{"query":"Anomaly Detection Resources","filters":{"category":null,"platform":null,"track":null,"safety":null,"include_blocked":false,"min_stars":0},"total":10,"skills":[{"rank":1,"match_score":99,"raw_match_score":894.5,"slug":"yzhao062-anomaly-detection-resources","name":"Anomaly Detection Resources","description":"Anomaly detection related books, papers, videos, and toolboxes. Last update late 2025 for LLM and VLM works!","tagline":"Anomaly detection related books, papers, videos, and toolboxes. 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Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A curated list of Graph/Transformer-based fraud, anomaly, and outlier detection papers & resources"}],"handoff_url":"https://www.openagentskill.com/api/skills/safe-graph-graph-fraud-detection-papers/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/safe-graph-graph-fraud-detection-papers"},"trust":{"score":84,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.9K GitHub stars","repoActivity":"1.9K stars, 296 forks","lastPushed":"3mo since push","license":"Unknown","repository":"https://github.com/safe-graph/graph-fraud-detection-papers","install":"npx skills add safe-graph/graph-fraud-detection-papers","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["ml-automation","machine-learning","automation","ml-media","academic-publications","anomaly-detection"],"known_risks":["License is unclear","Documentation summary is thin","License clarity: Unknown"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. 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