{"task":"Use Python Devops Book","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Python Devops Book","agent":"codex","best_skill":{"slug":"recommenders-team-recommenders","name":"Recommenders","description":"Best Practices on Recommendation Systems","category":"devops","url":"https://www.openagentskill.com/skills/recommenders-team-recommenders","api_url":"https://www.openagentskill.com/api/agent/skills/recommenders-team-recommenders","audit_url":"https://www.openagentskill.com/skills/recommenders-team-recommenders/audit","repository":"https://github.com/recommenders-team/recommenders"},"install":{"command":"npx skills add recommenders-team/recommenders","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Recommenders\" agent skill from https://github.com/recommenders-team/recommenders. 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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":"95/100 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":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"sports-analytics","title":"Sports analytics"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"coding-agents","title":"Coding agents"}]},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-06-14T07:01:15+00:00"},"github_quality":{"stars":21768,"starsLabel":"22K","forks":3325,"license":"MIT","qualityScore":100,"trustScore":95,"auditScore":97},"coverage_tags":["Coding","GitHub automation","devops","kubernetes","ai","artificial-intelligence","data-science","deep-learning"]},"alternatives":[{"slug":"kubernetes-client-python","name":"Python","url":"https://www.openagentskill.com/skills/kubernetes-client-python","install_command":"npx skills add kubernetes-client/python","trust_score":93,"audit_score":96,"safety_score":88,"why_consider":"Matches task terms: use, python, devops","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}},{"slug":"jupyterhub-zero-to-jupyterhub-k8s","name":"Zero To Jupyterhub K8s","url":"https://www.openagentskill.com/skills/jupyterhub-zero-to-jupyterhub-k8s","install_command":"npx skills add jupyterhub/zero-to-jupyterhub-k8s","trust_score":89,"audit_score":93,"safety_score":77,"why_consider":"Matches task terms: use, python, devops, book","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"77/100 Review before install","trust":"89/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}},{"slug":"opendevops-cn-opendevops","name":"Opendevops","url":"https://www.openagentskill.com/skills/opendevops-cn-opendevops","install_command":"npx skills add opendevops-cn/opendevops","trust_score":90,"audit_score":94,"safety_score":86,"why_consider":"Matches task terms: use, python, devops","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"86/100 Safe to install with normal review","trust":"90/100 Production candidate","notes":[]}},{"slug":"errbotio-errbot","name":"Errbot","url":"https://www.openagentskill.com/skills/errbotio-errbot","install_command":"npx skills add errbotio/errbot","trust_score":96,"audit_score":97,"safety_score":89,"why_consider":"Matches task terms: use, python, devops","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"96/100 Production candidate","notes":[]}}],"agent_instruction":"Use Recommenders for: Use Python Devops Book\nReview audit: https://www.openagentskill.com/skills/recommenders-team-recommenders/audit\nInstall in a sandbox first with: npx skills add recommenders-team/recommenders\nIf the audit or policy warnings are unacceptable, choose one of the alternatives."},"selected":{"rank":1,"match_score":186.1,"skill":{"slug":"recommenders-team-recommenders","name":"Recommenders","description":"Best Practices on Recommendation 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skills add recommenders-team/recommenders","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":21768,"starsLabel":"22K","forks":3325,"license":"MIT","qualityScore":100,"trustScore":95,"auditScore":97},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-06-14T07:01:15+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","devops","kubernetes","ai","artificial-intelligence","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":"22K","tone":"positive"},{"label":"Freshness","value":"2d ago","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 recommenders-team/recommenders"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/recommenders-team/recommenders"},{"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":"22K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"2d 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 recommenders-team/recommenders"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/recommenders-team/recommenders"},{"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":"22K GitHub stars","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/recommenders-team/recommenders","install":"npx skills add recommenders-team/recommenders","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add recommenders-team/recommenders","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","2d since push"]},"agentCompatibility":["Python","Kubernetes","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 Sports analytics","role":"Primary pick","best_for":["Sports analytics 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 Sports analytics 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 recommenders-team/recommenders","value":"Install the \"Recommenders\" agent skill from https://github.com/recommenders-team/recommenders. 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: Best Practices on Recommendation Systems","kind":"agent-prompt","steps":["Review Recommenders 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 recommenders-team/recommenders","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 \"Recommenders\" agent skill from https://github.com/recommenders-team/recommenders. 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Skill purpose: Best Practices on Recommendation Systems","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 \"Recommenders\" from https://github.com/recommenders-team/recommenders 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: Best Practices on Recommendation Systems","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"},{"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"}],"urls":{"web":"https://www.openagentskill.com/skills/recommenders-team-recommenders","api":"https://www.openagentskill.com/api/agent/skills/recommenders-team-recommenders","install_api":"https://www.openagentskill.com/api/skills/recommenders-team-recommenders/install","audit":"https://www.openagentskill.com/skills/recommenders-team-recommenders/audit","badge":"https://www.openagentskill.com/api/badge/recommenders-team-recommenders?metric=audit","repository":"https://github.com/recommenders-team/recommenders"}},"alternatives":[{"rank":2,"match_score":178.6,"skill":{"slug":"kubernetes-client-python","name":"Python","description":"Official Python client library for kubernetes","category":"devops","repository":"https://github.com/kubernetes-client/python","github_repo":"kubernetes-client/python"},"recommendation_reasons":["Matches task terms: use, python, devops","Useful GitHub adoption: 7,594 stars","Install handoff is available","Repository freshness signal is available","Registry match score 179"],"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","Python"],"install":{"ready":true,"command":"npx skills add kubernetes-client/python","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":7594,"starsLabel":"7.6K","forks":3500,"license":"Apache-2.0","qualityScore":100,"trustScore":93,"auditScore":96},"maintenance":{"status":"fresh","label":"8d since push","daysSincePush":8,"lastPushedAt":"2026-06-08T03:02:20+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","devops","kubernetes","client-python","k8s","k8s-sig-api-machinery","library"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"7.6K","tone":"positive"},{"label":"Freshness","value":"8d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","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":94,"weight":0.16,"status":"pass","detail":"7.6K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"Apache-2.0"},{"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":82,"weight":0.14,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add kubernetes-client/python"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/kubernetes-client/python"},{"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":"7.6K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add kubernetes-client/python"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/kubernetes-client/python"},{"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":"7.6K GitHub stars","lastPushed":"8d since push","license":"Apache-2.0","repository":"https://github.com/kubernetes-client/python","install":"npx skills add kubernetes-client/python","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add kubernetes-client/python","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","8d since push"]},"agentCompatibility":["Python","Kubernetes","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 kubernetes-client/python","value":"Install the \"Python\" agent skill from https://github.com/kubernetes-client/python. 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: Official Python client library for kubernetes","kind":"agent-prompt","steps":["Review Python 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 kubernetes-client/python","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 \"Python\" agent skill from https://github.com/kubernetes-client/python. 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Skill purpose: Official Python client library for kubernetes","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 \"Python\" from https://github.com/kubernetes-client/python 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: Official Python client library for kubernetes","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/kubernetes-client-python","api":"https://www.openagentskill.com/api/agent/skills/kubernetes-client-python","install_api":"https://www.openagentskill.com/api/skills/kubernetes-client-python/install","audit":"https://www.openagentskill.com/skills/kubernetes-client-python/audit","badge":"https://www.openagentskill.com/api/badge/kubernetes-client-python?metric=audit","repository":"https://github.com/kubernetes-client/python"}},{"rank":3,"match_score":178.3,"skill":{"slug":"jupyterhub-zero-to-jupyterhub-k8s","name":"Zero To Jupyterhub K8s","description":"Helm Chart & Documentation for deploying JupyterHub on Kubernetes","category":"devops","repository":"https://github.com/jupyterhub/zero-to-jupyterhub-k8s","github_repo":"jupyterhub/zero-to-jupyterhub-k8s"},"recommendation_reasons":["Matches task terms: use, python, devops, book","Useful GitHub adoption: 1,713 stars","Install handoff is available","Repository freshness signal is available","Registry match score 178"],"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":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Python"],"install":{"ready":true,"command":"npx skills add jupyterhub/zero-to-jupyterhub-k8s","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":1713,"starsLabel":"1.7K","forks":832,"license":"Unknown","qualityScore":99,"trustScore":89,"auditScore":93},"maintenance":{"status":"fresh","label":"1d since push","daysSincePush":1,"lastPushedAt":"2026-06-15T06:49:35+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["License is unclear","License clarity: Unknown"]},"coverageTags":["Coding","Coding agents","devops","kubernetes","jupyter","jupyter-notebook","jupyterhub","jupyterhub-deployment"]},"quality":{"score":99,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"1.7K","tone":"positive"},{"label":"Freshness","value":"1d ago","tone":"positive"},{"label":"Install 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major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add jupyterhub/zero-to-jupyterhub-k8s"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/jupyterhub/zero-to-jupyterhub-k8s"},{"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":["License is unclear","License clarity: Unknown"],"evidence":{"stars":"1.7K GitHub stars","lastPushed":"1d since push","license":"Unknown","repository":"https://github.com/jupyterhub/zero-to-jupyterhub-k8s","install":"npx skills add 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Skill purpose: Helm Chart & Documentation for deploying JupyterHub on Kubernetes","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 \"Zero To Jupyterhub K8s\" from https://github.com/jupyterhub/zero-to-jupyterhub-k8s 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. 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automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/jupyterhub-zero-to-jupyterhub-k8s","api":"https://www.openagentskill.com/api/agent/skills/jupyterhub-zero-to-jupyterhub-k8s","install_api":"https://www.openagentskill.com/api/skills/jupyterhub-zero-to-jupyterhub-k8s/install","audit":"https://www.openagentskill.com/skills/jupyterhub-zero-to-jupyterhub-k8s/audit","badge":"https://www.openagentskill.com/api/badge/jupyterhub-zero-to-jupyterhub-k8s?metric=audit","repository":"https://github.com/jupyterhub/zero-to-jupyterhub-k8s"}},{"rank":4,"match_score":172.1,"skill":{"slug":"opendevops-cn-opendevops","name":"Opendevops","description":"CODO是一款为用户提供企业多混合云、全球一站式DevOps、自动化运维、完全开源的云管理平台、自动化运维平台","category":"devops","repository":"https://github.com/opendevops-cn/opendevops","github_repo":"opendevops-cn/opendevops"},"recommendation_reasons":["Matches task terms: use, python, devops","Useful GitHub adoption: 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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 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 opendevops-cn/opendevops","value":"Install the \"Opendevops\" agent skill from https://github.com/opendevops-cn/opendevops. 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: CODO是一款为用户提供企业多混合云、全球一站式DevOps、自动化运维、完全开源的云管理平台、自动化运维平台","kind":"agent-prompt","steps":["Review Opendevops 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 opendevops-cn/opendevops","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 \"Opendevops\" agent skill from https://github.com/opendevops-cn/opendevops. 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Skill purpose: CODO是一款为用户提供企业多混合云、全球一站式DevOps、自动化运维、完全开源的云管理平台、自动化运维平台","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 \"Opendevops\" from https://github.com/opendevops-cn/opendevops 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: CODO是一款为用户提供企业多混合云、全球一站式DevOps、自动化运维、完全开源的云管理平台、自动化运维平台","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/opendevops-cn-opendevops","api":"https://www.openagentskill.com/api/agent/skills/opendevops-cn-opendevops","install_api":"https://www.openagentskill.com/api/skills/opendevops-cn-opendevops/install","audit":"https://www.openagentskill.com/skills/opendevops-cn-opendevops/audit","badge":"https://www.openagentskill.com/api/badge/opendevops-cn-opendevops?metric=audit","repository":"https://github.com/opendevops-cn/opendevops"}},{"rank":5,"match_score":168.2,"skill":{"slug":"errbotio-errbot","name":"Errbot","description":"Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.","category":"devops","repository":"https://github.com/errbotio/errbot","github_repo":"errbotio/errbot"},"recommendation_reasons":["Matches task terms: use, python, devops","Useful GitHub adoption: 3,287 stars","Install 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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 errbotio/errbot","value":"Install the \"Errbot\" agent skill from https://github.com/errbotio/errbot. 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: Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.","kind":"agent-prompt","steps":["Review Errbot 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 errbotio/errbot","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 \"Errbot\" agent skill from https://github.com/errbotio/errbot. 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: Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.","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 \"Errbot\" as a Claude Code skill from https://github.com/errbotio/errbot. 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: Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.","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 \"Errbot\" from https://github.com/errbotio/errbot 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: Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.","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/errbotio-errbot","api":"https://www.openagentskill.com/api/agent/skills/errbotio-errbot","install_api":"https://www.openagentskill.com/api/skills/errbotio-errbot/install","audit":"https://www.openagentskill.com/skills/errbotio-errbot/audit","badge":"https://www.openagentskill.com/api/badge/errbotio-errbot?metric=audit","repository":"https://github.com/errbotio/errbot"}}],"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":"recommenders-team-recommenders","name":"Recommenders","url":"https://www.openagentskill.com/skills/recommenders-team-recommenders","repository":"https://github.com/recommenders-team/recommenders"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add recommenders-team/recommenders","value":"Install the \"Recommenders\" agent skill from https://github.com/recommenders-team/recommenders. 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: Best Practices on Recommendation Systems","api":"https://www.openagentskill.com/api/skills/recommenders-team-recommenders/install"},"copy_paste_prompt":"Task: Use Python Devops Book\nUse Recommenders from https://www.openagentskill.com/skills/recommenders-team-recommenders.\nReview the audit first: https://www.openagentskill.com/skills/recommenders-team-recommenders/audit\nInstall handoff: https://www.openagentskill.com/api/skills/recommenders-team-recommenders/install\nInstall command: npx skills add recommenders-team/recommenders\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%20Devops%20Book&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/recommenders-team-recommenders"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/recommenders-team-recommenders/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/recommenders-team-recommenders/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: 95/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"kubernetes-client-python","name":"Python","reason":"Matches task terms: use, python, devops","url":"https://www.openagentskill.com/skills/kubernetes-client-python","install_api":"https://www.openagentskill.com/api/skills/kubernetes-client-python/install"},{"slug":"jupyterhub-zero-to-jupyterhub-k8s","name":"Zero To Jupyterhub K8s","reason":"Matches task terms: use, python, devops, book","url":"https://www.openagentskill.com/skills/jupyterhub-zero-to-jupyterhub-k8s","install_api":"https://www.openagentskill.com/api/skills/jupyterhub-zero-to-jupyterhub-k8s/install"},{"slug":"opendevops-cn-opendevops","name":"Opendevops","reason":"Matches task terms: use, python, devops","url":"https://www.openagentskill.com/skills/opendevops-cn-opendevops","install_api":"https://www.openagentskill.com/api/skills/opendevops-cn-opendevops/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 Devops Book","recommended_skill":{"slug":"recommenders-team-recommenders","name":"Recommenders","url":"https://www.openagentskill.com/skills/recommenders-team-recommenders","audit_url":"https://www.openagentskill.com/skills/recommenders-team-recommenders/audit","repository":"https://github.com/recommenders-team/recommenders","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"kubernetes-client-python","name":"Python","url":"https://www.openagentskill.com/skills/kubernetes-client-python","install_command":"npx skills add kubernetes-client/python","why_consider":"Matches task terms: use, python, devops","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}},{"slug":"jupyterhub-zero-to-jupyterhub-k8s","name":"Zero To Jupyterhub K8s","url":"https://www.openagentskill.com/skills/jupyterhub-zero-to-jupyterhub-k8s","install_command":"npx skills add jupyterhub/zero-to-jupyterhub-k8s","why_consider":"Matches task terms: use, python, devops, book","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"77/100 Review before install","trust":"89/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}},{"slug":"opendevops-cn-opendevops","name":"Opendevops","url":"https://www.openagentskill.com/skills/opendevops-cn-opendevops","install_command":"npx skills add opendevops-cn/opendevops","why_consider":"Matches task terms: use, python, devops","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"86/100 Safe to install with normal review","trust":"90/100 Production candidate","notes":[]}}],"install_command":"npx skills add recommenders-team/recommenders","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, python, devops, book","Strong GitHub adoption: 21,768 stars","Quality score 74/100","Install handoff is available","Repository freshness signal is available","Primary pick for Sports analytics"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 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 recommenders-team/recommenders","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":"2026-06-16T13:10:07.330Z","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"}}}