{"task":"Use Practical Machine Learning With Python","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Practical Machine Learning With Python","agent":"codex","best_skill":{"slug":"ethen8181-machine-learning","name":"Machine Learning","description":":earth_americas: machine learning tutorials (mainly in Python3) ","category":"ml-automation","url":"https://www.openagentskill.com/skills/ethen8181-machine-learning","api_url":"https://www.openagentskill.com/api/agent/skills/ethen8181-machine-learning","audit_url":"https://www.openagentskill.com/skills/ethen8181-machine-learning/audit","repository":"https://github.com/ethen8181/machine-learning"},"install":{"command":"npx skills add ethen8181/machine-learning","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Machine Learning\" agent skill from https://github.com/ethen8181/machine-learning. 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Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"risk":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","88/100 agent safety score"]},"supply_asset":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent 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with: npx skills add ethen8181/machine-learning\nIf the audit or policy warnings are unacceptable, choose one of the alternatives."},"selected":{"rank":1,"match_score":240.3,"skill":{"slug":"ethen8181-machine-learning","name":"Machine Learning","description":":earth_americas: machine learning tutorials (mainly in Python3) ","category":"ml-automation","repository":"https://github.com/ethen8181/machine-learning","github_repo":"ethen8181/machine-learning"},"recommendation_reasons":["Matches task terms: use, machine, learning, python","Useful GitHub adoption: 3,445 stars","Install handoff is available","Repository freshness signal is available","Registry match score 240"],"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull 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Skill purpose: :earth_americas: machine learning tutorials (mainly in Python3)","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Machine Learning\" from https://github.com/ethen8181/machine-learning 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: :earth_americas: machine learning tutorials (mainly in Python3)","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"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"},{"slug":"rag-knowledge","title":"RAG and 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usage and workflow context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add labmlai/annotated_deep_learning_paper_implementations"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/labmlai/annotated_deep_learning_paper_implementations"},{"id":"review_status","label":"Review status","score":88,"weight":0.06,"status":"pass","detail":"AI review data available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"67K GitHub stars"},{"status":"info","label":"Recent maintenance","detail":"5mo since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow 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Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","86/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","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":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","86/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents 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."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add labmlai/annotated_deep_learning_paper_implementations","value":"Install the \"Annotated Deep Learning Paper Implementations\" agent skill from https://github.com/labmlai/annotated_deep_learning_paper_implementations. 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: 🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠","kind":"agent-prompt","steps":["Review Annotated Deep Learning Paper Implementations trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add labmlai/annotated_deep_learning_paper_implementations","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Annotated Deep Learning Paper Implementations\" agent skill from https://github.com/labmlai/annotated_deep_learning_paper_implementations. 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hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add rasbt/machine-learning-book"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/rasbt/machine-learning-book"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":[],"evidence":{"stars":"5.2K GitHub stars","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/rasbt/machine-learning-book","install":"npx skills add rasbt/machine-learning-book","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add 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Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","89/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","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":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","89/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents 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."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add rasbt/machine-learning-book","value":"Install the \"Machine Learning Book\" agent skill from https://github.com/rasbt/machine-learning-book. 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: Code Repository for Machine Learning with PyTorch and Scikit-Learn","kind":"agent-prompt","steps":["Review Machine Learning Book trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add rasbt/machine-learning-book","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Machine Learning Book\" agent skill from https://github.com/rasbt/machine-learning-book. 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: Code Repository for Machine Learning with PyTorch and Scikit-Learn","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Machine Learning Book\" as a Claude Code skill from https://github.com/rasbt/machine-learning-book. 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: Code Repository for Machine Learning with PyTorch and Scikit-Learn","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Machine Learning Book\" from https://github.com/rasbt/machine-learning-book 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: Code Repository for Machine Learning with PyTorch and Scikit-Learn","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"urls":{"web":"https://www.openagentskill.com/skills/rasbt-machine-learning-book","api":"https://www.openagentskill.com/api/agent/skills/rasbt-machine-learning-book","install_api":"https://www.openagentskill.com/api/skills/rasbt-machine-learning-book/install","audit":"https://www.openagentskill.com/skills/rasbt-machine-learning-book/audit","badge":"https://www.openagentskill.com/api/badge/rasbt-machine-learning-book?metric=audit","repository":"https://github.com/rasbt/machine-learning-book"}}],"blocked_candidates":[],"agent_workflow":{"mode":"resolve_review_install","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","selected_skill":{"slug":"ethen8181-machine-learning","name":"Machine Learning","url":"https://www.openagentskill.com/skills/ethen8181-machine-learning","repository":"https://github.com/ethen8181/machine-learning"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add ethen8181/machine-learning","value":"Install the \"Machine Learning\" agent skill from https://github.com/ethen8181/machine-learning. 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: :earth_americas: machine learning tutorials (mainly in Python3)","api":"https://www.openagentskill.com/api/skills/ethen8181-machine-learning/install"},"copy_paste_prompt":"Task: Use Practical Machine Learning With Python\nUse Machine Learning from https://www.openagentskill.com/skills/ethen8181-machine-learning.\nReview the audit first: https://www.openagentskill.com/skills/ethen8181-machine-learning/audit\nInstall handoff: https://www.openagentskill.com/api/skills/ethen8181-machine-learning/install\nInstall command: npx skills add ethen8181/machine-learning\nIf audit or policy warnings look unsafe for this workspace, use one of the alternatives instead.","api_sequence":[{"step":1,"label":"Resolve task","method":"GET","url":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Practical%20Machine%20Learning%20With%20Python&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/ethen8181-machine-learning"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/ethen8181-machine-learning/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/ethen8181-machine-learning/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 88/100 Safe to install with normal review","Audit score: 96/100 Safe to try","Trust score: 93/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"labmlai-annotated-deep-learning-paper-implementations","name":"Annotated Deep Learning Paper Implementations","reason":"Matches task terms: use, machine, learning, with","url":"https://www.openagentskill.com/skills/labmlai-annotated-deep-learning-paper-implementations","install_api":"https://www.openagentskill.com/api/skills/labmlai-annotated-deep-learning-paper-implementations/install"},{"slug":"pytorch-pytorch","name":"Pytorch","reason":"Matches task terms: use, machine, learning, with","url":"https://www.openagentskill.com/skills/pytorch-pytorch","install_api":"https://www.openagentskill.com/api/skills/pytorch-pytorch/install"},{"slug":"lightning-ai-pytorch-lightning","name":"Pytorch Lightning","reason":"Matches task terms: use, machine, learning, with","url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning","install_api":"https://www.openagentskill.com/api/skills/lightning-ai-pytorch-lightning/install"}],"expected_agent_output":{"selected_skill":"slug and name","install_command":"command or agent prompt used","risk_summary":"audit, trust, and policy notes","next_step":"what the agent will do after install"}},"policy_decision":{"status":"approved_for_agent_install","summary":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_decision":{"input_task":"Use Practical Machine Learning With Python","recommended_skill":{"slug":"ethen8181-machine-learning","name":"Machine Learning","url":"https://www.openagentskill.com/skills/ethen8181-machine-learning","audit_url":"https://www.openagentskill.com/skills/ethen8181-machine-learning/audit","repository":"https://github.com/ethen8181/machine-learning","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"labmlai-annotated-deep-learning-paper-implementations","name":"Annotated Deep Learning Paper Implementations","url":"https://www.openagentskill.com/skills/labmlai-annotated-deep-learning-paper-implementations","install_command":"npx skills add labmlai/annotated_deep_learning_paper_implementations","why_consider":"Matches task terms: use, machine, learning, with","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"86/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}},{"slug":"pytorch-pytorch","name":"Pytorch","url":"https://www.openagentskill.com/skills/pytorch-pytorch","install_command":"npx skills add pytorch/pytorch","why_consider":"Matches task terms: use, machine, learning, with","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"91/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}},{"slug":"lightning-ai-pytorch-lightning","name":"Pytorch Lightning","url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning","install_command":"npx skills add Lightning-AI/pytorch-lightning","why_consider":"Matches task terms: use, machine, learning, with","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}}],"install_command":"npx skills add ethen8181/machine-learning","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, machine, learning, python","Useful GitHub adoption: 3,445 stars","Install handoff is available","Repository freshness signal is available","Registry match score 240","Primary pick for GitHub automation"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]},"safety_gate":{"tier":"verified","label":"Verified","auto_install_policy":"allow","action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_next_steps":["Read the audit URL before installing.","Install in a sandbox or low-risk workspace first.","Use install command: npx skills add ethen8181/machine-learning","After installation, run one narrow task and report output, warnings, and files touched."]},"benchmark":{"endpoint":"https://www.openagentskill.com/api/agent/evals","note":"Use the evals endpoint to regression-test recommendation quality before changing ranking logic."},"meta":{"endpoint":"/api/agent/resolve","api_version":"2.0","generated_at":"2026-06-16T13:05:41.341Z","total_skills_searched":2980,"total_candidates":15,"candidate_pool":{"sort":"quality","size":2980,"note":"Resolver searches the highest-quality candidate pool for low-latency agent use. Browse /skills for the full public index."},"contract":{"best_skill":"recommendation.best_skill","install":"recommendation.install","why":"recommendation.why_recommended","risk":"recommendation.risk","alternatives":"recommendation.alternatives"}}}