{"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: yohayetsion/presentations", "shortDescription": {"text": "Foundry mined unresolved feedback: yohayetsion/presentations"}, "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: yohayetsion/presentations\nThread: yohayetsion/presentations#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: yohayetsion/presentations\nThread: yohayetsion/presentations#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: yohayetsion/presentations#1\nRepo: yohayetsion/presentations\nIssue/PR number: 1\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: yohayetsion/presentations", "shortDescription": {"text": "Foundry mined assumption checks: yohayetsion/presentations"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: yohayetsion/presentations\nThread: yohayetsion/presentations#1\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: yohayetsion/presentations#1\nRepo: yohayetsion/presentations\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-5a4afb491b904529\",\n    \"kind\": \"issue_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/yohayetsion/presentations/issues/1\",\n    \"text\": \"GitHub feedback: hu"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.62, "cwe": "", "owasp": ""}}, {"id": "scanner-1dae982ba69f7e3a", "name": "Possibly dead Python function: add_slide_id", "shortDescription": {"text": "Possibly dead Python function: add_slide_id"}, "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-a2e3d90ac0f45648", "name": "Stray `console.log` in TS/JS \u2014 classify.js:142", "shortDescription": {"text": "Stray `console.log` in TS/JS \u2014 classify.js:142"}, "fullDescription": {"text": "Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable.\n\nWhy: Hygiene \u2014 easy to leak debug output.\nRule id: fq.console-leak"}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "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-10d73af5e3d8de60", "name": "Analyzer timeout: security.scan", "shortDescription": {"text": "Analyzer timeout: security.scan"}, "fullDescription": {"text": "analyzer exceeded 60.0s wall-clock (thread mode \u2014 daemon abandoned). Bump REPOBILITY_ANALYZER_TIMEOUT_S if expected."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-4601e3ad3bb28677", "name": "No CI/CD pipelines detected", "shortDescription": {"text": "No CI/CD pipelines detected"}, "fullDescription": {"text": "No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 8 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-01f96f71d9907a8c", "name": "README lacks setup or run instructions", "shortDescription": {"text": "README lacks setup or run instructions"}, "fullDescription": {"text": "A README exists, but it does not contain common install/setup/run markers. This matches a frequent generated-code pattern: UI is present, operational handoff is thin."}, "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 36 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-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, 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}}]}}, "automationDetails": {"id": "repobility/23300"}, "properties": {"repository": "yohayetsion/presentations", "repoUrl": "https://github.com/yohayetsion/presentations", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: yohayetsion/presentations"}, "properties": {"repobilityId": 371445, "scanner": "foundry_dataset", "fingerprint": "4cfdcdaa342a1e6cb2dadfb2f451c6afca63078cea1adfb4a540d921359da3cb", "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": {"human_feedback_general": 1, "unlinked_human_feedback": 1, "thread_needs_classification": 2, "issue_or_pull_request_thread": 1, "ambiguous_needs_more_evidence": 3}, "source": "graph_query_export", "motif_id": "unlinked_feedback_needs_evidence", "outcomes": {"ambiguous_needs_more_evidence": 6}, "polarity": "bad", "query_id": "unresolved_feedback", "severity": "medium", "ci_labels": {}, "synthetic": false, "edge_count": 11, "edge_types": {"repo_has_thread": 1, "comment_has_chain": 1, "thread_has_comment": 1, "chain_has_link_quality": 3, "thread_has_fix_outcome": 1, "thread_has_issue_chain": 1, "thread_has_comment_chain": 1, "issue_chain_has_fix_outcome": 1, "issue_chain_has_comment_chain": 1}, "node_count": 9, "node_types": {"repo": 1, "thread": 1, "comment": 1, "fix_outcome": 1, "issue_chain": 1, "link_quality": 3, "comment_chain": 1}, "query_type": "motif_query", "thread_key": "yohayetsion/presentations#1", "issue_number": "1", "quality_tiers": {"unresolved": 3}, "repo_full_name": "yohayetsion/presentations", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-ac693d2304ed713d", "graph_gold_label": "needs_more_evidence", "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: needs_more_evidence\nRepo: yohayetsion/presentations\nThread: yohayetsion/presentations#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: yohayetsion/presentations\nThread: yohayetsion/presentations#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: yohayetsion/presentations#1\nRepo: yohayetsion/presentations\nIssue/PR number: 1\nGraph consistency label: needs_more_evidence\nNodes: 9\nEdges: 11\nNode types: {'link_quality': 3, 'thread': 1, 'repo': 1, 'comment': 1, 'comment_chain': 1, 'issue_chain': 1, 'fix_outcome': 1}\nEdge types: {'chain_has_link_quality': 3, 'repo_has_thread': 1, 'thread_has_comment': 1, 'thread_has_comment_chain': 1, 'comment_has_chain': 1, 'thread_has_issue_chain': 1, 'issue_chain_has_comment_chain': 1, 'thread_has_fix_outcome': 1, 'issue_chain_has_fix_outcome': 1}\nLabels: {'ambiguous_needs_more_evidence': 3, 'thread_needs_classification': 2, 'issue_or_pull_request_thread': 1, 'human_feedback_general': 1, 'unlinked_human_feedback': 1}\nOutcomes: {'ambiguous_needs_more_evidence': 6}\nQuality tiers: {'unresolved': 3}\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/yohayetsion/presentations", "source_id": "graph-query-motif_query-6784ee7552a8cca1", "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": "yohayetsion/presentations", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: yohayetsion/presentations"}, "properties": {"repobilityId": 313935, "scanner": "foundry_dataset", "fingerprint": "d37c90ac1891e17f48afbe97337a2c577a5e28f6702a64bd600d76839e9e79b3", "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": "yohayetsion/presentations#1", "human_labels": ["human_feedback_general"], "issue_number": "1", "thread_label": "thread_needs_classification", "outcome_label": "ambiguous_needs_more_evidence", "source_backed": true, "max_confidence": 0.0, "repo_full_name": "yohayetsion/presentations", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-b7198fb4696c46d3", "helicopter_views": {}, "artifact_families": {"ci": 8, "docs": 1, "designs": 8, "schemas": 8, "architecture": 8, "generated_claims": 8}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_backed_multi_signal_graph", "changed_file_labels": {}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 41, "classification_reasons": ["source_graph_has_real_artifacts", "source_graph_has_verification_artifacts", "link_quality_unresolved"], "linked_ci_commit_count": 0, "verification_artifact_count": 16, "design_schema_api_artifact_count": 24}, "text": "Comment chain pattern product: assumption_checks\nRepo: yohayetsion/presentations\nThread: yohayetsion/presentations#1\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_backed_multi_signal_graph\nReasons: source_graph_has_real_artifacts, source_graph_has_verification_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: yohayetsion/presentations#1\nRepo: yohayetsion/presentations\nThread label: thread_needs_classification\nOutcome: ambiguous_needs_more_evidence\nComment count: 1\nLinked commit count: 0\nLinked CI commit count: 0\nLinked CI labels: {}\nChanged file count: 0\nLabels: {'human_feedback_general': 1}\nPolarities: {'neutral': 1}\nChanged file labels: {}\nExamples:\n[\n  {\n    \"id\": \"github-feedback-comment-5a4afb491b904529\",\n    \"kind\": \"issue_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/yohayetsion/presentations/issues/1\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_body\\nRepo: yohayetsion/presentations\\nAuthor: yohayetsion (User)\\nURL: https://github.com/yohayetsion/presentations/issues/1\\nTitle: Connectivity Test\\nBody:\\nTest issue - safe to close and delete.\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-aa0bfc24c29b17f8\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: yohayetsion/presentations\nGraph label: source_backed_multi_signal_graph\nNodes: 45\nEdges: 86\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 41, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 9, \"artifact_supports_design_schema_api\": 16, \"artifact_supports_verification\": 16, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 41, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"architecture\": 8, \"ci\": 8, \"designs\": 8, \"docs\": 1, \"generated_claims\": 8, \"schemas\": 8}\nHelicopter views: {}\nBundle labels: {\"source_backed_graph_pattern_bundle\": 1}\nCo-occurrence labels: {\"general_motif_cooccurrence\": 1}", "source": "foundry_mined_dataset", "repo_url": "https://github.com/yohayetsion/presentations", "source_id": "comment-chain-pattern-assumption_checks-dd009b8d60ab5108", "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": "yohayetsion/presentations", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "scanner-1dae982ba69f7e3a", "level": "note", "message": {"text": "Possibly dead Python function: add_slide_id"}, "properties": {"repobilityId": "44f73099af1ee0f2", "scanner": "scanner-primary", "fingerprint": "1dae982ba69f7e3a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "build-combined-deck.py:71"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-a2e3d90ac0f45648", "level": "note", "message": {"text": "Stray `console.log` in TS/JS \u2014 classify.js:142"}, "properties": {"repobilityId": "0578c6dad4875ef1", "scanner": "scanner-primary", "fingerprint": "a2e3d90ac0f45648", "layer": "frontend", "severity": "low", "confidence": 1.0, "tags": ["frontend-quality", "fq.console-leak"]}}, {"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-10d73af5e3d8de60", "level": "warning", "message": {"text": "Analyzer timeout: security.scan"}, "properties": {"repobilityId": "err::timeout::security.scan", "scanner": "scanner-primary", "fingerprint": "10d73af5e3d8de60", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["analyzer-error", "timeout"]}}, {"ruleId": "scanner-4601e3ad3bb28677", "level": "warning", "message": {"text": "No CI/CD pipelines detected"}, "properties": {"repobilityId": "c3ee439bce2bc51e", "scanner": "scanner-primary", "fingerprint": "4601e3ad3bb28677", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-6893a6c8b0861585", "level": "warning", "message": {"text": "Very low test-to-source ratio"}, "properties": {"repobilityId": "54a7de3f06314bf0", "scanner": "scanner-primary", "fingerprint": "6893a6c8b0861585", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "87aeca61eac78381", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-01f96f71d9907a8c", "level": "note", "message": {"text": "README lacks setup or run instructions"}, "properties": {"repobilityId": "8a100855067e1c0b", "scanner": "scanner-primary", "fingerprint": "01f96f71d9907a8c", "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": "ede5ab745bf050f3", "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": "44fb9f216f0d636b", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "warning", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "09b13dac879f1660", "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": "b4ec855a43400169", "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": "c417c7066ebe8f49", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}]}]}