{"task":"Use DevOps Guide in an agent workflow","recommendations":[{"rank":1,"skill":"DevOps Guide","slug":"tikam02-devops-guide","description":" DevOps Guide - Development to Production all configurations with basic notes to debug efficiently.","confidence":"1.00","match_label":"Strong task match","install":"npx skills add Tikam02/DevOps-Guide","repository":"https://github.com/Tikam02/DevOps-Guide","stats":{"stars":9238,"downloads":0,"rating":0,"quality_score":69.46},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"9.2K","tone":"positive"},{"label":"Freshness","value":"21d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"score":100,"tier":"production","label":"Production candidate","summary":"Strong trust signals across adoption, maintenance, install readiness, and review status.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","checks":[{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"Install path","detail":"npx skills add Tikam02/DevOps-Guide"},{"status":"pass","label":"Repository","detail":"https://github.com/Tikam02/DevOps-Guide"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"21d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"9.2K GitHub stars"},{"status":"pass","label":"Documentation","detail":"Usable description available"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Recently maintained repository","Large GitHub adoption signal"],"warnings":[]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add Tikam02/DevOps-Guide","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 \"DevOps Guide\" agent skill from https://github.com/Tikam02/DevOps-Guide. 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: DevOps Guide - Development to Production all configurations with basic notes to debug efficiently.","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 Guide\" as a Claude Code skill from https://github.com/Tikam02/DevOps-Guide. 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: DevOps Guide - Development to Production all configurations with basic notes to debug efficiently.","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 Guide\" from https://github.com/Tikam02/DevOps-Guide 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: DevOps Guide - Development to Production all configurations with basic notes to debug efficiently.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/tikam02-devops-guide","api":"https://www.openagentskill.com/api/agent/skills/tikam02-devops-guide","install_api":"https://www.openagentskill.com/api/skills/tikam02-devops-guide/install","audit":"https://www.openagentskill.com/skills/tikam02-devops-guide/audit","repository":"https://github.com/Tikam02/DevOps-Guide"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"proof_points":["9,238 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile"],"next_steps":["Install it in a sandbox agent and run one 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."]},"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"}],"recommendation_reasons":["Matches task terms: use, devops, guide, agent","Useful GitHub adoption: 9,238 stars","Install handoff is available","Repository freshness signal is available","Registry match score 223"],"reasoning":"Strong task match. Evidence: verified author, 69 quality score.  DevOps Guide - Development to Production all configurations with basic notes to debug efficiently."},{"rank":2,"skill":"AgentGuide","slug":"adongwanai-agentguide","description":"https://adongwanai.github.io/AgentGuide | AI Agent开发指南 | LangGraph实战 | 高级RAG | 转行大模型 | 大模型面试 | 算法工程师 | 面试题库 | 强化学习｜数据合成","confidence":"1.00","match_label":"Strong task match","install":"npx skills add adongwanai/AgentGuide","repository":"https://github.com/adongwanai/AgentGuide","stats":{"stars":5863,"downloads":0,"rating":0,"quality_score":68.08},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"5.9K","tone":"positive"},{"label":"Freshness","value":"4d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"score":100,"tier":"production","label":"Production candidate","summary":"Strong trust signals across adoption, maintenance, install readiness, and review status.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","checks":[{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"Install path","detail":"npx skills add adongwanai/AgentGuide"},{"status":"pass","label":"Repository","detail":"https://github.com/adongwanai/AgentGuide"},{"status":"warn","label":"License","detail":"Unknown"},{"status":"pass","label":"Maintenance","detail":"4d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"5.9K GitHub stars"},{"status":"pass","label":"Documentation","detail":"Usable description available"},{"status":"pass","label":"OpenAgentSkill usage","detail":"2 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Recently maintained repository","Large GitHub adoption signal"],"warnings":["License is unclear"]},"audit":{"audit_score":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear"]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add adongwanai/AgentGuide","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 \"AgentGuide\" agent skill from https://github.com/adongwanai/AgentGuide. 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: https://adongwanai.github.io/AgentGuide | AI Agent开发指南 | LangGraph实战 | 高级RAG | 转行大模型 | 大模型面试 | 算法工程师 | 面试题库 | 强化学习｜数据合成","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 \"AgentGuide\" as a Claude Code skill from https://github.com/adongwanai/AgentGuide. 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: https://adongwanai.github.io/AgentGuide | AI Agent开发指南 | LangGraph实战 | 高级RAG | 转行大模型 | 大模型面试 | 算法工程师 | 面试题库 | 强化学习｜数据合成","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 \"AgentGuide\" from https://github.com/adongwanai/AgentGuide 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: https://adongwanai.github.io/AgentGuide | AI Agent开发指南 | LangGraph实战 | 高级RAG | 转行大模型 | 大模型面试 | 算法工程师 | 面试题库 | 强化学习｜数据合成","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/adongwanai-agentguide","api":"https://www.openagentskill.com/api/agent/skills/adongwanai-agentguide","install_api":"https://www.openagentskill.com/api/skills/adongwanai-agentguide/install","audit":"https://www.openagentskill.com/skills/adongwanai-agentguide/audit","repository":"https://github.com/adongwanai/AgentGuide"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No major risk signals from current metadata"],"proof_points":["5,863 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile","3 OpenAgentSkill engagement events"],"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."]},"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"}],"recommendation_reasons":["Matches task terms: use, guide, agent, workflow","Useful GitHub adoption: 5,863 stars","Install handoff is available","Repository freshness signal is available","Registry match score 211"],"reasoning":"Strong task match. Evidence: verified author, 68 quality score. https://adongwanai.github.io/AgentGuide | AI Agent开发指南 | LangGraph实战 | 高级RAG | 转行大模型 | 大模型面试 | 算法工程师 | 面试题库 | 强化学习｜数据合成"},{"rank":3,"skill":"Agent Framework","slug":"microsoft-agent-framework","description":"A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.","confidence":"1.00","match_label":"Strong task match","install":"npx skills add microsoft/agent-framework","repository":"https://github.com/microsoft/agent-framework","stats":{"stars":11293,"downloads":0,"rating":0,"quality_score":71.57},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"11K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"score":100,"tier":"production","label":"Production candidate","summary":"Strong trust signals across adoption, maintenance, install readiness, and review status.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","checks":[{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"Install path","detail":"npx skills add microsoft/agent-framework"},{"status":"pass","label":"Repository","detail":"https://github.com/microsoft/agent-framework"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"Pushed today"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"11K GitHub stars"},{"status":"pass","label":"Documentation","detail":"Usable description available"},{"status":"pass","label":"OpenAgentSkill usage","detail":"2 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Recently maintained repository","Large GitHub adoption signal"],"warnings":[]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add microsoft/agent-framework","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 \"Agent Framework\" agent skill from https://github.com/microsoft/agent-framework. 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: A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.","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 \"Agent Framework\" as a Claude Code skill from https://github.com/microsoft/agent-framework. 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: A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.","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 \"Agent Framework\" from https://github.com/microsoft/agent-framework 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: A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/microsoft-agent-framework","api":"https://www.openagentskill.com/api/agent/skills/microsoft-agent-framework","install_api":"https://www.openagentskill.com/api/skills/microsoft-agent-framework/install","audit":"https://www.openagentskill.com/skills/microsoft-agent-framework/audit","repository":"https://github.com/microsoft/agent-framework"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No major risk signals from current metadata"],"proof_points":["11,293 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile","4 OpenAgentSkill engagement events"],"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."]},"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"recommendation_reasons":["Matches task terms: use, agent, workflow","Strong GitHub adoption: 11,293 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"reasoning":"Strong task match. Evidence: 11K GitHub stars, verified author, 72 quality score. A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET."}],"suggested_composition":{"name":"tikam02-devops-guide-agent-stack","description":"Start with DevOps Guide, then add AgentGuide + Agent Framework only if the workflow needs extra coverage.","skills":["tikam02-devops-guide","adongwanai-agentguide","microsoft-agent-framework"],"steps":["Prototype the task with DevOps Guide as the primary skill.","Add the second skill only if the first one leaves a capability gap.","Keep the third skill as a fallback during evaluation instead of installing everything at once."]},"suggested_stacks":[{"slug":"web-data-pipeline","name":"Web data pipeline stack","url":"https://www.openagentskill.com/collections/web-data-pipeline","use_case":"web-scraping"},{"slug":"coding-review-agent","name":"Coding review agent stack","url":"https://www.openagentskill.com/collections/coding-review-agent","use_case":"coding-agents"}],"meta":{"timestamp":"2026-06-13T10:05:14.592Z","api_version":"1.0","total_skills_searched":980,"public_search_endpoint":"https://www.openagentskill.com/api/skills/search","agent_friendly":true}}