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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":"2026-07-18T03:04:33.635812+00:00","canonical_key":"unclecode/crawl4ai","recommendation_reasons":["Strong GitHub adoption: 73,100 stars","Quality score 80/100","Install handoff is available","Repository freshness signal is available","Registry match score 93"],"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":4,"match_score":93,"raw_match_score":433.9,"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":134190,"forks":7845,"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":"134K","tone":"positive"},{"label":"Freshness","value":"1mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"AGPL-3.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":87,"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":"134K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":100,"weight":0.08,"status":"pass","detail":"134K stars, 7.8K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.14,"status":"pass","detail":"1mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"AGPL-3.0"},{"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":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add firecrawl/firecrawl"},{"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":86,"weight":0.07,"status":"pass","detail":"network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/firecrawl/firecrawl"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"134K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"134K stars, 7.8K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"1mo since push"},{"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/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add firecrawl/firecrawl"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/firecrawl/firecrawl"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven 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":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"134K GitHub stars","repoActivity":"134K stars, 7.8K forks","lastPushed":"1mo since push","license":"AGPL-3.0","repository":"https://github.com/firecrawl/firecrawl","install":"npx skills add firecrawl/firecrawl","installSafety":"standard package or runtime install path","permissionSurface":"network or browser access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add 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audit","74/100 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":"local-desktop","title":"Local desktop"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","OpenAI Agents","LangChain","CLI","Codex"],"install":{"ready":true,"command":"npx skills add firecrawl/firecrawl","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":134190,"starsLabel":"134K","forks":7845,"license":"AGPL-3.0","qualityScore":100,"trustScore":87,"auditScore":90},"maintenance":{"status":"active","label":"1mo since push","daysSincePush":33,"lastPushedAt":"2026-06-17T23:53:37+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":90,"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."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"firecrawl","name":"Firecrawl","description":"Turn any website into LLM-ready markdown or structured data","category":"web-automation","url":"https://www.openagentskill.com/skills/firecrawl","repository":"https://github.com/firecrawl/firecrawl","github_repo":"firecrawl/firecrawl"},"suited_tasks":["Web scraping workflows","Claude Code teams","teams that value GitHub adoption signals","Crawl target URLs","Extract tables and metadata","Normalize messy page content","Navigate local resources","Run repeatable desktop actions"],"suited_agents":["Claude","GPT-4","LangChain","OpenClaw","Codex","Claude Code","OpenAI Agents","CLI"],"install":{"command":"npx skills add 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Skill purpose: Turn any website into LLM-ready markdown or structured data"}],"handoff_url":"https://www.openagentskill.com/api/skills/firecrawl/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/firecrawl"},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"134K GitHub stars","repoActivity":"134K stars, 7.8K forks","lastPushed":"1mo since push","license":"AGPL-3.0","repository":"https://github.com/firecrawl/firecrawl","install":"npx skills add firecrawl/firecrawl","installSafety":"standard package or runtime install path","permissionSurface":"network or browser access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"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":["web-automation","web-crawling","markdown","structured-data","api","Claude"],"known_risks":["Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":90,"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"]},"safety_gate":{"tier":"reviewed","label":"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."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"1mo 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","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","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 Firecrawl in an agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 87/100 Production candidate","Audit: 90/100 Safe to try","Safety: 74/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"firecrawl (Firecrawl)","install_command":"npx skills add firecrawl/firecrawl","risk_summary":"Safe to try; 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Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":90,"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"]},"safety_gate":{"tier":"reviewed","label":"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."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"1mo 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","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","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 Firecrawl in an agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 87/100 Production candidate","Audit: 90/100 Safe to try","Safety: 74/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"firecrawl (Firecrawl)","install_command":"npx skills add firecrawl/firecrawl","risk_summary":"Safe to try; 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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: 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. 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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":"2026-06-18T03:00:52.832358+00:00","canonical_key":"firecrawl/firecrawl","recommendation_reasons":["Strong GitHub adoption: 134,190 stars","Quality score 76/100","Install handoff is available","Repository freshness signal is available","Registry match score 93"],"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":5,"match_score":91,"raw_match_score":425.3,"slug":"mishushakov-llm-scraper","name":"Llm Scraper","description":"Turn any webpage into structured data using LLMs","tagline":"Turn any webpage into structured data using LLMs","category":"web-automation","tags":["browser","automation","ai","artificial-intelligence","browser-automation","gpt","gpt-4","langchain","llama","llm"],"author":{"name":"mishushakov","verified":true,"url":"https://github.com/mishushakov"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"mishushakov/llm-scraper","creatorName":"mishushakov","creatorUrl":"https://github.com/mishushakov","sourceUrl":"https://github.com/mishushakov/llm-scraper","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/mishushakov-llm-scraper#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":6819,"forks":454,"downloads":0,"rating":0,"review_count":0,"quality_score":68.54},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"6.8K","tone":"positive"},{"label":"Freshness","value":"1mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":85,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"6.8K GitHub 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