_needs_more_evidence\nComment count: 2\nLinked commit count: 3\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 5\nLabels: {'test_ci_gap': 1, 'deployment_env_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {'ui_or_frontend': 3, 'schema_or_data': 2}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-d41323e569922ae7\",\n \"kind\": \"pull_request_body\",\n \"label\": \"test_ci_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/LyndenCooke/my-phonics/pull/46\",\n \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: LyndenCooke/my-phonics\\nAuthor: LyndenCooke (User)\\nURL: https://github.com/LyndenCooke/my-phonics/pull/46\\nTitle: feat(feedback): separate \\\"loved\\\" vs \\\"could be better\\\" text boxes\\nBody:\\nSplits the single feedback textarea into two, so the testimonial pipeline only ever pulls the praise.\\n\\n- **\\\"What did you love? 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Adds a permanent \\\"Share your feedback\\\" card to the Profile alongside the existing returning-user pop-up; both share one dialog.\\n\\n## Changes\\n\\n- **`FeedbackDialog`** \u2014 shared rating + text + consent dialog\\n- **`Profile`** \u2014 \\\"Share your feedback\\\" card opens it (`source=profile`)\\n- **`FeedbackPrompt`** \u2014 returning-user pop-up, mounted at app root (`source=returning_popup`), localStorage-gated (2nd+ session, snooze on dismiss, retire on submit)\\n- **`lib/feedback`** \u2014 submit to `reviews` (`kind=general`) + mirror to GHL CRM\\n- **`ghl-sync`** \u2014 handles `contact.feedback`: GHL timeline note + triage tags (`testimonial-candidate` / `feedback-negative` / `feedback-positive`)\\n- **admin `CustomerDetail`** \u2014 new Feedback tab surfaces submitted reviews per customer\\n- **migration** \u2014 `reviews.source`\"\n },\n {\n \"id\": \"github-feedback-comment-3d86d96f2bfbc9b3\",\n \"kind\": \"issue_comment\",\n \"label\": \"deployment_env_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/LyndenCooke/my-phonics/pull/45#issuecomment-4624307646\",\n \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: issue_comment\\nRepo: LyndenCooke/my-phonics\\nAuthor: vercel[bot] (Bot)\\nURL: https://github.com/LyndenCooke/my-phonics/pull/45#issuecomment-4624307646\\nTitle: \\nBody:\\n[vc]: #Gr4XHNBNgZn6sgQCJaEvM/xbuByJJikUGExF0xOkuv0=:eyJpc01vbm9yZXBvIjp0cnVlLCJ0eXBlIjoi\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/LyndenCooke/my-phonics", "source_id": "comment-chain-pattern-assumption_checks-4bd5b6078b1a4c70", "synthetic": false, "gold_label": "", "graph_label": "source_backed_multi_signal_graph", "source_path": "/data/distillate/foundry_data/comment_chain_patterns/assumption_checks/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "LyndenCooke/my-phonics", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "gold_candidate"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: LyndenCooke/my-phonics"}, "properties": {"repobilityId": 432945, "scanner": "foundry_dataset", "fingerprint": "de6bc4c79e14b19af80418a2ffe36f66612f64e476496ebdd0aaee22515fff22", "category": "practices", "severity": "medium", "confidence": 0.62, "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": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "LyndenCooke/my-phonics#44", "human_labels": ["api_integration_gap", "data_schema_persistence", "deployment_env_gap", "ui_or_frontend"], "issue_number": "44", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.895, "repo_full_name": "LyndenCooke/my-phonics", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-6da5d784fb4836c8", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"docs": 7, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 12, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"ui_or_frontend": 12}, "linked_commit_count": 8, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 1, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#44\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: LyndenCooke/my-phonics#44\nRepo: LyndenCooke/my-phonics\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 4\nLinked commit count: 8\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 12\nLabels: {'data_schema_persistence': 2, 'deployment_env_gap': 1, 'api_integration_gap': 1}\nPolarities: {'bad': 4}\nChanged file labels: {'ui_or_frontend': 12}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-4e01c240a38cea16\",\n \"kind\": \"pull_request_body\",\n \"label\": \"data_schema_persistence\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/LyndenCooke/my-phonics/pull/44\",\n \"text\": \"GitHub feedback: data_schema_persistence\\nPolarity: bad\\nKind: pull_request_body\\nRepo: LyndenCooke/my-phonics\\nAuthor: LyndenCooke (User)\\nURL: https://github.com/LyndenCooke/my-phonics/pull/44\\nTitle: fix: remove Founders Club from referral copy + UI (production hotfix)\\nBody:\\n## Why\\nProduction (`master`) still shows the **\u00a31 Founders Club** offer in the referral share copy and across the Founders Club banner / review-modal UI, even though pricing has moved to Monthly / Yearly / Lifetime + voucher. This is the \\\"founders in the referral description\\\" surfaced on the live site.\\n\\nThe clean copy already exists on `feature/8-levels`, but that branch is 15 commits / 629 files ahead of `master` (the full 8-level migration + two-tier affiliate). 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Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "LyndenCooke/my-phonics#42", "human_labels": ["api_integration_gap", "deployment_env_gap", "human_feedback_general", "source_or_other", "ui_workflow_gap"], "issue_number": "42", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "LyndenCooke/my-phonics", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-fb9d18b1eba4ad5e", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"docs": 7, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 100, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"source_or_other": 100}, "linked_commit_count": 12, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 1, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#42\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: LyndenCooke/my-phonics#42\nRepo: LyndenCooke/my-phonics\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 4\nLinked commit count: 12\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 100\nLabels: {'ui_workflow_gap': 1, 'deployment_env_gap': 1, 'human_feedback_general': 1, 'api_integration_gap': 1}\nPolarities: {'bad': 3, 'neutral': 1}\nChanged file labels: {'source_or_other': 100}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-12d36539476d7cbe\",\n \"kind\": \"pull_request_body\",\n \"label\": \"ui_workflow_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/LyndenCooke/my-phonics/pull/42\",\n \"text\": \"GitHub feedback: ui_workflow_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: LyndenCooke/my-phonics\\nAuthor: LyndenCooke (User)\\nURL: https://github.com/LyndenCooke/my-phonics/pull/42\\nTitle: Resync sentence audio to current PDFs + cleanup stale drafts\\nBody:\\n## Summary\\n- **Fix parser bug in `scripts/extract_canonical_sentences.mjs`** \u2014 `matchBracket` didn't skip JS comments, so a `doesn't` apostrophe in a code comment at `interactiveBookDataL5.ts:1051` opened a phantom string and swallowed the closing `];` of `BOOK_L5_3_PAGES`. 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Review source_id before acting.", "evidence": {"meta": {"kind": "comment_chain_pattern_product", "source": "comment_chain_pattern_miner", "product": "assumption_checks", "synthetic": false, "thread_key": "LyndenCooke/my-phonics#41", "human_labels": ["api_integration_gap", "deployment_env_gap", "human_feedback_general", "source_or_other"], "issue_number": "41", "thread_label": "thread_has_human_issue_and_fix_context", "outcome_label": "claimed_resolved_unverified", "source_backed": true, "max_confidence": 0.92, "repo_full_name": "LyndenCooke/my-phonics", "training_usage": "gold_candidate", "confidence_tier": "high_confidence", "source_chain_id": "evidence-chain-issue_chain-608dce17326efa30", "helicopter_views": {"graphs": 2, "schemas": 2}, "artifact_families": {"docs": 7, "schemas": 1}, "source_chain_kind": "issue_chain", "changed_file_count": 1, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {"source_or_other": 1}, "linked_commit_count": 20, "helicopter_view_count": 4, "source_artifact_count": 8, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "repo_has_isolated_helicopter_views", "link_quality_high_confidence", "high_risk_human_feedback_label"], "linked_ci_commit_count": 0, "verification_artifact_count": 1, "design_schema_api_artifact_count": 1}, "text": "Comment chain pattern product: assumption_checks\nRepo: LyndenCooke/my-phonics\nThread: LyndenCooke/my-phonics#41\nOutcome: claimed_resolved_unverified\nThread label: thread_has_human_issue_and_fix_context\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, repo_has_isolated_helicopter_views, link_quality_high_confidence, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: LyndenCooke/my-phonics#41\nRepo: LyndenCooke/my-phonics\nThread label: thread_has_human_issue_and_fix_context\nOutcome: claimed_resolved_unverified\nComment count: 5\nLinked commit count: 20\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 1\nLabels: {'api_integration_gap': 2, 'deployment_env_gap': 1, 'human_feedback_general': 2}\nPolarities: {'bad': 3, 'neutral': 2}\nChanged file labels: {'source_or_other': 1}\nExamples:\n[\n {\n \"id\": \"github-feedback-comment-bf633d6324974f08\",\n \"kind\": \"pull_request_body\",\n \"label\": \"api_integration_gap\",\n \"polarity\": \"bad\",\n \"url\": \"https://github.com/LyndenCooke/my-phonics/pull/41\",\n \"text\": \"GitHub feedback: api_integration_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: LyndenCooke/my-phonics\\nAuthor: LyndenCooke (User)\\nURL: https://github.com/LyndenCooke/my-phonics/pull/41\\nTitle: chore: update Meta Pixel ID + add