{"eval":{"version":"openagentskill-skill-eval-v1","slug":"eugeneyan-applied-ml","name":"Applied Ml","generated_at":"2026-07-03T21:46:22.677Z","task_input":"Evaluate Applied Ml before installing it in an AI agent workflow","status":"review","score":80,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect source files","Explain architecture"],"suited_agents":["Machine Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add eugeneyan/applied-ml","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add eugeneyan/applied-ml"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Applied Ml\" agent skill from https://github.com/eugeneyan/applied-ml. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Applied Ml\" as a Claude Code skill from https://github.com/eugeneyan/applied-ml. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Applied Ml\" from https://github.com/eugeneyan/applied-ml into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production."}]},"trust":{"score":86,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"30K GitHub stars","repoActivity":"30K stars, 3.9K forks","lastPushed":"2y since push","license":"MIT","repository":"https://github.com/eugeneyan/applied-ml","install":"npx skills add eugeneyan/applied-ml","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Recent maintenance: 2y since push"]},"safety_gate":{"score":65,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Repository appears stale"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Applied Ml before installing it in an AI agent workflow","ml-automation","GitHub automation workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add eugeneyan/applied-ml"]},{"id":"install_safety","label":"Install command 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workspace.","Repository appears stale"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":90,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"fail","score":38,"required_for_auto_install":false,"detail":"2y since push","evidence":["2y since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Applied Ml\" as a Claude Code skill from https://github.com/eugeneyan/applied-ml. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Applied Ml\" from https://github.com/eugeneyan/applied-ml into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production."}],"handoff_url":"https://www.openagentskill.com/api/skills/eugeneyan-applied-ml/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/eugeneyan-applied-ml"},"trust":{"score":86,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"30K GitHub stars","repoActivity":"30K stars, 3.9K forks","lastPushed":"2y since push","license":"MIT","repository":"https://github.com/eugeneyan/applied-ml","install":"npx skills add eugeneyan/applied-ml","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","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":["ml-automation","machine-learning","automation","ml-media","applied-data-science","applied-machine-learning"],"known_risks":["Repository looks stale","Recent maintenance: 2y since push"]},"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":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Recent maintenance: 2y since push"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":87,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"2y since push","risk":"Needs review"},"alternative_skills":[{"slug":"tensorflow-tensorflow","name":"Tensorflow","url":"https://www.openagentskill.com/skills/tensorflow-tensorflow","stars":195681,"install_command":"npx skills add tensorflow/tensorflow","trust_score":91,"audit_score":94},{"slug":"huggingface-transformers","name":"Transformers","url":"https://www.openagentskill.com/skills/huggingface-transformers","stars":161622,"install_command":"npx skills add huggingface/transformers","trust_score":94,"audit_score":95},{"slug":"pytorch-pytorch","name":"Pytorch","url":"https://www.openagentskill.com/skills/pytorch-pytorch","stars":100810,"install_command":"npx skills add pytorch/pytorch","trust_score":88,"audit_score":92},{"slug":"rasbt-llms-from-scratch","name":"LLMs From Scratch","url":"https://www.openagentskill.com/skills/rasbt-llms-from-scratch","stars":97256,"install_command":"npx skills add rasbt/LLMs-from-scratch","trust_score":87,"audit_score":90}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","Repository appears stale","Recent maintenance: 2y since push","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","production agents without a sandbox test and repository review"],"agent_contract":{"task_input":"Evaluate Applied Ml before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 86/100 Production candidate","Audit: 81/100 Needs review","Safety: 65/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"eugeneyan-applied-ml (Applied Ml)","install_command":"npx skills add eugeneyan/applied-ml","risk_summary":"Needs review; 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Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T21:46:22.677Z"}}