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Skill purpose: H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/h2oai/h2o-3","github_repo":"h2oai/h2o-3","version":"1.0.0","license":"Apache-2.0","updated_at":"2026-06-16T09:08:11.484291+00:00","canonical_key":"h2oai/h2o-3","recommendation_reasons":["Matches task terms: automl","Useful GitHub adoption: 7,492 stars","Install handoff is available","Repository freshness signal is available","Registry match score 11"],"urls":{"web":"https://www.openagentskill.com/skills/h2oai-h2o-3","api":"https://www.openagentskill.com/api/agent/skills/h2oai-h2o-3","install_api":"https://www.openagentskill.com/api/skills/h2oai-h2o-3/install","audit":"https://www.openagentskill.com/skills/h2oai-h2o-3/audit","repository":"https://github.com/h2oai/h2o-3"}},{"rank":7,"match_score":11,"raw_match_score":73.3,"slug":"marker-inc-korea-autorag","name":"AutoRAG","description":"AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation","tagline":"AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation","category":"data","tags":["rag","retrieval","analysis","automl","benchmarking","document-parser","embeddings","evaluation","llm","llm-evaluation"],"author":{"name":"Marker-Inc-Korea","verified":true,"url":"https://github.com/Marker-Inc-Korea"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"Marker-Inc-Korea/AutoRAG","creatorName":"Marker-Inc-Korea","creatorUrl":"https://github.com/Marker-Inc-Korea","sourceUrl":"https://github.com/Marker-Inc-Korea/AutoRAG","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/marker-inc-korea-autorag#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. 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Skill purpose: AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation"}],"handoff_url":"https://www.openagentskill.com/api/skills/marker-inc-korea-autorag/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/marker-inc-korea-autorag"},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"4.8K GitHub stars","repoActivity":"4.8K stars, 403 forks","lastPushed":"2mo since push","license":"Apache-2.0","repository":"https://github.com/Marker-Inc-Korea/AutoRAG","install":"npx skills add Marker-Inc-Korea/AutoRAG","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","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":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["data","rag","retrieval","analysis","automl","benchmarking"],"known_risks":["Documentation summary is thin"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":91,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":99,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"2mo since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Documentation summary is thin","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Use AutoRAG in an agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 87/100 Production candidate","Audit: 91/100 Safe to try","Safety: 75/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"marker-inc-korea-autorag (AutoRAG)","install_command":"npx skills add Marker-Inc-Korea/AutoRAG","risk_summary":"Safe to try; 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