{"task":"Use Python Machine Learning Book","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Python Machine Learning Book","agent":"codex","best_skill":{"slug":"rasbt-machine-learning-book","name":"Machine Learning Book","description":"Code Repository for Machine Learning with PyTorch and Scikit-Learn","category":"ml-automation","url":"https://www.openagentskill.com/skills/rasbt-machine-learning-book","api_url":"https://www.openagentskill.com/api/agent/skills/rasbt-machine-learning-book","audit_url":"https://www.openagentskill.com/skills/rasbt-machine-learning-book/audit","repository":"https://github.com/rasbt/machine-learning-book"},"install":{"command":"npx skills add rasbt/machine-learning-book","target":"codex","label":"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","install_api":"https://www.openagentskill.com/api/skills/rasbt-machine-learning-book/install","ready":true,"review_required":false,"auto_install_allowed":true,"policy":"allow"},"why_recommended":["Matches task terms: use, machine, learning, book","Useful GitHub adoption: 5,226 stars","Install handoff is available","Repository freshness signal is available","Registry match score 290","Primary pick for Coding agents","94/100 OpenAgentSkill Trust Score v2","97/100 audit score"],"trust_score_v2":{"score":94,"tier":"production","label":"Production candidate","install_policy":"agent_install_candidate","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"},"agent_compatibility":["Jupyter Notebook","Machine 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":"89/100 Safe to install with normal review","trust":"94/100 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","89/100 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":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"rag-knowledge","title":"RAG and knowledge"}]},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-06-15T14:33:04+00:00"},"github_quality":{"stars":5226,"starsLabel":"5.2K","forks":1817,"license":"MIT","qualityScore":100,"trustScore":94,"auditScore":97},"coverage_tags":["Coding","Coding agents","ml-automation","machine-learning","automation","ml-media","deep-learning","neural-networks"]},"alternatives":[{"slug":"ethen8181-machine-learning","name":"Machine Learning","url":"https://www.openagentskill.com/skills/ethen8181-machine-learning","install_command":"npx skills add ethen8181/machine-learning","trust_score":93,"audit_score":96,"safety_score":88,"why_consider":"Matches task terms: use, python, machine, learning","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}},{"slug":"meta-llama-llama-cookbook","name":"Llama Cookbook","url":"https://www.openagentskill.com/skills/meta-llama-llama-cookbook","install_command":"npx skills add meta-llama/llama-cookbook","trust_score":98,"audit_score":98,"safety_score":90,"why_consider":"Matches task terms: use, python, machine, learning","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"fastai-fastai","name":"Fastai","url":"https://www.openagentskill.com/skills/fastai-fastai","install_command":"npx skills add fastai/fastai","trust_score":95,"audit_score":97,"safety_score":89,"why_consider":"Matches task terms: use, python, machine, learning","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 Production candidate","notes":[]}},{"slug":"ageron-handson-ml","name":"Handson Ml","url":"https://www.openagentskill.com/skills/ageron-handson-ml","install_command":"npx skills add ageron/handson-ml","trust_score":98,"audit_score":98,"safety_score":90,"why_consider":"Matches task terms: use, python, machine, learning","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}}],"agent_instruction":"Use Machine Learning Book for: Use Python Machine Learning Book\nReview audit: https://www.openagentskill.com/skills/rasbt-machine-learning-book/audit\nInstall in a sandbox first with: npx skills add rasbt/machine-learning-book\nIf the audit or policy warnings are unacceptable, choose one of the alternatives."},"selected":{"rank":1,"match_score":289.5,"skill":{"slug":"rasbt-machine-learning-book","name":"Machine Learning Book","description":"Code Repository for Machine Learning with PyTorch and 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Notebook"],"install":{"ready":true,"command":"npx skills add rasbt/machine-learning-book","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":5226,"starsLabel":"5.2K","forks":1817,"license":"MIT","qualityScore":100,"trustScore":94,"auditScore":97},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-06-15T14:33:04+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Coding","Coding agents","ml-automation","machine-learning","automation","ml-media","deep-learning","neural-networks"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"5.2K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install 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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 rasbt/machine-learning-book"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/rasbt/machine-learning-book"},{"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":"5.2K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk 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 rasbt/machine-learning-book","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","Pushed today"]},"agentCompatibility":["Jupyter Notebook","Machine Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":89,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. 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. 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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"}},"alternatives":[{"rank":2,"match_score":272.3,"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, python, machine, learning","Useful GitHub adoption: 3,445 stars","Install handoff is available","Repository freshness signal is available","Registry match score 272"],"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 requests, and summarize repository changes.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","HTML"],"install":{"ready":true,"command":"npx skills add ethen8181/machine-learning","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":3445,"starsLabel":"3.4K","forks":668,"license":"MIT","qualityScore":100,"trustScore":93,"auditScore":96},"maintenance":{"status":"fresh","label":"10d since push","daysSincePush":10,"lastPushedAt":"2026-06-05T23:09:38+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Coding","GitHub automation","ml-automation","machine-learning","automation","ml-media","data-science","deep-learning"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"3.4K","tone":"positive"},{"label":"Freshness","value":"10d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":93,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.16,"status":"pass","detail":"3.4K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"10d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":74,"weight":0.16,"status":"info","detail":"Public metadata needs stronger README/SKILL.md 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 ethen8181/machine-learning"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/ethen8181/machine-learning"},{"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":"3.4K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"10d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add ethen8181/machine-learning"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/ethen8181/machine-learning"},{"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","Meaningful GitHub adoption signal"],"warnings":[],"evidence":{"stars":"3.4K GitHub stars","lastPushed":"10d since push","license":"MIT","repository":"https://github.com/ethen8181/machine-learning","install":"npx skills add ethen8181/machine-learning","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add ethen8181/machine-learning","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","10d since push"]},"agentCompatibility":["HTML","Machine Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"audit":{"audit_score":96,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":88,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. 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","88/100 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","88/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for GitHub automation","role":"Primary pick","best_for":["GitHub automation 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 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."]},"install_plan":{"target":"codex","label":"Codex install 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)","kind":"agent-prompt","steps":["Review Machine Learning 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 ethen8181/machine-learning","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\" agent skill from https://github.com/ethen8181/machine-learning. 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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 knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"urls":{"web":"https://www.openagentskill.com/skills/ethen8181-machine-learning","api":"https://www.openagentskill.com/api/agent/skills/ethen8181-machine-learning","install_api":"https://www.openagentskill.com/api/skills/ethen8181-machine-learning/install","audit":"https://www.openagentskill.com/skills/ethen8181-machine-learning/audit","badge":"https://www.openagentskill.com/api/badge/ethen8181-machine-learning?metric=audit","repository":"https://github.com/ethen8181/machine-learning"}},{"rank":3,"match_score":245.6,"skill":{"slug":"meta-llama-llama-cookbook","name":"Llama Cookbook","description":"Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services  ","category":"ml-automation","repository":"https://github.com/meta-llama/llama-cookbook","github_repo":"meta-llama/llama-cookbook"},"recommendation_reasons":["Matches task terms: use, python, machine, learning","Strong GitHub adoption: 18,356 stars","Quality score 73/100","Install handoff is available","Repository freshness signal is available"],"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":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","LangChain","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add meta-llama/llama-cookbook","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":18356,"starsLabel":"18K","forks":2740,"license":"MIT","qualityScore":100,"trustScore":98,"auditScore":98},"maintenance":{"status":"fresh","label":"27d since push","daysSincePush":27,"lastPushedAt":"2026-05-19T18:42:31+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Coding","Coding agents","ml-automation","machine-learning","automation","ml-media","ai","finetuning"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"18K","tone":"positive"},{"label":"Freshness","value":"27d ago","tone":"positive"},{"label":"Install 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in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add meta-llama/llama-cookbook"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/meta-llama/llama-cookbook"},{"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":"18K GitHub stars","lastPushed":"27d since push","license":"MIT","repository":"https://github.com/meta-llama/llama-cookbook","install":"npx skills add meta-llama/llama-cookbook","documentation":"Strong README/SKILL.md context"},"installReadiness":{"ready":true,"command":"npx skills add 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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: ⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.","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 \"Handson Ml\" as a Claude Code skill from https://github.com/ageron/handson-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: ⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.","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 \"Handson Ml\" from https://github.com/ageron/handson-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: ⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.","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":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/ageron-handson-ml","api":"https://www.openagentskill.com/api/agent/skills/ageron-handson-ml","install_api":"https://www.openagentskill.com/api/skills/ageron-handson-ml/install","audit":"https://www.openagentskill.com/skills/ageron-handson-ml/audit","badge":"https://www.openagentskill.com/api/badge/ageron-handson-ml?metric=audit","repository":"https://github.com/ageron/handson-ml"}}],"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":"rasbt-machine-learning-book","name":"Machine Learning Book","url":"https://www.openagentskill.com/skills/rasbt-machine-learning-book","repository":"https://github.com/rasbt/machine-learning-book"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-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","api":"https://www.openagentskill.com/api/skills/rasbt-machine-learning-book/install"},"copy_paste_prompt":"Task: Use Python Machine Learning Book\nUse Machine Learning Book from https://www.openagentskill.com/skills/rasbt-machine-learning-book.\nReview the audit first: https://www.openagentskill.com/skills/rasbt-machine-learning-book/audit\nInstall handoff: https://www.openagentskill.com/api/skills/rasbt-machine-learning-book/install\nInstall command: npx skills add rasbt/machine-learning-book\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%20Python%20Machine%20Learning%20Book&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/rasbt-machine-learning-book"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/rasbt-machine-learning-book/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/rasbt-machine-learning-book/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 89/100 Safe to install with normal review","Audit score: 97/100 Safe to try","Trust score: 94/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"ethen8181-machine-learning","name":"Machine Learning","reason":"Matches task terms: use, python, machine, learning","url":"https://www.openagentskill.com/skills/ethen8181-machine-learning","install_api":"https://www.openagentskill.com/api/skills/ethen8181-machine-learning/install"},{"slug":"meta-llama-llama-cookbook","name":"Llama Cookbook","reason":"Matches task terms: use, python, machine, learning","url":"https://www.openagentskill.com/skills/meta-llama-llama-cookbook","install_api":"https://www.openagentskill.com/api/skills/meta-llama-llama-cookbook/install"},{"slug":"fastai-fastai","name":"Fastai","reason":"Matches task terms: use, python, machine, learning","url":"https://www.openagentskill.com/skills/fastai-fastai","install_api":"https://www.openagentskill.com/api/skills/fastai-fastai/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 Python Machine Learning Book","recommended_skill":{"slug":"rasbt-machine-learning-book","name":"Machine Learning Book","url":"https://www.openagentskill.com/skills/rasbt-machine-learning-book","audit_url":"https://www.openagentskill.com/skills/rasbt-machine-learning-book/audit","repository":"https://github.com/rasbt/machine-learning-book","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"ethen8181-machine-learning","name":"Machine Learning","url":"https://www.openagentskill.com/skills/ethen8181-machine-learning","install_command":"npx skills add ethen8181/machine-learning","why_consider":"Matches task terms: use, python, machine, learning","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}},{"slug":"meta-llama-llama-cookbook","name":"Llama Cookbook","url":"https://www.openagentskill.com/skills/meta-llama-llama-cookbook","install_command":"npx skills add meta-llama/llama-cookbook","why_consider":"Matches task terms: use, python, machine, learning","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"fastai-fastai","name":"Fastai","url":"https://www.openagentskill.com/skills/fastai-fastai","install_command":"npx skills add fastai/fastai","why_consider":"Matches task terms: use, python, machine, learning","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 Production candidate","notes":[]}}],"install_command":"npx skills add rasbt/machine-learning-book","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, machine, learning, book","Useful GitHub adoption: 5,226 stars","Install handoff is available","Repository freshness signal is available","Registry match score 290","Primary pick for Coding agents"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"94/100 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 rasbt/machine-learning-book","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":"2026-06-16T13:05:53.187Z","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"}}}