{"task":"Use Kubectl Debug for an agent workflow","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"selected":{"rank":1,"match_score":338.5,"skill":{"slug":"simular-ai-agent-s","name":"Agent S","description":"Agent S: an open agentic framework that uses computers like a human","category":"agent-frameworks","repository":"https://github.com/simular-ai/Agent-S","github_repo":"simular-ai/Agent-S"},"recommendation_reasons":["Matches task terms: use, for, agent","Strong GitHub adoption: 11,854 stars","Install handoff is available","Repository freshness signal is available","Registry match score 339"],"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 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try","warnings":[]},"safety":{"score":90,"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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Use when building, optimizing, or debugging agent systems that require effective context management.","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":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering","api":"https://www.openagentskill.com/api/agent/skills/muratcankoylan-agent-skills-for-context-engineering","install_api":"https://www.openagentskill.com/api/skills/muratcankoylan-agent-skills-for-context-engineering/install","audit":"https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering/audit","badge":"https://www.openagentskill.com/api/badge/muratcankoylan-agent-skills-for-context-engineering?metric=audit","repository":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering"}},{"rank":3,"match_score":325.5,"skill":{"slug":"docker-compose-for-agents","name":"Compose For Agents","description":"Build and run AI agents using Docker Compose. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Build and run AI agents using Docker Compose. 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Skill purpose: Build and run AI agents using Docker Compose. A collection of ready-to-use examples for orchestrating open-source LLMs, tools, and agent runtimes.","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 \"Compose For Agents\" as a Claude Code skill from https://github.com/docker/compose-for-agents. 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: Build and run AI agents using Docker Compose. A collection of ready-to-use examples for orchestrating open-source LLMs, tools, and agent runtimes.","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 \"Compose For Agents\" from https://github.com/docker/compose-for-agents 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: Build and run AI agents using Docker Compose. A collection of ready-to-use examples for orchestrating open-source LLMs, tools, and agent runtimes.","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":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/docker-compose-for-agents","api":"https://www.openagentskill.com/api/agent/skills/docker-compose-for-agents","install_api":"https://www.openagentskill.com/api/skills/docker-compose-for-agents/install","audit":"https://www.openagentskill.com/skills/docker-compose-for-agents/audit","badge":"https://www.openagentskill.com/api/badge/docker-compose-for-agents?metric=audit","repository":"https://github.com/docker/compose-for-agents"}},{"rank":4,"match_score":323.3,"skill":{"slug":"insforge-insforge","name":"InsForge","description":"The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.","category":"agent-frameworks","repository":"https://github.com/InsForge/InsForge","github_repo":"InsForge/InsForge"},"recommendation_reasons":["Matches task terms: use, for, agent, workflow","Strong GitHub adoption: 11,785 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","TypeScript"],"install":{"ready":true,"command":"npx skills add InsForge/InsForge","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":11785,"starsLabel":"12K","forks":1006,"license":"Apache-2.0","qualityScore":100,"trustScore":97,"auditScore":98},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-06-16T02:01:02+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","agent-frameworks","agents","ai-agents","ai","deno","embeddings"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"12K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"score":97,"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":100,"weight":0.16,"status":"pass","detail":"12K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.16,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency risk","score":82,"weight":0.14,"status":"pass","detail":"database surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add InsForge/InsForge"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/InsForge/InsForge"},{"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":"12K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency risk","detail":"database surface"},{"status":"pass","label":"Install availability","detail":"npx skills add InsForge/InsForge"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/InsForge/InsForge"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"OpenAgentSkill usage","detail":"3 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":[]},"audit":{"audit_score":98,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":66,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["High-risk permission hints: Secrets or environment access","66/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"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"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Secrets or environment access"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["High-risk permission hints: Secrets or environment access","66/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for RAG and knowledge","role":"Primary pick","best_for":["RAG and knowledge 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 RAG and knowledge 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 InsForge/InsForge","value":"Install the \"InsForge\" agent skill from https://github.com/InsForge/InsForge. 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: The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.","kind":"agent-prompt","steps":["Review InsForge 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 InsForge/InsForge","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 \"InsForge\" agent skill from https://github.com/InsForge/InsForge. 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: The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.","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 \"InsForge\" as a Claude Code skill from https://github.com/InsForge/InsForge. 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: The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.","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 \"InsForge\" from https://github.com/InsForge/InsForge 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: The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"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"}],"urls":{"web":"https://www.openagentskill.com/skills/insforge-insforge","api":"https://www.openagentskill.com/api/agent/skills/insforge-insforge","install_api":"https://www.openagentskill.com/api/skills/insforge-insforge/install","audit":"https://www.openagentskill.com/skills/insforge-insforge/audit","badge":"https://www.openagentskill.com/api/badge/insforge-insforge?metric=audit","repository":"https://github.com/InsForge/InsForge"}},{"rank":5,"match_score":323.2,"skill":{"slug":"microsoft-agent-framework","name":"Agent Framework","description":"A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.","category":"agent-frameworks","repository":"https://github.com/microsoft/agent-framework","github_repo":"microsoft/agent-framework"},"recommendation_reasons":["Matches task terms: use, for, agent, workflow","Strong GitHub adoption: 11,324 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Python"],"install":{"ready":true,"command":"npx skills add microsoft/agent-framework","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":11324,"starsLabel":"11K","forks":1900,"license":"MIT","qualityScore":100,"trustScore":98,"auditScore":98},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-06-14T06:27:56+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","agent-frameworks","multi-agent","orchestration","agent-framework","agentic-ai","agents"]},"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":"2d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"score":98,"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":100,"weight":0.16,"status":"pass","detail":"11K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.16,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add microsoft/agent-framework"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/microsoft/agent-framework"},{"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":"11K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add microsoft/agent-framework"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/microsoft/agent-framework"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"OpenAgentSkill usage","detail":"2 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":[]},"audit":{"audit_score":98,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":90,"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","90/100 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","90/100 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 major risk signals from current metadata"],"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 microsoft/agent-framework","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.","kind":"agent-prompt","steps":["Review Agent Framework 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 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"}]},"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":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"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","badge":"https://www.openagentskill.com/api/badge/microsoft-agent-framework?metric=audit","repository":"https://github.com/microsoft/agent-framework"}}],"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":"simular-ai-agent-s","name":"Agent S","url":"https://www.openagentskill.com/skills/simular-ai-agent-s","repository":"https://github.com/simular-ai/Agent-S"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add simular-ai/Agent-S","value":"Install the \"Agent S\" agent skill from https://github.com/simular-ai/Agent-S. 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: Agent S: an open agentic framework that uses computers like a human","api":"https://www.openagentskill.com/api/skills/simular-ai-agent-s/install"},"copy_paste_prompt":"Task: Use Kubectl Debug for an agent workflow\nUse Agent S from https://www.openagentskill.com/skills/simular-ai-agent-s.\nReview the audit first: https://www.openagentskill.com/skills/simular-ai-agent-s/audit\nInstall handoff: https://www.openagentskill.com/api/skills/simular-ai-agent-s/install\nInstall command: npx skills add simular-ai/Agent-S\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%20Kubectl%20Debug%20for%20an%20agent%20workflow&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/simular-ai-agent-s"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/simular-ai-agent-s/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/simular-ai-agent-s/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 91/100 Safe to install with normal review","Audit score: 95/100 Safe to try","Trust score: 93/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"muratcankoylan-agent-skills-for-context-engineering","name":"Agent Skills For Context Engineering","reason":"Matches task terms: use, debug, for, agent","url":"https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering","install_api":"https://www.openagentskill.com/api/skills/muratcankoylan-agent-skills-for-context-engineering/install"},{"slug":"docker-compose-for-agents","name":"Compose For Agents","reason":"Matches task terms: use, for, agent, workflow","url":"https://www.openagentskill.com/skills/docker-compose-for-agents","install_api":"https://www.openagentskill.com/api/skills/docker-compose-for-agents/install"},{"slug":"insforge-insforge","name":"InsForge","reason":"Matches task terms: use, for, agent, workflow","url":"https://www.openagentskill.com/skills/insforge-insforge","install_api":"https://www.openagentskill.com/api/skills/insforge-insforge/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 Kubectl Debug for an agent workflow","recommended_skill":{"slug":"simular-ai-agent-s","name":"Agent S","url":"https://www.openagentskill.com/skills/simular-ai-agent-s","audit_url":"https://www.openagentskill.com/skills/simular-ai-agent-s/audit","repository":"https://github.com/simular-ai/Agent-S","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"muratcankoylan-agent-skills-for-context-engineering","name":"Agent Skills For Context Engineering","url":"https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering","install_command":"npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering","why_consider":"Matches task terms: use, debug, for, agent","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"docker-compose-for-agents","name":"Compose For Agents","url":"https://www.openagentskill.com/skills/docker-compose-for-agents","install_command":"npx skills add docker/compose-for-agents","why_consider":"Matches task terms: use, for, agent, workflow","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"76/100 Review before install","trust":"89/100 Production candidate","notes":["Quality score needs review"]}},{"slug":"insforge-insforge","name":"InsForge","url":"https://www.openagentskill.com/skills/insforge-insforge","install_command":"npx skills add InsForge/InsForge","why_consider":"Matches task terms: use, for, agent, workflow","risk":{"level":"Safe to try","safety_tier":"Reviewed with permission notes","safety":"66/100 Review before install","trust":"97/100 Production candidate","notes":["High-risk permission hints: Secrets or environment access"]}}],"install_command":"npx skills add simular-ai/Agent-S","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, for, agent","Strong GitHub adoption: 11,854 stars","Install handoff is available","Repository freshness signal is available","Registry match score 339","Primary pick for Coding agents"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"91/100 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 simular-ai/Agent-S","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":"1.0","generated_at":"2026-06-16T11:06:15.489Z","total_skills_searched":10179,"total_candidates":15}}