{"task":"Use DevOps Python Tools","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use DevOps Python Tools","agent":"codex","best_skill":{"slug":"patched-codes-patchwork","name":"Patchwork","description":"Agentic AI framework for enterprise workflow automation.","category":"devops","url":"https://www.openagentskill.com/skills/patched-codes-patchwork","api_url":"https://www.openagentskill.com/api/agent/skills/patched-codes-patchwork","audit_url":"https://www.openagentskill.com/skills/patched-codes-patchwork/audit","repository":"https://github.com/patched-codes/patchwork"},"install":{"command":"npx skills add patched-codes/patchwork","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Patchwork\" agent skill from https://github.com/patched-codes/patchwork. 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: Agentic AI framework for enterprise workflow automation.","install_api":"https://www.openagentskill.com/api/skills/patched-codes-patchwork/install","ready":true,"review_required":false,"auto_install_allowed":true,"policy":"allow"},"why_recommended":["Matches task terms: use, devops, python, tools","Useful GitHub adoption: 1,564 stars","Install handoff is available","Repository freshness signal is available","Registry match score 198","Primary pick for Coding agents","93/100 OpenAgentSkill Trust Score v2","96/100 audit score"],"trust_score_v2":{"score":93,"tier":"production","label":"Production candidate","install_policy":"agent_install_candidate","evidence":{"stars":"1.6K GitHub stars","lastPushed":"Pushed today","license":"AGPL-3.0","repository":"https://github.com/patched-codes/patchwork","install":"npx skills add patched-codes/patchwork","documentation":"Usable metadata, review docs"},"agent_compatibility":["Python","DevOps","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":"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":"2026-06-15T21:50:48+00:00"},"github_quality":{"stars":1564,"starsLabel":"1.6K","forks":104,"license":"AGPL-3.0","qualityScore":100,"trustScore":93,"auditScore":96},"coverage_tags":["Coding","Coding agents","devops","automation","codereview","devtools","hacktoberfest","llms"]},"alternatives":[{"slug":"browser-use-browser-use","name":"Browser Use","url":"https://www.openagentskill.com/skills/browser-use-browser-use","install_command":"npx skills add browser-use/browser-use","trust_score":94,"audit_score":97,"safety_score":89,"why_consider":"Matches task terms: use, python, tools","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}},{"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, devops, python","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}},{"slug":"dfir-iris-iris-web","name":"Iris Web","url":"https://www.openagentskill.com/skills/dfir-iris-iris-web","install_command":"npx skills add dfir-iris/iris-web","trust_score":93,"audit_score":96,"safety_score":88,"why_consider":"Matches task terms: use, devops, python, tools","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production 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patched-codes/patchwork","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":1564,"starsLabel":"1.6K","forks":104,"license":"AGPL-3.0","qualityScore":100,"trustScore":93,"auditScore":96},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-06-15T21:50:48+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","devops","automation","codereview","devtools","hacktoberfest","llms"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"1.6K","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 patched-codes/patchwork"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/patched-codes/patchwork"},{"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":"1.6K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"AGPL-3.0"},{"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 patched-codes/patchwork"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/patched-codes/patchwork"},{"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":"1.6K GitHub stars","lastPushed":"Pushed today","license":"AGPL-3.0","repository":"https://github.com/patched-codes/patchwork","install":"npx skills add patched-codes/patchwork","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","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 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 patched-codes/patchwork","value":"Install the \"Patchwork\" agent skill from https://github.com/patched-codes/patchwork. 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Skill purpose: Agentic AI framework for enterprise workflow automation.","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/patched-codes-patchwork","api":"https://www.openagentskill.com/api/agent/skills/patched-codes-patchwork","install_api":"https://www.openagentskill.com/api/skills/patched-codes-patchwork/install","audit":"https://www.openagentskill.com/skills/patched-codes-patchwork/audit","badge":"https://www.openagentskill.com/api/badge/patched-codes-patchwork?metric=audit","repository":"https://github.com/patched-codes/patchwork"}},"alternatives":[{"rank":2,"match_score":191.5,"skill":{"slug":"browser-use-browser-use","name":"Browser Use","description":"🌐 Make websites accessible for AI agents. 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surface"},{"status":"pass","label":"Install availability","detail":"npx skills add browser-use/browser-use"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/browser-use/browser-use"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"OpenAgentSkill usage","detail":"9 views, 6 install copies"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","OpenAgentSkill usage activity detected"],"warnings":[],"evidence":{"stars":"99K GitHub stars","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/browser-use/browser-use","install":"npx skills add browser-use/browser-use","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":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","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 Browser automation","role":"Primary pick","best_for":["Browser automation workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No major risk signals from current metadata"],"next_steps":["Install it in a sandbox agent and run one Browser 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 browser-use/browser-use","value":"Install the \"Browser Use\" agent skill from https://github.com/browser-use/browser-use. 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Automate tasks online with ease.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/browser-use-browser-use","api":"https://www.openagentskill.com/api/agent/skills/browser-use-browser-use","install_api":"https://www.openagentskill.com/api/skills/browser-use-browser-use/install","audit":"https://www.openagentskill.com/skills/browser-use-browser-use/audit","badge":"https://www.openagentskill.com/api/badge/browser-use-browser-use?metric=audit","repository":"https://github.com/browser-use/browser-use"}},{"rank":3,"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, devops, python","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 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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. 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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":"1.5K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"LGPL-3.0"},{"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":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 dfir-iris/iris-web"},{"id":"repository","label":"Repository 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surface"},{"status":"pass","label":"Install availability","detail":"npx skills add NotHarshhaa/DevOps-Projects"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/NotHarshhaa/DevOps-Projects"},{"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":"4.4K GitHub stars","lastPushed":"1mo since push","license":"Unknown","repository":"https://github.com/NotHarshhaa/DevOps-Projects","install":"npx skills add NotHarshhaa/DevOps-Projects","documentation":"Strong README/SKILL.md 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Skill purpose: 🚀 Real-world DevOps projects for aspiring engineers — Beginner to Advanced. Covers AWS, Kubernetes, Docker, CI/CD, Terraform, Jenkins, and more. Hands-on learning with step-by-step guides.","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 \"DevOps Projects\" as a Claude Code skill from https://github.com/NotHarshhaa/DevOps-Projects. 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: 🚀 Real-world DevOps projects for aspiring engineers — Beginner to Advanced. Covers AWS, Kubernetes, Docker, CI/CD, Terraform, Jenkins, and more. Hands-on learning with step-by-step guides.","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 \"DevOps Projects\" from https://github.com/NotHarshhaa/DevOps-Projects 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: 🚀 Real-world DevOps projects for aspiring engineers — Beginner to Advanced. Covers AWS, Kubernetes, Docker, CI/CD, Terraform, Jenkins, and more. Hands-on learning with step-by-step guides.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"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/notharshhaa-devops-projects","api":"https://www.openagentskill.com/api/agent/skills/notharshhaa-devops-projects","install_api":"https://www.openagentskill.com/api/skills/notharshhaa-devops-projects/install","audit":"https://www.openagentskill.com/skills/notharshhaa-devops-projects/audit","badge":"https://www.openagentskill.com/api/badge/notharshhaa-devops-projects?metric=audit","repository":"https://github.com/NotHarshhaa/DevOps-Projects"}}],"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":"patched-codes-patchwork","name":"Patchwork","url":"https://www.openagentskill.com/skills/patched-codes-patchwork","repository":"https://github.com/patched-codes/patchwork"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add patched-codes/patchwork","value":"Install the \"Patchwork\" agent skill from https://github.com/patched-codes/patchwork. 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: Agentic AI framework for enterprise workflow automation.","api":"https://www.openagentskill.com/api/skills/patched-codes-patchwork/install"},"copy_paste_prompt":"Task: Use DevOps Python Tools\nUse Patchwork from https://www.openagentskill.com/skills/patched-codes-patchwork.\nReview the audit first: https://www.openagentskill.com/skills/patched-codes-patchwork/audit\nInstall handoff: https://www.openagentskill.com/api/skills/patched-codes-patchwork/install\nInstall command: npx skills add patched-codes/patchwork\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%20DevOps%20Python%20Tools&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/patched-codes-patchwork"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/patched-codes-patchwork/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/patched-codes-patchwork/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":"browser-use-browser-use","name":"Browser Use","reason":"Matches task terms: use, python, tools","url":"https://www.openagentskill.com/skills/browser-use-browser-use","install_api":"https://www.openagentskill.com/api/skills/browser-use-browser-use/install"},{"slug":"kubernetes-client-python","name":"Python","reason":"Matches task terms: use, devops, python","url":"https://www.openagentskill.com/skills/kubernetes-client-python","install_api":"https://www.openagentskill.com/api/skills/kubernetes-client-python/install"},{"slug":"dfir-iris-iris-web","name":"Iris Web","reason":"Matches task terms: use, devops, python, tools","url":"https://www.openagentskill.com/skills/dfir-iris-iris-web","install_api":"https://www.openagentskill.com/api/skills/dfir-iris-iris-web/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 DevOps Python Tools","recommended_skill":{"slug":"patched-codes-patchwork","name":"Patchwork","url":"https://www.openagentskill.com/skills/patched-codes-patchwork","audit_url":"https://www.openagentskill.com/skills/patched-codes-patchwork/audit","repository":"https://github.com/patched-codes/patchwork","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"browser-use-browser-use","name":"Browser Use","url":"https://www.openagentskill.com/skills/browser-use-browser-use","install_command":"npx skills add browser-use/browser-use","why_consider":"Matches task terms: use, python, tools","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}},{"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, devops, python","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}},{"slug":"dfir-iris-iris-web","name":"Iris Web","url":"https://www.openagentskill.com/skills/dfir-iris-iris-web","install_command":"npx skills add dfir-iris/iris-web","why_consider":"Matches task terms: use, devops, python, tools","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}}],"install_command":"npx skills add patched-codes/patchwork","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, devops, python, tools","Useful GitHub adoption: 1,564 stars","Install handoff is available","Repository freshness signal is available","Registry match score 198","Primary pick for Coding agents"],"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 patched-codes/patchwork","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":"2026-06-16T13:05:54.838Z","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"}}}