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Skill purpose: 12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/microsoft-ml-for-beginners","api":"https://www.openagentskill.com/api/agent/skills/microsoft-ml-for-beginners","install_api":"https://www.openagentskill.com/api/skills/microsoft-ml-for-beginners/install","audit":"https://www.openagentskill.com/skills/microsoft-ml-for-beginners/audit","repository":"https://github.com/microsoft/ML-For-Beginners"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for GitHub automation","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"GitHub automation","best_for":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"proof_points":["86,912 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile"],"next_steps":["Install it in a sandbox agent and run one GitHub automation task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"recommendation_reasons":["Matches task terms: use, for, beginners, agent","Strong GitHub adoption: 86,912 stars","Quality score 78/100","Install handoff is available","Repository freshness signal is available"],"reasoning":"Strong task match. Evidence: 87K GitHub stars, verified author, 78 quality score. 12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all"}],"blocked_candidates":[{"slug":"zeyang23-formation-control","name":"Formation Control","match_score":118.91429930481847,"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/zeyang23-formation-control/audit"},{"slug":"izhangzhihao-real-time-data-warehouse","name":"Real Time Data Warehouse","match_score":111.47836249209526,"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. 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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/dingguodong-linuxbashshellscriptforops/audit"},{"slug":"qiangzi7723-spider-for-netease-music","name":"Spider For Netease Music","match_score":94.74078101467657,"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/qiangzi7723-spider-for-netease-music/audit"},{"slug":"alanchn31-movalytics-data-warehouse","name":"Movalytics Data Warehouse","match_score":94.01543294229516,"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/alanchn31-movalytics-data-warehouse/audit"}],"suggested_composition":{"name":"microsoft-ai-agents-for-beginners-agent-stack","description":"Start with AI Agents For Beginners, then add Web Dev For Beginners + ML For Beginners only if the workflow needs extra coverage.","skills":["microsoft-ai-agents-for-beginners","microsoft-web-dev-for-beginners","microsoft-ml-for-beginners"],"steps":["Prototype the task with AI Agents For Beginners 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":"2026-06-21T07:54:46.702Z","api_version":"1.0","total_skills_searched":19979,"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}}