{"eval":{"version":"openagentskill-skill-eval-v1","slug":"flairnlp-fundus","name":"Fundus","generated_at":"2026-07-03T23:38:04.698Z","task_input":"Evaluate Fundus before installing it in an AI agent workflow","status":"review","score":80,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Web scraping workflows","Claude Code teams","builders willing to evaluate younger projects","Crawl target URLs","Extract tables and metadata","Normalize messy page content","Navigate pages","Click and type safely"],"suited_agents":["Python","Web Automation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"]},"install":{"command":"npx skills add flairNLP/fundus","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add flairNLP/fundus"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Fundus\" agent skill from https://github.com/flairNLP/fundus. 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 very simple news crawler with a funny name"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Fundus\" as a Claude Code skill from https://github.com/flairNLP/fundus. 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 very simple news crawler with a funny name"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Fundus\" from https://github.com/flairNLP/fundus 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 very simple news crawler with a funny name"}]},"trust":{"score":78,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"461 GitHub stars","repoActivity":"461 stars, 110 forks","lastPushed":"13d since push","license":"MIT","repository":"https://github.com/flairNLP/fundus","install":"npx skills add flairNLP/fundus","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"score":66,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Quality score needs review"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Fundus before installing it in an AI agent workflow","web-automation","Web scraping workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add flairNLP/fundus"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add flairNLP/fundus"]},{"id":"trust_score","label":"Trust score","status":"warn","score":78,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","461 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":86,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":66,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","Quality score needs review"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":74,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"13d since push","evidence":["13d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":72,"required_for_auto_install":true,"detail":"filesystem or document access, network or browser access","evidence":["Browser automation: medium","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["crawl4ai","d4vinci-scrapling","scrapy-scrapy","naibowang-easyspider"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Permission surface: filesystem or document access, network or browser access","Quality score needs review"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","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"],"alternatives":[{"slug":"crawl4ai","name":"Crawl4AI","url":"https://www.openagentskill.com/skills/crawl4ai","stars":70774,"install_command":"npx skills add unclecode/crawl4ai","trust_score":93,"audit_score":95},{"slug":"d4vinci-scrapling","name":"Scrapling","url":"https://www.openagentskill.com/skills/d4vinci-scrapling","stars":67816,"install_command":"npx skills add D4Vinci/Scrapling","trust_score":85,"audit_score":90},{"slug":"scrapy-scrapy","name":"Scrapy","url":"https://www.openagentskill.com/skills/scrapy-scrapy","stars":62532,"install_command":"npx skills add scrapy/scrapy","trust_score":92,"audit_score":95},{"slug":"naibowang-easyspider","name":"EasySpider","url":"https://www.openagentskill.com/skills/naibowang-easyspider","stars":44121,"install_command":"npx skills add NaiboWang/EasySpider","trust_score":93,"audit_score":94}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"flairnlp-fundus","name":"Fundus","description":"A very simple news crawler with a funny name","category":"web-automation","url":"https://www.openagentskill.com/skills/flairnlp-fundus","repository":"https://github.com/flairNLP/fundus","github_repo":"flairNLP/fundus"},"suited_tasks":["Web scraping workflows","Claude Code teams","builders willing to evaluate younger projects","Crawl target URLs","Extract tables and metadata","Normalize messy page content","Navigate pages","Click and type safely"],"suited_agents":["Python","Web Automation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","Browser agents","CLI"],"install":{"command":"npx skills add flairNLP/fundus","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add flairNLP/fundus"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Fundus\" agent skill from https://github.com/flairNLP/fundus. 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 very simple news crawler with a funny name"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Fundus\" as a Claude Code skill from https://github.com/flairNLP/fundus. 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 very simple news crawler with a funny name"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Fundus\" from https://github.com/flairNLP/fundus 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 very simple news crawler with a funny name"}],"handoff_url":"https://www.openagentskill.com/api/skills/flairnlp-fundus/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/flairnlp-fundus"},"trust":{"score":78,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"461 GitHub stars","repoActivity":"461 stars, 110 forks","lastPushed":"13d since push","license":"MIT","repository":"https://github.com/flairNLP/fundus","install":"npx skills add flairNLP/fundus","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["web-automation","scraping","crawler","browser-commerce","cc-news","commoncrawl"],"known_risks":["Quality score needs review"]},"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":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","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."},"quality":{"score":84,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"13d since push","risk":"Safe to try"},"alternative_skills":[{"slug":"crawl4ai","name":"Crawl4AI","url":"https://www.openagentskill.com/skills/crawl4ai","stars":70774,"install_command":"npx skills add unclecode/crawl4ai","trust_score":93,"audit_score":95},{"slug":"d4vinci-scrapling","name":"Scrapling","url":"https://www.openagentskill.com/skills/d4vinci-scrapling","stars":67816,"install_command":"npx skills add D4Vinci/Scrapling","trust_score":85,"audit_score":90},{"slug":"scrapy-scrapy","name":"Scrapy","url":"https://www.openagentskill.com/skills/scrapy-scrapy","stars":62532,"install_command":"npx skills add scrapy/scrapy","trust_score":92,"audit_score":95},{"slug":"naibowang-easyspider","name":"EasySpider","url":"https://www.openagentskill.com/skills/naibowang-easyspider","stars":44121,"install_command":"npx skills add NaiboWang/EasySpider","trust_score":93,"audit_score":94}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","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"],"agent_contract":{"task_input":"Evaluate Fundus before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 78/100 Strong shortlist","Audit: 86/100 Safe to try","Safety: 66/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"flairnlp-fundus (Fundus)","install_command":"npx skills add flairNLP/fundus","risk_summary":"Safe to try; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"flairnlp-fundus","task":"Evaluate Fundus before installing it in an AI agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/flairnlp-fundus","api":"https://www.openagentskill.com/api/agent/skills/flairnlp-fundus","audit":"https://www.openagentskill.com/skills/flairnlp-fundus/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=flairnlp-fundus&task=Evaluate%20Fundus%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Fundus%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Fundus%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/flairnlp-fundus/install","manifest":"https://www.openagentskill.com/api/registry/manifest/flairnlp-fundus"}},"endpoints":{"web":"https://www.openagentskill.com/skills/flairnlp-fundus","api":"https://www.openagentskill.com/api/agent/skills/flairnlp-fundus","eval":"https://www.openagentskill.com/api/agent/evals?slug=flairnlp-fundus","audit":"https://www.openagentskill.com/skills/flairnlp-fundus/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Fundus%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T23:38:04.698Z"}}