{"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: renedebos/renedebos.com", "shortDescription": {"text": "Foundry mined unresolved feedback: renedebos/renedebos.com"}, "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: needs_more_evidence\nRepo: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\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: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: renedebos/renedebos.com#1\nRepo: renedebos/renedebos.com\nIssue/PR number: 1\nGraph consistency label: needs_more_evidence\nNodes: 14\nEdges: 24\nNode types: {'link_quality': 4, 'comment': 2, 'pr_file': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome'"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_test_ci_gap", "name": "Foundry mined test ci gap after feedback: renedebos/renedebos.com", "shortDescription": {"text": "Foundry mined test ci gap after feedback: renedebos/renedebos.com"}, "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: needs_more_evidence\nRepo: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: renedebos/renedebos.com#1\nRepo: renedebos/renedebos.com\nIssue/PR number: 1\nGraph consistency label: needs_more_evidence\nNodes: 14\nEdges: 24\nNode types: {'link_quality': 4, 'comment': 2, 'pr_file': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'c"}, "properties": {"scanner": "foundry_dataset", "category": "testing", "severity": "high", "confidence": 0.78, "cwe": "", "owasp": ""}}, {"id": "foundry_bad_chain", "name": "Foundry mined bad chains: renedebos/renedebos.com", "shortDescription": {"text": "Foundry mined bad chains: renedebos/renedebos.com"}, "fullDescription": {"text": "Comment chain pattern product: bad_chains\nRepo: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: helicopter_context_only_graph\nReasons: repo_has_isolated_helicopter_views, link_quality_unresolved, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: renedebos/renedebos.com#1\nRepo: renedebos/renedebos.com\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 2\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 2\nLabels: {'deployment_env_gap': 1, 'test_ci_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ae0612612a3da8fe\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"deployment_env_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/renedebos/renedebos.com/pull/1\",\n   "}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "high", "confidence": 0.84, "cwe": "", "owasp": ""}}, {"id": "scanner-e6a02175012be80b", "name": "Possibly dead Python function: sort_key", "shortDescription": {"text": "Possibly dead Python function: sort_key"}, "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-345aa9ec6960fa7b", "name": "Possibly dead Python function: singles_for_show", "shortDescription": {"text": "Possibly dead Python function: singles_for_show"}, "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-e826b1da4963945f", "name": "Possibly dead Python function: added_sort_key", "shortDescription": {"text": "Possibly dead Python function: added_sort_key"}, "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-406425aeb11fff88", "name": "Insecure pattern 'direct_innerhtml_assignment' in scripts/player.js:40", "shortDescription": {"text": "Insecure pattern 'direct_innerhtml_assignment' in scripts/player.js:40"}, "fullDescription": {"text": "Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-a4cdc150732c4bb2", "name": "Insecure pattern 'direct_innerhtml_assignment' in assets/player.js:40", "shortDescription": {"text": "Insecure pattern 'direct_innerhtml_assignment' in assets/player.js:40"}, "fullDescription": {"text": "Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 5 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-141b30a41e03817b", "name": "No license file detected", "shortDescription": {"text": "No license file detected"}, "fullDescription": {"text": "No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-faccb9061e9b52a0", "name": "No README detected", "shortDescription": {"text": "No README detected"}, "fullDescription": {"text": "No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 7 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-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-11825279136b53a3", "name": "CI is configured but no tests are detected", "shortDescription": {"text": "CI is configured but no tests are detected"}, "fullDescription": {"text": "A CI pipeline exists, but the scan found no test files to gate. Opus labeled this generated-code pattern as config theater: release machinery exists, but it has little behavioral signal."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, tests, operator-readme. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-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-0791e2877dc244cc", "name": "Network/subprocess call without timeout or try/except \u2014 scripts/update_tracks.py:44", "shortDescription": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/update_tracks.py:44"}, "fullDescription": {"text": "`subprocess.run(...)` 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-f89e1d82a3bc1984", "name": "`fetch()` without try/.catch or AbortSignal \u2014 worker/index.js:29", "shortDescription": {"text": "`fetch()` without try/.catch or AbortSignal \u2014 worker/index.js:29"}, "fullDescription": {"text": "Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscripts/build.py:build_shows, scripts/build.py:build_show\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/18030"}, "properties": {"repository": "renedebos/renedebos.com", "repoUrl": "https://github.com/renedebos/renedebos.com", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: renedebos/renedebos.com"}, "properties": {"repobilityId": 369491, "scanner": "foundry_dataset", "fingerprint": "45552a96d6d195b3fa74d8b44552663526007c8fa7984e02b43454eb867d8e56", "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. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Human feedback without linked fix evidence", "intent": "Negative/unresolved examples that should not be hallucinated into fixes.", "labels": {"test_ci_gap": 1, "source_or_other": 2, "deployment_env_gap": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 4, "human_reported_issue_no_linked_fix": 2, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"not_resolved_or_not_observed": 8}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 24, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 2, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 2, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 14, "node_types": {"repo": 1, "thread": 1, "comment": 2, "pr_file": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "renedebos/renedebos.com#1", "issue_number": "1", "quality_tiers": {"unresolved": 4}, "repo_full_name": "renedebos/renedebos.com", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-240e0325882d0433", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {"source_or_other": 10}}, "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: needs_more_evidence\nRepo: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\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: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: renedebos/renedebos.com#1\nRepo: renedebos/renedebos.com\nIssue/PR number: 1\nGraph consistency label: needs_more_evidence\nNodes: 14\nEdges: 24\nNode types: {'link_quality': 4, 'comment': 2, 'pr_file': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 4, 'chain_has_link_quality': 4, 'thread_has_comment': 2, 'thread_touches_file': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'issue_chain_has_comment_chain': 2, 'issue_chain_touches_file': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 4, 'source_or_other': 2, 'human_reported_issue_no_linked_fix': 2, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'deployment_env_gap': 1, 'test_ci_gap': 1}\nOutcomes: {'not_resolved_or_not_observed': 8}\nQuality tiers: {'unresolved': 4}\nCI labels: {}\nCurriculum targets:\n- Teach models to preserve unresolved human feedback instead of hallucinating fixes.\n- Build issue-to-regression examples 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/renedebos/renedebos.com", "source_id": "graph-query-motif_query-63508fd7a545c423", "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": "renedebos/renedebos.com", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_test_ci_gap", "level": "error", "message": {"text": "Foundry mined test ci gap after feedback: renedebos/renedebos.com"}, "properties": {"repobilityId": 340698, "scanner": "foundry_dataset", "fingerprint": "62e27b1af09661ceaaa1e137a80b7b38da13b5a8b0f5af297f65d6b1de2c166c", "category": "testing", "severity": "high", "confidence": 0.78, "triageState": "open", "verdict": "confirmed", "isResolved": false, "reason": "Imported from mined Foundry/Fable5 evidence with real GitHub/source provenance. Review source_id before acting.", "evidence": {"meta": {"kind": "graph_query_record", "title": "Feedback exposes missing tests or CI", "intent": "Hard negatives for feedback/fix chains without adequate guardrails.", "labels": {"test_ci_gap": 1, "source_or_other": 2, "deployment_env_gap": 1, "issue_or_pull_request_thread": 1, "not_resolved_or_not_observed": 4, "human_reported_issue_no_linked_fix": 2, "thread_has_human_issue_without_fix_context": 2}, "source": "graph_query_export", "motif_id": "test_ci_gap_after_feedback", "outcomes": {"not_resolved_or_not_observed": 8}, "polarity": "bad", "query_id": "test_ci_gap_after_feedback", "severity": "high", "ci_labels": {}, "synthetic": false, "edge_count": 24, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 2, "thread_has_comment": 2, "thread_touches_file": 2, "chain_has_link_quality": 4, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "issue_chain_touches_file": 2, "thread_has_comment_chain": 2, "comment_chain_touches_file": 4, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 2}, "node_count": 14, "node_types": {"repo": 1, "thread": 1, "comment": 2, "pr_file": 2, "fix_outcome": 1, "issue_chain": 1, "link_quality": 4, "comment_chain": 2}, "query_type": "motif_query", "thread_key": "renedebos/renedebos.com#1", "issue_number": "1", "quality_tiers": {"unresolved": 4}, "repo_full_name": "renedebos/renedebos.com", "training_usage": "hard_negative", "source_motif_id": "graph-pattern-motif-thread-c82ad1594af1124e", "graph_gold_label": "needs_more_evidence", "changed_file_labels": {"source_or_other": 10}}, "text": "Graph query export: Feedback exposes missing tests or CI\nQuery id: test_ci_gap_after_feedback\nQuery type: motif_query\nIntent: Hard negatives for feedback/fix chains without adequate guardrails.\nMotif: test_ci_gap_after_feedback\nTraining usage: hard_negative\nGraph gold label: needs_more_evidence\nRepo: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nEvidence:\nGraph motif: Feedback or fix context exposes missing test/CI guardrails\nMotif id: test_ci_gap_after_feedback\nPolarity: bad\nTraining usage: hard_negative\nSeverity: high\nRepo: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: renedebos/renedebos.com#1\nRepo: renedebos/renedebos.com\nIssue/PR number: 1\nGraph consistency label: needs_more_evidence\nNodes: 14\nEdges: 24\nNode types: {'link_quality': 4, 'comment': 2, 'pr_file': 2, 'comment_chain': 2, 'thread': 1, 'repo': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'comment_chain_touches_file': 4, 'chain_has_link_quality': 4, 'thread_has_comment': 2, 'thread_touches_file': 2, 'thread_has_comment_chain': 2, 'comment_has_chain': 2, 'issue_chain_has_comment_chain': 2, 'issue_chain_touches_file': 2, 'repo_has_thread': 1, 'thread_has_issue_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'not_resolved_or_not_observed': 4, 'source_or_other': 2, 'human_reported_issue_no_linked_fix': 2, 'thread_has_human_issue_without_fix_context': 2, 'issue_or_pull_request_thread': 1, 'deployment_env_gap': 1, 'test_ci_gap': 1}\nOutcomes: {'not_resolved_or_not_observed': 8}\nQuality tiers: {'unresolved': 4}\nCI labels: {}\nCurriculum targets:\n- Turn human feedback into regression tests and CI gates.\n- Penalize fixes that do not add or exercise verification for affected workflows.\nAssumption checks:\n- Did the fix add tests for the exact complaint?\n- Does CI run those tests, or is verification only implied?", "source": "foundry_mined_dataset", "repo_url": "https://github.com/renedebos/renedebos.com", "source_id": "graph-query-motif_query-6c1a6f6dd1d86ac6", "synthetic": false, "gold_label": "", "graph_label": "", "source_path": "/data/distillate/foundry_data/graph_queries/test_ci_gap_after_feedback/shard-0.jsonl", "bundle_label": "", "priority_band": "", "priority_score": 0, "repo_full_name": "renedebos/renedebos.com", "source_dataset": "graph_queries/test_ci_gap_after_feedback", "training_usage": "hard_negative"}}}, {"ruleId": "foundry_bad_chain", "level": "error", "message": {"text": "Foundry mined bad chains: renedebos/renedebos.com"}, "properties": {"repobilityId": 322323, "scanner": "foundry_dataset", "fingerprint": "730634ee6c0b98221e729c3e4ec7a6894471ca3c890007bea0b455c00ff920f6", "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": "renedebos/renedebos.com#1", "human_labels": ["deployment_env_gap", "source_or_other", "test_ci_gap"], "issue_number": "1", "thread_label": "thread_has_human_issue_without_fix_context", "outcome_label": "not_resolved_or_not_observed", "source_backed": false, "max_confidence": 0.0, "repo_full_name": "renedebos/renedebos.com", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-593d7437905be6c7", "helicopter_views": {"graphs": 2}, "artifact_families": {}, "source_chain_kind": "issue_chain", "changed_file_count": 2, "source_graph_label": "helicopter_context_only_graph", "changed_file_labels": {"source_or_other": 2}, "linked_commit_count": 0, "helicopter_view_count": 2, "source_artifact_count": 0, "classification_reasons": ["repo_has_isolated_helicopter_views", "link_quality_unresolved", "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: renedebos/renedebos.com\nThread: renedebos/renedebos.com#1\nOutcome: not_resolved_or_not_observed\nThread label: thread_has_human_issue_without_fix_context\nSource graph label: helicopter_context_only_graph\nReasons: repo_has_isolated_helicopter_views, link_quality_unresolved, high_risk_human_feedback_label\nChain evidence:\nIssue/PR evidence chain: renedebos/renedebos.com#1\nRepo: renedebos/renedebos.com\nThread label: thread_has_human_issue_without_fix_context\nOutcome: not_resolved_or_not_observed\nComment count: 2\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 2\nLabels: {'deployment_env_gap': 1, 'test_ci_gap': 1}\nPolarities: {'bad': 2}\nChanged file labels: {'source_or_other': 2}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-ae0612612a3da8fe\",\n    \"kind\": \"pull_request_body\",\n    \"label\": \"deployment_env_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/renedebos/renedebos.com/pull/1\",\n    \"text\": \"GitHub feedback: deployment_env_gap\\nPolarity: bad\\nKind: pull_request_body\\nRepo: renedebos/renedebos.com\\nAuthor: cloudflare-workers-and-pages[bot] (Bot)\\nURL: https://github.com/renedebos/renedebos.com/pull/1\\nTitle: Add Cloudflare Workers configuration\\nBody:\\nThis PR configures your project for Cloudflare Workers deployment using [Wrangler autoconfig](https://developers.cloudflare.com/workers/framework-guides/automatic-configuration).\\n\\nMerging this PR commits the configuration to your repository, enabling faster deployments and version controlled settings.\\n\\n**Detected settings:**\\n- Framework: `static`\\n\\n- Deploy command: `npx wrangler deploy`\\n- Version (non-production deploy) command: `npx wrangler versions upload`\\n\\n> **Note:** For this PR, we used these detected settings to generate a working preview. When merged, we'll override your build and deploy commands if they don't match what's currently configured, ensuring successful deployments for your setup.\\n\\n**Next steps after merging:**\\nYour Worker configuration lives in [`wrangler.jsonc`](https://developers.cloudflare.com/workers/wrangler/configuration/). You can now:\\n- [Store your data](https://developers.cloudflare.com/workers/runtim\"\n  },\n  {\n    \"id\": \"github-feedback-comment-cfefbd06be772816\",\n    \"kind\": \"issue_comment\",\n    \"label\": \"test_ci_gap\",\n    \"polarity\": \"bad\",\n    \"url\": \"https://github.com/renedebos/renedebos.com/pull/1#issuecomment-4661489070\",\n    \"text\": \"GitHub feedback: test_ci_gap\\nPolarity: bad\\nKind: issue_comment\\nRepo: renedebos/renedebos.com\\nAuthor: cloudflare-workers-and-pages[bot] (Bot)\\nURL: https://github.com/renedebos/renedebos.com/pull/1#issuecomment-4661489070\\nTitle: \\nBody:\\n## Deploying with &nbsp;<a href=\\\"https://workers.dev\\\"><img alt=\\\"Cloudflare Workers\\\" src=\\\"https://workers.cloudflare.com/logo.svg\\\" width=\\\"16\\\"></a> &nbsp;Cloudflare Workers\\nThe latest updates on your project. Learn more about [integrating Gi\n[truncated by importer]", "source": "foundry_mined_dataset", "repo_url": "https://github.com/renedebos/renedebos.com", "source_id": "comment-chain-pattern-bad_chains-805c5bcdf355d422", "synthetic": false, "gold_label": "", "graph_label": "helicopter_context_only_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": "renedebos/renedebos.com", "source_dataset": "comment_chain_patterns/bad_chains", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "scanner-e6a02175012be80b", "level": "note", "message": {"text": "Possibly dead Python function: sort_key"}, "properties": {"repobilityId": "ac2a4181eae38738", "scanner": "scanner-primary", "fingerprint": "e6a02175012be80b", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/build.py:48"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-345aa9ec6960fa7b", "level": "note", "message": {"text": "Possibly dead Python function: singles_for_show"}, "properties": {"repobilityId": "473f684f8c65331f", "scanner": "scanner-primary", "fingerprint": "345aa9ec6960fa7b", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/build.py:58"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e826b1da4963945f", "level": "note", "message": {"text": "Possibly dead Python function: added_sort_key"}, "properties": {"repobilityId": "55734358b517d75c", "scanner": "scanner-primary", "fingerprint": "e826b1da4963945f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/build.py:281"}, "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-406425aeb11fff88", "level": "warning", "message": {"text": "Insecure pattern 'direct_innerhtml_assignment' in scripts/player.js:40"}, "properties": {"repobilityId": "9a62dd482f8edc67", "scanner": "scanner-primary", "fingerprint": "406425aeb11fff88", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["owasp", "direct_innerhtml_assignment"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/player.js"}, "region": {"startLine": 40}}}]}, {"ruleId": "scanner-a4cdc150732c4bb2", "level": "warning", "message": {"text": "Insecure pattern 'direct_innerhtml_assignment' in assets/player.js:40"}, "properties": {"repobilityId": "b36dc8f6780664ce", "scanner": "scanner-primary", "fingerprint": "a4cdc150732c4bb2", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["owasp", "direct_innerhtml_assignment"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "assets/player.js"}, "region": {"startLine": 40}}}]}, {"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-6893a6c8b0861585", "level": "warning", "message": {"text": "Very low test-to-source ratio"}, "properties": {"repobilityId": "54a7de3f06314bf0", "scanner": "scanner-primary", "fingerprint": "6893a6c8b0861585", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "7efb111a7356ce04", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-faccb9061e9b52a0", "level": "note", "message": {"text": "No README detected"}, "properties": {"repobilityId": "847fd963cb966dec", "scanner": "scanner-primary", "fingerprint": "faccb9061e9b52a0", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["docs", "readme", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "3d25362f6bfaea80", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-2d0c7b7ab8f8aacf", "level": "warning", "message": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "aa0cfb6fb260ef45", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-11825279136b53a3", "level": "warning", "message": {"text": "CI is configured but no tests are detected"}, "properties": {"repobilityId": "0890ecee2a8ee7bf", "scanner": "scanner-primary", "fingerprint": "11825279136b53a3", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "ci", "config-theater", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "warning", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "624a2cdb5e7efd4c", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "9aabfea09b1522b5", "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": "618642a7b289c7ac", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-0791e2877dc244cc", "level": "warning", "message": {"text": "Network/subprocess call without timeout or try/except \u2014 scripts/update_tracks.py:44"}, "properties": {"repobilityId": "0f9c01f3128d54d4", "scanner": "scanner-primary", "fingerprint": "0791e2877dc244cc", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "fragile-runtime", "robustness"]}}, {"ruleId": "scanner-f89e1d82a3bc1984", "level": "warning", "message": {"text": "`fetch()` without try/.catch or AbortSignal \u2014 worker/index.js:29"}, "properties": {"repobilityId": "e0058bd5cc72ee2e", "scanner": "scanner-primary", "fingerprint": "f89e1d82a3bc1984", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["integrity", "fragile-runtime", "robustness"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "a6b13b502b9772c7", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}