{"query":"Teaql Agent Kit","filters":{"category":null,"platform":null,"track":null,"safety":null,"include_blocked":false,"min_stars":0},"total":10,"skills":[{"rank":1,"match_score":839.7,"slug":"teaql-teaql-agent-kit","name":"Teaql Agent Kit","description":"Deterministic execution for non-deterministic AI.","tagline":"Deterministic execution for non-deterministic AI.","category":"coding-agents","tags":["developer-tools","automation","coding","agentic-coding","ai-coding","code-generation","coding-agent","ddd","domain-driven-design","java"],"author":{"name":"teaql","verified":true,"url":"https://github.com/teaql"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"teaql/teaql-agent-kit","creatorName":"teaql","creatorUrl":"https://github.com/teaql","sourceUrl":"https://github.com/teaql/teaql-agent-kit","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/teaql-teaql-agent-kit#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. 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Creators can claim the listing to update ownership signals."},"stats":{"stars":62719,"forks":5075,"downloads":0,"rating":0,"review_count":0,"quality_score":76.78},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"63K","tone":"positive"},{"label":"Freshness","value":"4d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":93,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency 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for Coding agents","role":"Primary pick","primary_fit":"Coding agents","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."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"code-yeongyu-oh-my-openagent","name":"Oh My Openagent","description":"omo/lazycodex: The coding agent for tokenmaxxers;the one and only agent harness for complex codebases. 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It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more.","category":"agent-frameworks","tags":["agents","ai-agents","genai","python","github"],"author":{"name":"ashishpatel26","verified":true,"url":"https://github.com/ashishpatel26"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"ashishpatel26/500-AI-Agents-Projects","creatorName":"ashishpatel26","creatorUrl":"https://github.com/ashishpatel26","sourceUrl":"https://github.com/ashishpatel26/500-AI-Agents-Projects","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":32430,"forks":5701,"downloads":0,"rating":0,"review_count":0,"quality_score":74.78},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"32K","tone":"positive"},{"label":"Freshness","value":"17d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":96,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, 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":0.13,"status":"pass","detail":"32K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":100,"weight":0.08,"status":"pass","detail":"32K stars, 5.7K forks; 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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 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"500 AI Agents Projects\" as a Claude Code skill from https://github.com/ashishpatel26/500-AI-Agents-Projects. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"500 AI Agents Projects\" from https://github.com/ashishpatel26/500-AI-Agents-Projects into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more."}],"handoff_url":"https://www.openagentskill.com/api/skills/ashishpatel26-500-ai-agents-projects/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ashishpatel26-500-ai-agents-projects"},"trust":{"score":96,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"32K GitHub stars","repoActivity":"32K stars, 5.7K forks","lastPushed":"17d since push","license":"MIT","repository":"https://github.com/ashishpatel26/500-AI-Agents-Projects","install":"npx skills add ashishpatel26/500-AI-Agents-Projects","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"success_rate":null,"install_attempts":0,"risk_blocked":0,"setup_required":0,"label":"No agent outcome data yet"},"auto_install":{"allowed":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["agent-frameworks","agents","ai-agents","genai","python","github"],"known_risks":[]},"audit":{"score":96,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety_gate":{"tier":"verified","label":"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."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"17d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","No major trust warnings detected from available metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Use 500 AI Agents Projects in an agent workflow","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","install_policy":"allow","minimum_review_before_use":["Trust: 96/100 Production candidate","Audit: 96/100 Safe to try","Safety: 92/100 Safe to install with normal review","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ashishpatel26-500-ai-agents-projects (500 AI Agents Projects)","install_command":"npx skills add ashishpatel26/500-AI-Agents-Projects","risk_summary":"Safe to try; Verified; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"endpoints":{"web":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects","api":"https://www.openagentskill.com/api/agent/skills/ashishpatel26-500-ai-agents-projects","audit":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ashishpatel26-500-ai-agents-projects&task=Use%20500%20AI%20Agents%20Projects%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20500%20AI%20Agents%20Projects%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","install":"https://www.openagentskill.com/api/skills/ashishpatel26-500-ai-agents-projects/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ashishpatel26-500-ai-agents-projects"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"ashishpatel26-500-ai-agents-projects","name":"500 AI Agents Projects","description":"The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more.","category":"agent-frameworks","url":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects","repository":"https://github.com/ashishpatel26/500-AI-Agents-Projects","github_repo":"ashishpatel26/500-AI-Agents-Projects"},"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Navigate pages","Click and type safely"],"suited_agents":["Python","AI Agents","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add ashishpatel26/500-AI-Agents-Projects","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add ashishpatel26/500-AI-Agents-Projects"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"500 AI Agents Projects\" agent skill from https://github.com/ashishpatel26/500-AI-Agents-Projects. 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 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"500 AI Agents Projects\" as a Claude Code skill from https://github.com/ashishpatel26/500-AI-Agents-Projects. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"500 AI Agents Projects\" from https://github.com/ashishpatel26/500-AI-Agents-Projects into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more."}],"handoff_url":"https://www.openagentskill.com/api/skills/ashishpatel26-500-ai-agents-projects/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ashishpatel26-500-ai-agents-projects"},"trust":{"score":96,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"32K GitHub stars","repoActivity":"32K stars, 5.7K forks","lastPushed":"17d since push","license":"MIT","repository":"https://github.com/ashishpatel26/500-AI-Agents-Projects","install":"npx skills add ashishpatel26/500-AI-Agents-Projects","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"success_rate":null,"install_attempts":0,"risk_blocked":0,"setup_required":0,"label":"No agent outcome data yet"},"auto_install":{"allowed":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["agent-frameworks","agents","ai-agents","genai","python","github"],"known_risks":[]},"audit":{"score":96,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety_gate":{"tier":"verified","label":"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."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"17d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","No major trust warnings detected from available metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Use 500 AI Agents Projects in an agent workflow","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","install_policy":"allow","minimum_review_before_use":["Trust: 96/100 Production candidate","Audit: 96/100 Safe to try","Safety: 92/100 Safe to install with normal review","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ashishpatel26-500-ai-agents-projects (500 AI Agents Projects)","install_command":"npx skills add ashishpatel26/500-AI-Agents-Projects","risk_summary":"Safe to try; Verified; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"endpoints":{"web":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects","api":"https://www.openagentskill.com/api/agent/skills/ashishpatel26-500-ai-agents-projects","audit":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ashishpatel26-500-ai-agents-projects&task=Use%20500%20AI%20Agents%20Projects%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20500%20AI%20Agents%20Projects%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","install":"https://www.openagentskill.com/api/skills/ashishpatel26-500-ai-agents-projects/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ashishpatel26-500-ai-agents-projects"}},"platforms":["Python","AI Agents","Claude Code"],"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"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"}],"install":"npx skills add ashishpatel26/500-AI-Agents-Projects","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add ashishpatel26/500-AI-Agents-Projects","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 \"500 AI Agents Projects\" agent skill from https://github.com/ashishpatel26/500-AI-Agents-Projects. 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 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more.","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 \"500 AI Agents Projects\" as a Claude Code skill from https://github.com/ashishpatel26/500-AI-Agents-Projects. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more.","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 \"500 AI Agents Projects\" from https://github.com/ashishpatel26/500-AI-Agents-Projects into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/ashishpatel26/500-AI-Agents-Projects","github_repo":"ashishpatel26/500-AI-Agents-Projects","version":"1.0.0","license":"MIT","updated_at":"2026-06-15T03:04:02.284438+00:00","canonical_key":"ashishpatel26/500-ai-agents-projects","recommendation_reasons":["Matches task terms: agent","Strong GitHub adoption: 32,430 stars","Quality score 75/100","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects","api":"https://www.openagentskill.com/api/agent/skills/ashishpatel26-500-ai-agents-projects","install_api":"https://www.openagentskill.com/api/skills/ashishpatel26-500-ai-agents-projects/install","audit":"https://www.openagentskill.com/skills/ashishpatel26-500-ai-agents-projects/audit","repository":"https://github.com/ashishpatel26/500-AI-Agents-Projects"}},{"rank":8,"match_score":170.6,"slug":"agentscope-ai-agentscope","name":"AgentScope","description":"Build agents that are visible, understandable, and trusted","tagline":"Build agents that are visible, understandable, and trusted","category":"agent-frameworks","tags":["agents","observability","python"],"author":{"name":"agentscope-ai","verified":true,"url":"https://github.com/agentscope-ai"},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github star import","sourceDetail":"agentscope-ai/agentscope","creatorName":"agentscope-ai","creatorUrl":"https://github.com/agentscope-ai","sourceUrl":"https://github.com/agentscope-ai/agentscope","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/agentscope-ai-agentscope#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":27093,"forks":3049,"downloads":0,"rating":0,"review_count":0,"quality_score":74.53},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"27K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":88,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, 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":0.13,"status":"pass","detail":"27K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"27K stars, 3.0K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":50,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add agentscope-ai/agentscope"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/agentscope-ai/agentscope"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Real agent outcomes","score":58,"weight":0.08,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"27K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"27K stars, 3.0K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add agentscope-ai/agentscope"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/agentscope-ai/agentscope"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Real agent outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"27K GitHub stars","repoActivity":"27K stars, 3.0K forks","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/agentscope-ai/agentscope","install":"npx skills add agentscope-ai/agentscope","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add agentscope-ai/agentscope","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","Pushed today"]},"agentCompatibility":["AgentScope","Python","LLM","Codex","Claude Code","Cursor"],"riskSummary":{"level":"medium","label":"Review before production","notes":["License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["agent-frameworks","agents","observability","python","AgentScope","LLM"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Commercial reuse before clarifying license terms"],"knownRisks":["License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety":{"score":80,"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":["License is unclear","80/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["License is unclear"],"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":["License is unclear","80/100 agent safety score"]},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, 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Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Needs review"]},"coverageTags":["Coding","GitHub automation","agent-frameworks","agents","observability","python","AgentScope","LLM"]},"audit":{"audit_score":92,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for GitHub automation","role":"Primary pick","primary_fit":"GitHub automation","best_for":["GitHub automation 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 GitHub 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."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"agentscope-ai-agentscope","name":"AgentScope","description":"Build agents that are visible, understandable, and trusted","category":"agent-frameworks","url":"https://www.openagentskill.com/skills/agentscope-ai-agentscope","repository":"https://github.com/agentscope-ai/agentscope","github_repo":"agentscope-ai/agentscope"},"suited_tasks":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect source files","Explain architecture"],"suited_agents":["AgentScope","Python","LLM","Codex","Claude Code","Cursor","CLI"],"install":{"command":"npx skills add 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