{"task":"Use JavaCollection for an agent workflow","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use JavaCollection for an agent workflow","agent":"codex","best_skill":{"slug":"muratcankoylan-agent-skills-for-context-engineering","name":"Agent Skills For Context Engineering","description":"A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. 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Skill purpose: A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.","install_api":"https://www.openagentskill.com/api/skills/muratcankoylan-agent-skills-for-context-engineering/install","ready":true,"review_required":false,"auto_install_allowed":true,"policy":"allow"},"why_recommended":["Matches task terms: use, for, agent, workflow","Strong GitHub adoption: 16,545 stars","Quality score 73/100","Install handoff is available","Repository freshness signal is available","Primary pick for Coding agents","98/100 OpenAgentSkill Trust Score v2","98/100 audit score"],"trust_score_v2":{"score":98,"tier":"production","label":"Production candidate","install_policy":"agent_install_candidate","evidence":{"stars":"17K GitHub stars","lastPushed":"21d since push","license":"MIT","repository":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering","install":"npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering","documentation":"Strong README/SKILL.md context"},"agent_compatibility":["Python","AI Agents","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":"90/100 Safe to install with normal review","trust":"98/100 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","90/100 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 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microsoft/ai-agents-for-beginners","trust_score":92,"audit_score":96,"safety_score":84,"why_consider":"Matches task terms: use, for, agent","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"84/100 Review before install","trust":"92/100 Production candidate","notes":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"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, for, agent","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}}],"agent_instruction":"Use Agent Skills For Context Engineering for: Use JavaCollection for an agent workflow\nReview audit: https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering/audit\nInstall in a sandbox first with: npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering\nIf the audit or policy warnings are unacceptable, choose one of the alternatives."},"selected":{"rank":1,"match_score":238.3,"skill":{"slug":"muratcankoylan-agent-skills-for-context-engineering","name":"Agent Skills For Context Engineering","description":"A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. 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push","license":"MIT","repository":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering","install":"npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering","documentation":"Strong README/SKILL.md context"},"installReadiness":{"ready":true,"command":"npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","21d since push"]},"agentCompatibility":["Python","AI Agents","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":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 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 muratcankoylan/Agent-Skills-for-Context-Engineering","value":"Install the \"Agent Skills For Context Engineering\" agent skill from https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering. 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 comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.","kind":"agent-prompt","steps":["Review Agent Skills For Context Engineering 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 muratcankoylan/Agent-Skills-for-Context-Engineering","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 Skills For Context Engineering\" agent skill from https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering. 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 comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.","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 Skills For Context Engineering\" as a Claude Code skill from https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering. 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 comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.","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 Skills For Context Engineering\" from https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering 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 comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. 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"}},"alternatives":[{"rank":2,"match_score":233.3,"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 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ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","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 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path is available","Repository evidence is available","License is declared","Pushed today"]},"agentCompatibility":["TypeScript","AI Agents","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":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 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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: 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. 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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. 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: 🌐 Make websites accessible for AI agents. Automate tasks online with ease.","kind":"agent-prompt","steps":["Review Browser Use 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 browser-use/browser-use","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 \"Browser Use\" agent skill from https://github.com/browser-use/browser-use. 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: 🌐 Make websites accessible for AI agents. Automate tasks online with ease.","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 \"Browser Use\" as a Claude Code skill from https://github.com/browser-use/browser-use. 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: 🌐 Make websites accessible for AI agents. Automate tasks online with ease.","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 \"Browser Use\" from https://github.com/browser-use/browser-use 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: 🌐 Make websites accessible for AI agents. 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"}}],"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":"muratcankoylan-agent-skills-for-context-engineering","name":"Agent Skills For Context Engineering","url":"https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering","repository":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering","value":"Install the \"Agent Skills For Context Engineering\" agent skill from https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering. 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 comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.","api":"https://www.openagentskill.com/api/skills/muratcankoylan-agent-skills-for-context-engineering/install"},"copy_paste_prompt":"Task: Use JavaCollection for an agent workflow\nUse Agent Skills For Context Engineering from https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering.\nReview the audit first: https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering/audit\nInstall handoff: https://www.openagentskill.com/api/skills/muratcankoylan-agent-skills-for-context-engineering/install\nInstall command: npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering\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%20JavaCollection%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/muratcankoylan-agent-skills-for-context-engineering"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/muratcankoylan-agent-skills-for-context-engineering/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 90/100 Safe to install with normal review","Audit score: 98/100 Safe to try","Trust score: 98/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"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"},{"slug":"microsoft-agent-framework","name":"Agent Framework","reason":"Matches task terms: use, for, agent, workflow","url":"https://www.openagentskill.com/skills/microsoft-agent-framework","install_api":"https://www.openagentskill.com/api/skills/microsoft-agent-framework/install"},{"slug":"microsoft-ai-agents-for-beginners","name":"AI Agents For Beginners","reason":"Matches task terms: use, for, agent","url":"https://www.openagentskill.com/skills/microsoft-ai-agents-for-beginners","install_api":"https://www.openagentskill.com/api/skills/microsoft-ai-agents-for-beginners/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 JavaCollection for an agent workflow","recommended_skill":{"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","audit_url":"https://www.openagentskill.com/skills/muratcankoylan-agent-skills-for-context-engineering/audit","repository":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"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"]}},{"slug":"microsoft-agent-framework","name":"Agent Framework","url":"https://www.openagentskill.com/skills/microsoft-agent-framework","install_command":"npx skills add microsoft/agent-framework","why_consider":"Matches task terms: use, for, agent, workflow","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"microsoft-ai-agents-for-beginners","name":"AI Agents For Beginners","url":"https://www.openagentskill.com/skills/microsoft-ai-agents-for-beginners","install_command":"npx skills add microsoft/ai-agents-for-beginners","why_consider":"Matches task terms: use, for, agent","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"84/100 Review before install","trust":"92/100 Production candidate","notes":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}}],"install_command":"npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, for, agent, workflow","Strong GitHub adoption: 16,545 stars","Quality score 73/100","Install handoff is available","Repository freshness signal is available","Primary pick for Coding agents"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 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 muratcankoylan/Agent-Skills-for-Context-Engineering","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":"2026-06-16T13:29:10.457Z","total_skills_searched":735,"total_candidates":15,"candidate_pool":{"sort":"quality","size":735,"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"}}}