{"task":"Use Graph Fraud Detection Papers in an agent workflow","recommendations":[{"rank":1,"skill":"Graph Fraud Detection Papers","slug":"safe-graph-graph-fraud-detection-papers","description":"A curated list of Graph/Transformer-based fraud, anomaly, and outlier detection papers & resources","confidence":"1.00","match_label":"Strong task match","safety_adjusted_score":272.6807508386378,"install":"npx skills add safe-graph/graph-fraud-detection-papers","repository":"https://github.com/safe-graph/graph-fraud-detection-papers","stats":{"stars":1853,"downloads":0,"rating":0,"quality_score":64.58},"quality":{"score":99,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"1.9K","tone":"positive"},{"label":"Freshness","value":"30d ago","tone":"positive"},{"label":"Install 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Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"url":"https://www.openagentskill.com/skills/b3nnyl-figgo/audit"},{"slug":"regel-loudml","name":"Loudml","match_score":54.99359967869357,"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/regel-loudml/audit"}],"suggested_composition":{"name":"safe-graph-graph-fraud-detection-papers-agent-stack","description":"Start with Graph Fraud Detection Papers, then add Awesome Multi Agent Papers + CGraph only if the workflow needs extra coverage.","skills":["safe-graph-graph-fraud-detection-papers","kyegomez-awesome-multi-agent-papers","chunelfeng-cgraph"],"steps":["Prototype the task with Graph Fraud Detection Papers as the primary skill.","Add the second skill only if the first one leaves a capability gap.","Keep the third skill as a fallback during evaluation instead of installing everything at once."]},"suggested_stacks":[{"slug":"web-data-pipeline","name":"Web data pipeline stack","url":"https://www.openagentskill.com/collections/web-data-pipeline","use_case":"web-scraping"},{"slug":"coding-review-agent","name":"Coding review agent stack","url":"https://www.openagentskill.com/collections/coding-review-agent","use_case":"coding-agents"}],"meta":{"timestamp":"2026-06-17T10:25:16.872Z","api_version":"1.0","total_skills_searched":10180,"blocked_candidates":5,"safety_policy":"Blocked candidates are excluded from recommendations. Verified and reviewed candidates receive ranking priority.","public_search_endpoint":"https://www.openagentskill.com/api/skills/search","agent_friendly":true}}