{"task":"Use Squad for an agent workflow","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"selected":{"rank":1,"match_score":248.5,"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: 11,843 stars","Install handoff is available","Repository freshness signal is available","Registry match score 249"],"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":"1mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","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 simular-ai/Agent-S"},{"status":"pass","label":"Repository","detail":"https://github.com/simular-ai/Agent-S"},{"status":"pass","label":"License","detail":"Apache-2.0"},{"status":"pass","label":"Maintenance","detail":"1mo since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"12K 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":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":91,"level":"safe_to_install","label":"Safe to install with normal review","auto_install_allowed":true,"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"}],"policy_warnings":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"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 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","kind":"agent-prompt","steps":["Review Agent S 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 simular-ai/Agent-S","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 S\" agent skill from https://github.com/simular-ai/Agent-S. 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Skill purpose: Agent S: an open agentic framework that uses computers like a human","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 S\" from https://github.com/simular-ai/Agent-S 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: Agent S: an open agentic framework that uses computers like a human","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":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"}],"urls":{"web":"https://www.openagentskill.com/skills/simular-ai-agent-s","api":"https://www.openagentskill.com/api/agent/skills/simular-ai-agent-s","install_api":"https://www.openagentskill.com/api/skills/simular-ai-agent-s/install","audit":"https://www.openagentskill.com/skills/simular-ai-agent-s/audit","badge":"https://www.openagentskill.com/api/badge/simular-ai-agent-s?metric=audit","repository":"https://github.com/simular-ai/Agent-S"}},"alternatives":[{"rank":2,"match_score":243.6,"skill":{"slug":"2fastlabs-agent-squad","name":"Agent Squad","description":"Flexible and powerful framework for managing multiple AI agents and handling complex conversations","category":"agent-frameworks","repository":"https://github.com/2FastLabs/agent-squad","github_repo":"2FastLabs/agent-squad"},"recommendation_reasons":["Matches task terms: use, squad, for, agent","Useful GitHub adoption: 7,652 stars","Install handoff is available","Repository freshness signal is available","Registry match score 244"],"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"7.7K","tone":"positive"},{"label":"Freshness","value":"4d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","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 2FastLabs/agent-squad"},{"status":"pass","label":"Repository","detail":"https://github.com/2FastLabs/agent-squad"},{"status":"pass","label":"License","detail":"Apache-2.0"},{"status":"pass","label":"Maintenance","detail":"4d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"7.7K GitHub stars"},{"status":"pass","label":"Documentation","detail":"Usable description available"},{"status":"pass","label":"OpenAgentSkill usage","detail":"1 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":[]},"safety":{"score":89,"level":"safe_to_install","label":"Safe to install with normal review","auto_install_allowed":true,"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}},"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 2FastLabs/agent-squad","value":"Install the \"Agent Squad\" agent skill from https://github.com/2FastLabs/agent-squad. 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: Flexible and powerful framework for managing multiple AI agents and handling complex conversations","kind":"agent-prompt","steps":["Review Agent Squad 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 2FastLabs/agent-squad","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 Squad\" agent skill from https://github.com/2FastLabs/agent-squad. 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Skill purpose: Flexible and powerful framework for managing multiple AI agents and handling complex conversations","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 Squad\" from https://github.com/2FastLabs/agent-squad 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: Flexible and powerful framework for managing multiple AI agents and handling complex conversations","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/2fastlabs-agent-squad","api":"https://www.openagentskill.com/api/agent/skills/2fastlabs-agent-squad","install_api":"https://www.openagentskill.com/api/skills/2fastlabs-agent-squad/install","audit":"https://www.openagentskill.com/skills/2fastlabs-agent-squad/audit","badge":"https://www.openagentskill.com/api/badge/2fastlabs-agent-squad?metric=audit","repository":"https://github.com/2FastLabs/agent-squad"}},{"rank":3,"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. Use when building, optimizing, or debugging agent systems that require effective context management.","category":"agent-skills","repository":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering","github_repo":"muratcankoylan/Agent-Skills-for-Context-Engineering"},"recommendation_reasons":["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"],"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"17K","tone":"positive"},{"label":"Freshness","value":"19d 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 muratcankoylan/Agent-Skills-for-Context-Engineering"},{"status":"pass","label":"Repository","detail":"https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"19d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"17K 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":[]},"safety":{"score":89,"level":"safe_to_install","label":"Safe to install with normal review","auto_install_allowed":true,"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}},"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"}},{"rank":4,"match_score":236,"skill":{"slug":"agentsmesh-agentsmesh","name":"AgentsMesh","description":"The AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.","category":"agent-frameworks","repository":"https://github.com/AgentsMesh/AgentsMesh","github_repo":"AgentsMesh/AgentsMesh"},"recommendation_reasons":["Matches task terms: use, squad, for, agent","Useful GitHub adoption: 2,212 stars","Install handoff is available","Repository freshness signal is available","Registry match score 236"],"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"2.2K","tone":"positive"},{"label":"Freshness","value":"Today","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 AgentsMesh/AgentsMesh"},{"status":"pass","label":"Repository","detail":"https://github.com/AgentsMesh/AgentsMesh"},{"status":"warn","label":"License","detail":"Unknown"},{"status":"pass","label":"Maintenance","detail":"Pushed today"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"2.2K GitHub stars"},{"status":"pass","label":"Documentation","detail":"Usable description available"},{"status":"pass","label":"OpenAgentSkill usage","detail":"1 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Recently maintained repository","Meaningful 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"]},"safety":{"score":67,"level":"review_before_install","label":"Review before install","auto_install_allowed":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"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":["High-risk permission hints: Shell or command execution","License is unclear"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"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 AgentsMesh/AgentsMesh","value":"Install the \"AgentsMesh\" agent skill from https://github.com/AgentsMesh/AgentsMesh. 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 AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.","kind":"agent-prompt","steps":["Review AgentsMesh 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 AgentsMesh/AgentsMesh","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 \"AgentsMesh\" agent skill from https://github.com/AgentsMesh/AgentsMesh. 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 AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.","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 \"AgentsMesh\" as a Claude Code skill from https://github.com/AgentsMesh/AgentsMesh. 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 AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.","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 \"AgentsMesh\" from https://github.com/AgentsMesh/AgentsMesh 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 AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.","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":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"urls":{"web":"https://www.openagentskill.com/skills/agentsmesh-agentsmesh","api":"https://www.openagentskill.com/api/agent/skills/agentsmesh-agentsmesh","install_api":"https://www.openagentskill.com/api/skills/agentsmesh-agentsmesh/install","audit":"https://www.openagentskill.com/skills/agentsmesh-agentsmesh/audit","badge":"https://www.openagentskill.com/api/badge/agentsmesh-agentsmesh?metric=audit","repository":"https://github.com/AgentsMesh/AgentsMesh"}},{"rank":5,"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: 11,734 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"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":"1d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","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 InsForge/InsForge"},{"status":"pass","label":"Repository","detail":"https://github.com/InsForge/InsForge"},{"status":"pass","label":"License","detail":"Apache-2.0"},{"status":"pass","label":"Maintenance","detail":"1d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"12K 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":[]},"safety":{"score":65,"level":"review_before_install","label":"Review before install","auto_install_allowed":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}},"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"}}],"agent_workflow":{"mode":"resolve_review_install","recommended_action":"Install after normal workspace review.","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 Squad 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%20Squad%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 score: 91/100 Safe to install with normal review","Audit score: 95/100 Safe to try","Trust score: 100/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"2fastlabs-agent-squad","name":"Agent Squad","reason":"Matches task terms: use, squad, for, agent","url":"https://www.openagentskill.com/skills/2fastlabs-agent-squad","install_api":"https://www.openagentskill.com/api/skills/2fastlabs-agent-squad/install"},{"slug":"muratcankoylan-agent-skills-for-context-engineering","name":"Agent Skills For Context Engineering","reason":"Matches task terms: use, for, agent, workflow","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":"agentsmesh-agentsmesh","name":"AgentsMesh","reason":"Matches task terms: use, squad, for, agent","url":"https://www.openagentskill.com/skills/agentsmesh-agentsmesh","install_api":"https://www.openagentskill.com/api/skills/agentsmesh-agentsmesh/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":"Policy allows an agent to install this skill after normal workspace review."},"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":"2026-06-14T17:46:57.256Z","total_skills_searched":980,"total_candidates":15}}