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score"]},"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":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Java"],"install":{"ready":true,"command":"npx skills add macrozheng/mall-swarm","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":13000,"starsLabel":"13K","forks":5525,"license":"Apache-2.0","qualityScore":100,"trustScore":93,"auditScore":96},"maintenance":{"status":"fresh","label":"26d since push","daysSincePush":26,"lastPushedAt":"2026-05-21T08:03:07+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Dependency or permission surface needs review","Dependency risk: credential or environment access, external package install surface"]},"coverageTags":["Coding","Coding agents","devops","kubernetes","docker","elasticsearch","java","k8s"]},"audit":{"audit_score":96,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Dependency or permission surface needs review","Dependency risk: credential or environment access, external package install surface"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for RAG and knowledge","role":"Primary pick","primary_fit":"RAG and knowledge","best_for":["RAG and knowledge 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 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."]},"platforms":["Java","Kubernetes","Claude Code"],"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":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"}],"install":"npx skills add macrozheng/mall-swarm","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add 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Skill purpose: mall-swarm是一套微服务商城系统，采用了 Spring Cloud Alibaba、Spring Boot 3.5、Sa-Token、MyBatis、Elasticsearch、Docker、Kubernetes等核心技术，同时提供了基于Vue的管理后台方便快速搭建系统。mall-swarm在电商业务的基础集成了注册中心、配置中心、监控中心、网关等系统功能。","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 \"Mall Swarm\" from https://github.com/macrozheng/mall-swarm 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: mall-swarm是一套微服务商城系统，采用了 Spring Cloud Alibaba、Spring Boot 3.5、Sa-Token、MyBatis、Elasticsearch、Docker、Kubernetes等核心技术，同时提供了基于Vue的管理后台方便快速搭建系统。mall-swarm在电商业务的基础集成了注册中心、配置中心、监控中心、网关等系统功能。","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/macrozheng/mall-swarm","github_repo":"macrozheng/mall-swarm","version":"1.0.0","license":"Apache-2.0","updated_at":"2026-06-16T10:01:55.679691+00:00","canonical_key":"macrozheng/mall-swarm","recommendation_reasons":["Matches task terms: sql","Strong GitHub adoption: 13,000 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/macrozheng-mall-swarm","api":"https://www.openagentskill.com/api/agent/skills/macrozheng-mall-swarm","install_api":"https://www.openagentskill.com/api/skills/macrozheng-mall-swarm/install","audit":"https://www.openagentskill.com/skills/macrozheng-mall-swarm/audit","repository":"https://github.com/macrozheng/mall-swarm"}},{"rank":4,"match_score":121.2,"slug":"elie222-inbox-zero","name":"Inbox Zero","description":"The world's best AI personal assistant for email. 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knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"install":"npx skills add elie222/inbox-zero","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add elie222/inbox-zero","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 \"Inbox Zero\" agent skill from https://github.com/elie222/inbox-zero. 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Open source app to help you reach inbox zero fast.","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 \"Inbox Zero\" from https://github.com/elie222/inbox-zero 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 world's best AI personal assistant for email. Open source app to help you reach inbox zero fast.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/elie222/inbox-zero","github_repo":"elie222/inbox-zero","version":"1.0.0","license":"Unknown","updated_at":"2026-06-16T10:06:48.673596+00:00","canonical_key":"elie222/inbox-zero","recommendation_reasons":["Matches task terms: sql","Strong GitHub adoption: 11,293 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/elie222-inbox-zero","api":"https://www.openagentskill.com/api/agent/skills/elie222-inbox-zero","install_api":"https://www.openagentskill.com/api/skills/elie222-inbox-zero/install","audit":"https://www.openagentskill.com/skills/elie222-inbox-zero/audit","repository":"https://github.com/elie222/inbox-zero"}},{"rank":5,"match_score":120.9,"slug":"yugabyte-yugabyte-db","name":"Yugabyte Db","description":"YugabyteDB - the cloud native distributed SQL database for mission-critical applications.","tagline":"YugabyteDB - the cloud native distributed SQL database for mission-critical applications.","category":"devops","tags":["kubernetes","devops","cloud-native","cpp","database","distributed-database","distributed-sql","distributed-sql-database","high-performance","multi-cloud"],"author":{"name":"yugabyte","verified":true,"url":"https://github.com/yugabyte"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"yugabyte/yugabyte-db","creatorName":"yugabyte","creatorUrl":"https://github.com/yugabyte","sourceUrl":"https://github.com/yugabyte/yugabyte-db","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/yugabyte-yugabyte-db#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":10346,"forks":1273,"downloads":0,"rating":0,"review_count":0,"quality_score":71.3},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"10K","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-v2","score":92,"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 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available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"10K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency risk","detail":"database surface"},{"status":"pass","label":"Install availability","detail":"npx skills add yugabyte/yugabyte-db"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/yugabyte/yugabyte-db"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently 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yugabyte/yugabyte-db","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add yugabyte/yugabyte-db","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 \"Yugabyte Db\" agent skill from https://github.com/yugabyte/yugabyte-db. 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: YugabyteDB - the cloud native distributed SQL database for mission-critical applications.","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 \"Yugabyte Db\" as a Claude Code skill from https://github.com/yugabyte/yugabyte-db. 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: YugabyteDB - the cloud native distributed SQL database for mission-critical applications.","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 \"Yugabyte Db\" from https://github.com/yugabyte/yugabyte-db 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: YugabyteDB - the cloud native distributed SQL database for mission-critical applications.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/yugabyte/yugabyte-db","github_repo":"yugabyte/yugabyte-db","version":"1.0.0","license":"Unknown","updated_at":"2026-06-16T10:01:56.340519+00:00","canonical_key":"yugabyte/yugabyte-db","recommendation_reasons":["Matches task terms: sql","Strong GitHub adoption: 10,346 stars","Quality score 71/100","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/yugabyte-yugabyte-db","api":"https://www.openagentskill.com/api/agent/skills/yugabyte-yugabyte-db","install_api":"https://www.openagentskill.com/api/skills/yugabyte-yugabyte-db/install","audit":"https://www.openagentskill.com/skills/yugabyte-yugabyte-db/audit","repository":"https://github.com/yugabyte/yugabyte-db"}},{"rank":6,"match_score":104.8,"slug":"crawl4ai","name":"Crawl4AI","description":"Open-source LLM-friendly web crawler and scraper","tagline":"Web crawling built for AI","category":"web-automation","tags":["web-crawling","scraping","llm","data-extraction"],"author":{"name":"unclecode","verified":true,"url":null},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"API submitted","sourceDetail":"unclecode/crawl4ai","creatorName":"unclecode","creatorUrl":"https://github.com/unclecode/crawl4ai","sourceUrl":"https://github.com/unclecode/crawl4ai","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/crawl4ai#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":66195,"forks":6763,"downloads":31000,"rating":4.9,"review_count":0,"quality_score":79.25},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"66K","tone":"positive"},{"label":"Freshness","value":"25d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":95,"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":"66K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"25d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":74,"weight":0.16,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add unclecode/crawl4ai"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/unclecode/crawl4ai"},{"id":"review_status","label":"Review 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listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":["Documentation summary is thin"],"evidence":{"stars":"66K GitHub stars","lastPushed":"25d since push","license":"Apache-2.0","repository":"https://github.com/unclecode/crawl4ai","install":"npx skills add unclecode/crawl4ai","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add unclecode/crawl4ai","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","25d since push"]},"agentCompatibility":["Claude","GPT-4","LangChain","CrewAI","OpenClaw","Codex"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Documentation summary is thin"]}},"safety":{"score":81,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","summary":"Good audit and safety signals with no high-risk permission hints in public metadata.","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_policy":"review","reasons":["Safe-to-try audit","81/100 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"}],"policy_warnings":["Documentation summary is thin"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","reasons":["Safe-to-try audit","81/100 agent safety score"]},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Document processing","description":"I need my agent to read PDFs, extract tables, and turn documents into structured data.","useCases":[{"slug":"web-scraping","title":"Web scraping"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"document-processing","title":"Document processing"}]},"applicableAgents":["Claude Code","OpenAI Agents","LangChain","CLI","Codex"],"install":{"ready":true,"command":"npx skills add unclecode/crawl4ai","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":66195,"starsLabel":"66K","forks":6763,"license":"Apache-2.0","qualityScore":100,"trustScore":95,"auditScore":97},"maintenance":{"status":"fresh","label":"25d since push","daysSincePush":25,"lastPushedAt":"2026-05-22T11:42:05+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Documentation summary is thin"]},"coverageTags":["Research","Document processing","web-automation","web-crawling","scraping","llm","data-extraction","Claude"]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Web scraping","role":"Primary pick","primary_fit":"Web scraping","best_for":["Web scraping workflows","Claude Code 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unclecode/crawl4ai","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add unclecode/crawl4ai","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 \"Crawl4AI\" agent skill from https://github.com/unclecode/crawl4ai. 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: Open-source LLM-friendly web crawler and scraper","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 \"Crawl4AI\" as a Claude Code skill from https://github.com/unclecode/crawl4ai. 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: Open-source LLM-friendly web crawler and scraper","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 \"Crawl4AI\" from https://github.com/unclecode/crawl4ai 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: Open-source LLM-friendly web crawler and scraper","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/unclecode/crawl4ai","github_repo":"unclecode/crawl4ai","version":"0.4.0","license":"Apache-2.0","updated_at":"2026-05-25T03:01:44.029813+00:00","canonical_key":"unclecode/crawl4ai","recommendation_reasons":["Strong GitHub adoption: 66,195 stars","Quality score 79/100","Install handoff is available","Repository freshness signal is available","Registry match score 105"],"urls":{"web":"https://www.openagentskill.com/skills/crawl4ai","api":"https://www.openagentskill.com/api/agent/skills/crawl4ai","install_api":"https://www.openagentskill.com/api/skills/crawl4ai/install","audit":"https://www.openagentskill.com/skills/crawl4ai/audit","repository":"https://github.com/unclecode/crawl4ai"}},{"rank":7,"match_score":103.9,"slug":"firecrawl","name":"Firecrawl","description":"Turn any website into LLM-ready markdown or structured data","tagline":"Web data for AI applications","category":"web-automation","tags":["web-crawling","markdown","structured-data","api"],"author":{"name":"mendableai","verified":true,"url":null},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"API submitted","sourceDetail":"firecrawl/firecrawl","creatorName":"mendableai","creatorUrl":"https://github.com/firecrawl/firecrawl","sourceUrl":"https://github.com/firecrawl/firecrawl","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/firecrawl#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":133246,"forks":7808,"downloads":25000,"rating":4.8,"review_count":0,"quality_score":75.5},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"133K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"AGPL-3.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":90,"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 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available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"133K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"AGPL-3.0"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add firecrawl/firecrawl"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/firecrawl/firecrawl"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"133K GitHub stars","lastPushed":"Pushed today","license":"AGPL-3.0","repository":"https://github.com/firecrawl/firecrawl","install":"npx skills add firecrawl/firecrawl","documentation":"Thin public metadata"},"installReadiness":{"ready":true,"command":"npx skills add firecrawl/firecrawl","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","Pushed today"]},"agentCompatibility":["Claude","GPT-4","LangChain","OpenClaw","Codex","Claude Code"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},"safety":{"score":79,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","summary":"Good audit and safety signals with no high-risk permission hints in public metadata.","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_policy":"review","reasons":["Safe-to-try audit","79/100 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"}],"policy_warnings":["Documentation summary is thin"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","reasons":["Safe-to-try audit","79/100 agent safety score"]},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Document processing","description":"I need my agent to read PDFs, extract tables, and turn documents into structured data.","useCases":[{"slug":"web-scraping","title":"Web scraping"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"local-desktop","title":"Local desktop"}]},"applicableAgents":["Claude Code","OpenAI Agents","LangChain","CLI","Codex"],"install":{"ready":true,"command":"npx skills add firecrawl/firecrawl","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":133246,"starsLabel":"133K","forks":7808,"license":"AGPL-3.0","qualityScore":100,"trustScore":90,"auditScore":95},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-06-16T00:32:43+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"coverageTags":["Research","Document processing","web-automation","web-crawling","markdown","structured-data","api","Claude"]},"audit":{"audit_score":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Web scraping","role":"Primary pick","primary_fit":"Web scraping","best_for":["Web scraping 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 Web scraping 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."]},"platforms":["Claude","GPT-4","LangChain","OpenClaw","Claude Code","OpenAI Agents"],"use_cases":[{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"install":"npx skills add firecrawl/firecrawl","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add firecrawl/firecrawl","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 \"Firecrawl\" agent skill from https://github.com/firecrawl/firecrawl. 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: Turn any website into LLM-ready markdown or structured data","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 \"Firecrawl\" as a Claude Code skill from https://github.com/firecrawl/firecrawl. 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: Turn any website into LLM-ready markdown or structured data","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 \"Firecrawl\" from https://github.com/firecrawl/firecrawl 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: Turn any website into LLM-ready markdown or structured data","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/firecrawl/firecrawl","github_repo":"firecrawl/firecrawl","version":"1.5.0","license":"AGPL-3.0","updated_at":"2026-06-16T03:00:41.94559+00:00","canonical_key":"firecrawl/firecrawl","recommendation_reasons":["Strong GitHub adoption: 133,246 stars","Quality score 76/100","Install handoff is available","Repository freshness signal is available","Registry match score 104"],"urls":{"web":"https://www.openagentskill.com/skills/firecrawl","api":"https://www.openagentskill.com/api/agent/skills/firecrawl","install_api":"https://www.openagentskill.com/api/skills/firecrawl/install","audit":"https://www.openagentskill.com/skills/firecrawl/audit","repository":"https://github.com/firecrawl/firecrawl"}},{"rank":8,"match_score":103.9,"slug":"browser-use","name":"Browser Use","description":"Make AI agents interact with websites using natural language","tagline":"Give your AI agent a web browser","category":"web-automation","tags":["browser","automation","web-scraping","playwright"],"author":{"name":"browser-use","verified":true,"url":null},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"API submitted","sourceDetail":"browser-use/browser-use","creatorName":"browser-use","creatorUrl":"https://github.com/browser-use/browser-use","sourceUrl":"https://github.com/browser-use/browser-use","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/browser-use#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":97222,"forks":10873,"downloads":28000,"rating":4.9,"review_count":0,"quality_score":75.41},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"97K","tone":"positive"},{"label":"Freshness","value":"14d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":90,"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":"97K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"14d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":50,"weight":0.16,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency risk","score":82,"weight":0.14,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add browser-use/browser-use"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/browser-use/browser-use"},{"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":"97K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"14d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add browser-use/browser-use"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/browser-use/browser-use"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is 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