{"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: ryancinsight/Mnemosyne", "shortDescription": {"text": "Foundry mined unresolved feedback: ryancinsight/Mnemosyne"}, "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: ryancinsight/Mnemosyne\nThread: ryancinsight/Mnemosyne#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: ryancinsight/Mnemosyne\nThread: ryancinsight/Mnemosyne#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ryancinsight/Mnemosyne#1\nRepo: ryancinsight/Mnemosyne\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: {'ch"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.7, "cwe": "", "owasp": ""}}, {"id": "foundry_assumption_check", "name": "Foundry mined assumption checks: ryancinsight/Mnemosyne", "shortDescription": {"text": "Foundry mined assumption checks: ryancinsight/Mnemosyne"}, "fullDescription": {"text": "Comment chain pattern product: assumption_checks\nRepo: ryancinsight/Mnemosyne\nThread: ryancinsight/Mnemosyne#1\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: ryancinsight/Mnemosyne#1\nRepo: ryancinsight/Mnemosyne\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-19fc5fc4ff9c2062\",\n    \"kind\": \"issue_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/ryancinsight/Mnemosyne/issues/1\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind:"}, "properties": {"scanner": "foundry_dataset", "category": "practices", "severity": "medium", "confidence": 0.62, "cwe": "", "owasp": ""}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-4601e3ad3bb28677", "name": "No CI/CD pipelines detected", "shortDescription": {"text": "No CI/CD pipelines detected"}, "fullDescription": {"text": "No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-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-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, ci. 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": "low", "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/18632"}, "properties": {"repository": "ryancinsight/Mnemosyne", "repoUrl": "https://github.com/ryancinsight/Mnemosyne", "branch": "main"}, "results": [{"ruleId": "foundry_unresolved_feedback", "level": "warning", "message": {"text": "Foundry mined unresolved feedback: ryancinsight/Mnemosyne"}, "properties": {"repobilityId": 369606, "scanner": "foundry_dataset", "fingerprint": "43bedc621dc708ba74f98ff0806ed1d84215b03035980d340e92508cb707a6fa", "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": "ryancinsight/Mnemosyne#1", "issue_number": "1", "quality_tiers": {"unresolved": 3}, "repo_full_name": "ryancinsight/Mnemosyne", "training_usage": "negative_or_unresolved", "source_motif_id": "graph-pattern-motif-thread-bd8fbaa15adb5c28", "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: ryancinsight/Mnemosyne\nThread: ryancinsight/Mnemosyne#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: ryancinsight/Mnemosyne\nThread: ryancinsight/Mnemosyne#1\nGraph gold label: needs_more_evidence\nThread graph evidence:\nGitHub issue/PR evidence subgraph\nThread: ryancinsight/Mnemosyne#1\nRepo: ryancinsight/Mnemosyne\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/ryancinsight/Mnemosyne", "source_id": "graph-query-motif_query-c3c262e705362dcb", "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": "ryancinsight/Mnemosyne", "source_dataset": "graph_queries/unresolved_feedback", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "foundry_assumption_check", "level": "warning", "message": {"text": "Foundry mined assumption checks: ryancinsight/Mnemosyne"}, "properties": {"repobilityId": 311867, "scanner": "foundry_dataset", "fingerprint": "7427737423f3d1cf4892432236f30dedddd35cf411daae05b24b5e8c38320efa", "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": "ryancinsight/Mnemosyne#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": "ryancinsight/Mnemosyne", "training_usage": "negative_or_unresolved", "confidence_tier": "unresolved", "source_chain_id": "evidence-chain-issue_chain-a377714f5abdb7ba", "helicopter_views": {}, "artifact_families": {"docs": 2}, "source_chain_kind": "issue_chain", "changed_file_count": 0, "source_graph_label": "source_artifact_without_verification_graph", "changed_file_labels": {}, "linked_commit_count": 0, "helicopter_view_count": 0, "source_artifact_count": 2, "classification_reasons": ["source_graph_has_real_artifacts", "link_quality_unresolved"], "linked_ci_commit_count": 0, "verification_artifact_count": 0, "design_schema_api_artifact_count": 0}, "text": "Comment chain pattern product: assumption_checks\nRepo: ryancinsight/Mnemosyne\nThread: ryancinsight/Mnemosyne#1\nOutcome: ambiguous_needs_more_evidence\nThread label: thread_needs_classification\nSource graph label: source_artifact_without_verification_graph\nReasons: source_graph_has_real_artifacts, link_quality_unresolved\nChain evidence:\nIssue/PR evidence chain: ryancinsight/Mnemosyne#1\nRepo: ryancinsight/Mnemosyne\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-19fc5fc4ff9c2062\",\n    \"kind\": \"issue_body\",\n    \"label\": \"human_feedback_general\",\n    \"polarity\": \"neutral\",\n    \"url\": \"https://github.com/ryancinsight/Mnemosyne/issues/1\",\n    \"text\": \"GitHub feedback: human_feedback_general\\nPolarity: neutral\\nKind: issue_body\\nRepo: ryancinsight/Mnemosyne\\nAuthor: ryancinsight (User)\\nURL: https://github.com/ryancinsight/Mnemosyne/issues/1\\nTitle: Benchmarks\\nBody:\\n@SchrodingerZhu do you still have that repository where you compared snmalloc to mimalloc if I remember correctly?\\n\"\n  }\n]\nChanged files:\n[]\nLinked chain ids:\n[\"evidence-chain-comment_to_commit-d066dec2cf42dd24\"]\nSource graph evidence:\nSource evidence repo graph summary\nRepo: ryancinsight/Mnemosyne\nGraph label: source_artifact_without_verification_graph\nNodes: 6\nEdges: 8\nNode types: {\"cooccurrence_profile\": 1, \"github_repo_summary\": 1, \"repo\": 1, \"source_artifact\": 2, \"source_bundle\": 1}\nEdge types: {\"artifact_needs_claim_verification\": 2, \"repo_has_cooccurrence_profile\": 1, \"repo_has_github_evidence_summary\": 1, \"repo_has_source_artifact\": 2, \"repo_has_source_bundle\": 1, \"source_bundle_uses_cooccurrence_profile\": 1}\nArtifact families: {\"docs\": 2}\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/ryancinsight/Mnemosyne", "source_id": "comment-chain-pattern-assumption_checks-b70d8379efcbe3d4", "synthetic": false, "gold_label": "", "graph_label": "source_artifact_without_verification_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": "ryancinsight/Mnemosyne", "source_dataset": "comment_chain_patterns/assumption_checks", "training_usage": "negative_or_unresolved"}}}, {"ruleId": "scanner-9710c8d059e53154", "level": "none", "message": {"text": "No frontend routes/components detected"}, "properties": {"repobilityId": "44ca61485762e494", "scanner": "scanner-primary", "fingerprint": "9710c8d059e53154", "layer": "frontend", "severity": "info", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-6372cebde0220094", "level": "warning", "message": {"text": "No auth library detected"}, "properties": {"repobilityId": "a5b6035a5bbf8054", "scanner": "scanner-primary", "fingerprint": "6372cebde0220094", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["coverage", "auth"]}}, {"ruleId": "scanner-4601e3ad3bb28677", "level": "warning", "message": {"text": "No CI/CD pipelines detected"}, "properties": {"repobilityId": "c3ee439bce2bc51e", "scanner": "scanner-primary", "fingerprint": "4601e3ad3bb28677", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "15c30a1c7520b60f", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "note", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "c94a312908b917e8", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "low", "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": "ed94529e09400b68", "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": "828d57e3405fc668", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}]}]}