{"eval":{"version":"openagentskill-skill-eval-v1","slug":"howie6879-liuli","name":"Liuli","generated_at":"2026-06-23T19:20:54.357Z","task_input":"Evaluate Liuli before installing it in an AI agent workflow","status":"review","score":74,"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":84,"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Move data between tools","Transform files"],"suited_agents":["Python","Notes","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add howie6879/liuli","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add howie6879/liuli"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Liuli\" agent skill from https://github.com/howie6879/liuli. 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: 一站式构建多源、干净、个性化的阅读环境(Build a multi-source, clean and personalized reading environment in one stop.)"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Liuli\" as a Claude Code skill from https://github.com/howie6879/liuli. 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: 一站式构建多源、干净、个性化的阅读环境(Build a multi-source, clean and personalized reading environment in one stop.)"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Liuli\" from https://github.com/howie6879/liuli 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: 一站式构建多源、干净、个性化的阅读环境(Build a multi-source, clean and personalized reading environment in one stop.)"}]},"trust":{"score":81,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"888 GitHub stars","repoActivity":"888 stars, 107 forks","lastPushed":"9mo since push","license":"Apache-2.0","repository":"https://github.com/howie6879/liuli","install":"npx skills add howie6879/liuli","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":78,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review"]},"safety_gate":{"score":62,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"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":["Quality score needs review"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Liuli before installing it in an AI agent workflow","productivity-automation","RAG and knowledge workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add howie6879/liuli"]},{"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 howie6879/liuli"]},{"id":"trust_score","label":"Trust score","status":"warn","score":81,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","888 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":78,"required_for_auto_install":true,"detail":"Needs review","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":62,"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":"pass","score":90,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"warn","score":62,"required_for_auto_install":false,"detail":"9mo since push","evidence":["9mo since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["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":["ohmyzsh-ohmyzsh","excalidraw-excalidraw","appflowy-io-appflowy","novuhq-novu"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","Recent maintenance: 9mo since push","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 OpenAgentSkill engagement data yet","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","production agents without a sandbox test and repository review"],"alternatives":[{"slug":"ohmyzsh-ohmyzsh","name":"Ohmyzsh","url":"https://www.openagentskill.com/skills/ohmyzsh-ohmyzsh","stars":188057,"install_command":"npx skills add ohmyzsh/ohmyzsh","trust_score":91,"audit_score":93},{"slug":"excalidraw-excalidraw","name":"Excalidraw","url":"https://www.openagentskill.com/skills/excalidraw-excalidraw","stars":125436,"install_command":"npx skills add excalidraw/excalidraw","trust_score":93,"audit_score":95},{"slug":"appflowy-io-appflowy","name":"AppFlowy","url":"https://www.openagentskill.com/skills/appflowy-io-appflowy","stars":72692,"install_command":"npx skills add AppFlowy-IO/AppFlowy","trust_score":95,"audit_score":96},{"slug":"novuhq-novu","name":"Novu","url":"https://www.openagentskill.com/skills/novuhq-novu","stars":39136,"install_command":"npx skills add novuhq/novu","trust_score":90,"audit_score":93}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"howie6879-liuli","name":"Liuli","description":"一站式构建多源、干净、个性化的阅读环境(Build a multi-source, clean and personalized reading environment in one stop.)","category":"productivity-automation","url":"https://www.openagentskill.com/skills/howie6879-liuli","repository":"https://github.com/howie6879/liuli","github_repo":"howie6879/liuli"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Move data between tools","Transform files"],"suited_agents":["Python","Notes","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add howie6879/liuli","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add howie6879/liuli"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Liuli\" agent skill from https://github.com/howie6879/liuli. 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: 一站式构建多源、干净、个性化的阅读环境(Build a multi-source, clean and personalized reading environment in one stop.)"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Liuli\" as a Claude Code skill from https://github.com/howie6879/liuli. 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: 一站式构建多源、干净、个性化的阅读环境(Build a multi-source, clean and personalized reading environment in one stop.)"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Liuli\" from https://github.com/howie6879/liuli 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: 一站式构建多源、干净、个性化的阅读环境(Build a multi-source, clean and personalized reading environment in one stop.)"}],"handoff_url":"https://www.openagentskill.com/api/skills/howie6879-liuli/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/howie6879-liuli"},"trust":{"score":81,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"888 GitHub stars","repoActivity":"888 stars, 107 forks","lastPushed":"9mo since push","license":"Apache-2.0","repository":"https://github.com/howie6879/liuli","install":"npx skills add howie6879/liuli","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["productivity-automation","notes","knowledge","productivity","liuli","novel"],"known_risks":["Quality score needs review"]},"audit":{"score":78,"risk_level":"needs_review","risk_label":"Needs review","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":69,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"9mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"ohmyzsh-ohmyzsh","name":"Ohmyzsh","url":"https://www.openagentskill.com/skills/ohmyzsh-ohmyzsh","stars":188057,"install_command":"npx skills add ohmyzsh/ohmyzsh","trust_score":91,"audit_score":93},{"slug":"excalidraw-excalidraw","name":"Excalidraw","url":"https://www.openagentskill.com/skills/excalidraw-excalidraw","stars":125436,"install_command":"npx skills add excalidraw/excalidraw","trust_score":93,"audit_score":95},{"slug":"appflowy-io-appflowy","name":"AppFlowy","url":"https://www.openagentskill.com/skills/appflowy-io-appflowy","stars":72692,"install_command":"npx skills add AppFlowy-IO/AppFlowy","trust_score":95,"audit_score":96},{"slug":"novuhq-novu","name":"Novu","url":"https://www.openagentskill.com/skills/novuhq-novu","stars":39136,"install_command":"npx skills add novuhq/novu","trust_score":90,"audit_score":93}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","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","production agents without a sandbox test and repository review"],"agent_contract":{"task_input":"Evaluate Liuli 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: 81/100 Strong shortlist","Audit: 78/100 Needs review","Safety: 62/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"howie6879-liuli (Liuli)","install_command":"npx skills add howie6879/liuli","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"endpoints":{"web":"https://www.openagentskill.com/skills/howie6879-liuli","api":"https://www.openagentskill.com/api/agent/skills/howie6879-liuli","audit":"https://www.openagentskill.com/skills/howie6879-liuli/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=howie6879-liuli&task=Evaluate%20Liuli%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Liuli%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","install":"https://www.openagentskill.com/api/skills/howie6879-liuli/install","manifest":"https://www.openagentskill.com/api/registry/manifest/howie6879-liuli"}},"endpoints":{"web":"https://www.openagentskill.com/skills/howie6879-liuli","api":"https://www.openagentskill.com/api/agent/skills/howie6879-liuli","eval":"https://www.openagentskill.com/api/agent/evals?slug=howie6879-liuli","audit":"https://www.openagentskill.com/skills/howie6879-liuli/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Liuli%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":"2026-06-23T19:20:54.357Z"}}