{"eval":{"version":"openagentskill-skill-eval-v1","slug":"zhongye1-knowledgerag-gzhu","name":"KnowledgeRAG GZHU","generated_at":"2026-07-04T01:15:11.818Z","task_input":"Evaluate KnowledgeRAG GZHU before installing it in an AI agent workflow","status":"review","score":73,"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":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Vue","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add Zhongye1/KnowledgeRAG-GZHU","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add Zhongye1/KnowledgeRAG-GZHU"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"KnowledgeRAG GZHU\" agent skill from https://github.com/Zhongye1/KnowledgeRAG-GZHU. 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: ​​KnowledgeRAG-GZHU​​ 是一个面向智能知识管理的检索增强生成（RAG）系统，集成文档解析、知识库管理、知识图谱生成、向量检索、Ollama模型服务及智能问答核心功能。前端基于 ​​Vue3 + TypeScript​​ 构建交互框架，实现知识组织与问答可视化；后端采用 ​​FastAPI​​ 架构提供高性能服务支持。该系统通过本地知识库与大语言模型协同推理，显著缓解大模型幻觉问题，提升领域知识问答的精确性与可靠性。"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"KnowledgeRAG GZHU\" as a Claude Code skill from https://github.com/Zhongye1/KnowledgeRAG-GZHU. 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: ​​KnowledgeRAG-GZHU​​ 是一个面向智能知识管理的检索增强生成（RAG）系统，集成文档解析、知识库管理、知识图谱生成、向量检索、Ollama模型服务及智能问答核心功能。前端基于 ​​Vue3 + TypeScript​​ 构建交互框架，实现知识组织与问答可视化；后端采用 ​​FastAPI​​ 架构提供高性能服务支持。该系统通过本地知识库与大语言模型协同推理，显著缓解大模型幻觉问题，提升领域知识问答的精确性与可靠性。"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"KnowledgeRAG GZHU\" from https://github.com/Zhongye1/KnowledgeRAG-GZHU 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: ​​KnowledgeRAG-GZHU​​ 是一个面向智能知识管理的检索增强生成（RAG）系统，集成文档解析、知识库管理、知识图谱生成、向量检索、Ollama模型服务及智能问答核心功能。前端基于 ​​Vue3 + TypeScript​​ 构建交互框架，实现知识组织与问答可视化；后端采用 ​​FastAPI​​ 架构提供高性能服务支持。该系统通过本地知识库与大语言模型协同推理，显著缓解大模型幻觉问题，提升领域知识问答的精确性与可靠性。"}]},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"141 GitHub stars","repoActivity":"141 stars, 11 forks","lastPushed":"3mo since push","license":"Unknown","repository":"https://github.com/Zhongye1/KnowledgeRAG-GZHU","install":"npx skills add Zhongye1/KnowledgeRAG-GZHU","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":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 141 stars, 11 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"score":60,"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":["License is unclear"]},"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 KnowledgeRAG GZHU before installing it in an AI agent workflow","rag-knowledge","RAG and knowledge 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 Zhongye1/KnowledgeRAG-GZHU"]},{"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 Zhongye1/KnowledgeRAG-GZHU"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","141 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":76,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":60,"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.","License is unclear"]},{"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":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"warn","score":76,"required_for_auto_install":false,"detail":"3mo since push","evidence":["3mo 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":["microsoft-generative-ai-for-beginners","elastic-elasticsearch","safishamsi-graphify","egonex-ai-understand-anything"]}],"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.","License clarity: Unknown","Recent maintenance: 3mo since push","License is unclear","Quality score needs review","Stars/forks activity: 141 stars, 11 forks; issue activity unavailable in current metadata"],"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","License is unclear","Quality score needs review","Stars/forks activity: 141 stars, 11 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"alternatives":[{"slug":"microsoft-generative-ai-for-beginners","name":"Generative AI For Beginners","url":"https://www.openagentskill.com/skills/microsoft-generative-ai-for-beginners","stars":112223,"install_command":"npx skills add microsoft/generative-ai-for-beginners","trust_score":92,"audit_score":95},{"slug":"elastic-elasticsearch","name":"Elasticsearch","url":"https://www.openagentskill.com/skills/elastic-elasticsearch","stars":76995,"install_command":"npx skills add elastic/elasticsearch","trust_score":88,"audit_score":92},{"slug":"safishamsi-graphify","name":"Graphify","url":"https://www.openagentskill.com/skills/safishamsi-graphify","stars":76861,"install_command":"npx skills add safishamsi/graphify","trust_score":89,"audit_score":93},{"slug":"egonex-ai-understand-anything","name":"Understand Anything","url":"https://www.openagentskill.com/skills/egonex-ai-understand-anything","stars":70436,"install_command":"npx skills add Egonex-AI/Understand-Anything","trust_score":90,"audit_score":93}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"zhongye1-knowledgerag-gzhu","name":"KnowledgeRAG GZHU","description":"​​KnowledgeRAG-GZHU​​ 是一个面向智能知识管理的检索增强生成（RAG）系统，集成文档解析、知识库管理、知识图谱生成、向量检索、Ollama模型服务及智能问答核心功能。前端基于 ​​Vue3 + TypeScript​​ 构建交互框架，实现知识组织与问答可视化；后端采用 ​​FastAPI​​ 架构提供高性能服务支持。该系统通过本地知识库与大语言模型协同推理，显著缓解大模型幻觉问题，提升领域知识问答的精确性与可靠性。","category":"rag-knowledge","url":"https://www.openagentskill.com/skills/zhongye1-knowledgerag-gzhu","repository":"https://github.com/Zhongye1/KnowledgeRAG-GZHU","github_repo":"Zhongye1/KnowledgeRAG-GZHU"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Vue","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add Zhongye1/KnowledgeRAG-GZHU","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add Zhongye1/KnowledgeRAG-GZHU"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"KnowledgeRAG GZHU\" agent skill from https://github.com/Zhongye1/KnowledgeRAG-GZHU. 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: ​​KnowledgeRAG-GZHU​​ 是一个面向智能知识管理的检索增强生成（RAG）系统，集成文档解析、知识库管理、知识图谱生成、向量检索、Ollama模型服务及智能问答核心功能。前端基于 ​​Vue3 + TypeScript​​ 构建交互框架，实现知识组织与问答可视化；后端采用 ​​FastAPI​​ 架构提供高性能服务支持。该系统通过本地知识库与大语言模型协同推理，显著缓解大模型幻觉问题，提升领域知识问答的精确性与可靠性。"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"KnowledgeRAG GZHU\" as a Claude Code skill from https://github.com/Zhongye1/KnowledgeRAG-GZHU. 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: ​​KnowledgeRAG-GZHU​​ 是一个面向智能知识管理的检索增强生成（RAG）系统，集成文档解析、知识库管理、知识图谱生成、向量检索、Ollama模型服务及智能问答核心功能。前端基于 ​​Vue3 + TypeScript​​ 构建交互框架，实现知识组织与问答可视化；后端采用 ​​FastAPI​​ 架构提供高性能服务支持。该系统通过本地知识库与大语言模型协同推理，显著缓解大模型幻觉问题，提升领域知识问答的精确性与可靠性。"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"KnowledgeRAG GZHU\" from https://github.com/Zhongye1/KnowledgeRAG-GZHU 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: ​​KnowledgeRAG-GZHU​​ 是一个面向智能知识管理的检索增强生成（RAG）系统，集成文档解析、知识库管理、知识图谱生成、向量检索、Ollama模型服务及智能问答核心功能。前端基于 ​​Vue3 + TypeScript​​ 构建交互框架，实现知识组织与问答可视化；后端采用 ​​FastAPI​​ 架构提供高性能服务支持。该系统通过本地知识库与大语言模型协同推理，显著缓解大模型幻觉问题，提升领域知识问答的精确性与可靠性。"}],"handoff_url":"https://www.openagentskill.com/api/skills/zhongye1-knowledgerag-gzhu/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/zhongye1-knowledgerag-gzhu"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"141 GitHub stars","repoActivity":"141 stars, 11 forks","lastPushed":"3mo since push","license":"Unknown","repository":"https://github.com/Zhongye1/KnowledgeRAG-GZHU","install":"npx skills add Zhongye1/KnowledgeRAG-GZHU","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,"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":["rag-knowledge","rag","retrieval","knowledge","ai","chatbot"],"known_risks":["License is unclear","Quality score needs review","Stars/forks activity: 141 stars, 11 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"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":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 141 stars, 11 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"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":68,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"3mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"microsoft-generative-ai-for-beginners","name":"Generative AI For Beginners","url":"https://www.openagentskill.com/skills/microsoft-generative-ai-for-beginners","stars":112223,"install_command":"npx skills add microsoft/generative-ai-for-beginners","trust_score":92,"audit_score":95},{"slug":"elastic-elasticsearch","name":"Elasticsearch","url":"https://www.openagentskill.com/skills/elastic-elasticsearch","stars":76995,"install_command":"npx skills add elastic/elasticsearch","trust_score":88,"audit_score":92},{"slug":"safishamsi-graphify","name":"Graphify","url":"https://www.openagentskill.com/skills/safishamsi-graphify","stars":76861,"install_command":"npx skills add safishamsi/graphify","trust_score":89,"audit_score":93},{"slug":"egonex-ai-understand-anything","name":"Understand Anything","url":"https://www.openagentskill.com/skills/egonex-ai-understand-anything","stars":70436,"install_command":"npx skills add Egonex-AI/Understand-Anything","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","License is unclear","Quality score needs review","Stars/forks activity: 141 stars, 11 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate KnowledgeRAG GZHU 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: 75/100 Strong shortlist","Audit: 76/100 Needs review","Safety: 60/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"zhongye1-knowledgerag-gzhu (KnowledgeRAG GZHU)","install_command":"npx skills add Zhongye1/KnowledgeRAG-GZHU","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."}},"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":"zhongye1-knowledgerag-gzhu","task":"Evaluate KnowledgeRAG GZHU 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/zhongye1-knowledgerag-gzhu","api":"https://www.openagentskill.com/api/agent/skills/zhongye1-knowledgerag-gzhu","audit":"https://www.openagentskill.com/skills/zhongye1-knowledgerag-gzhu/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=zhongye1-knowledgerag-gzhu&task=Evaluate%20KnowledgeRAG%20GZHU%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20KnowledgeRAG%20GZHU%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20KnowledgeRAG%20GZHU%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/zhongye1-knowledgerag-gzhu/install","manifest":"https://www.openagentskill.com/api/registry/manifest/zhongye1-knowledgerag-gzhu"}},"endpoints":{"web":"https://www.openagentskill.com/skills/zhongye1-knowledgerag-gzhu","api":"https://www.openagentskill.com/api/agent/skills/zhongye1-knowledgerag-gzhu","eval":"https://www.openagentskill.com/api/agent/evals?slug=zhongye1-knowledgerag-gzhu","audit":"https://www.openagentskill.com/skills/zhongye1-knowledgerag-gzhu/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20KnowledgeRAG%20GZHU%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":"2026-07-04T01:15:11.818Z"}}