{"eval":{"version":"openagentskill-skill-eval-v1","slug":"boluo2077-deep-rag","name":"Deep RAG","generated_at":"2026-07-04T00:31:34.851Z","task_input":"Evaluate Deep RAG before installing it in an AI agent workflow","status":"review","score":71,"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","Navigate pages","Click and type safely"],"suited_agents":["Python","Knowledge Base","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add boluo2077/deep-rag","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add boluo2077/deep-rag"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Deep RAG\" agent skill from https://github.com/boluo2077/deep-rag. 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: 🔍 Deep RAG: Advanced Retrieval-Augmented Generation system that goes beyond vector search. Enables AI to perform multi-hop reasoning, negation queries, numerical comparisons & global aggregation on your knowledge base. Supports OpenAI, Anthropic, Google Gemini. Python FastAPI + React UI"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Deep RAG\" as a Claude Code skill from https://github.com/boluo2077/deep-rag. 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: 🔍 Deep RAG: Advanced Retrieval-Augmented Generation system that goes beyond vector search. Enables AI to perform multi-hop reasoning, negation queries, numerical comparisons & global aggregation on your knowledge base. Supports OpenAI, Anthropic, Google Gemini. Python FastAPI + React UI"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Deep RAG\" from https://github.com/boluo2077/deep-rag 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: 🔍 Deep RAG: Advanced Retrieval-Augmented Generation system that goes beyond vector search. Enables AI to perform multi-hop reasoning, negation queries, numerical comparisons & global aggregation on your knowledge base. Supports OpenAI, Anthropic, Google Gemini. Python FastAPI + React UI"}]},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"193 GitHub stars","repoActivity":"193 stars, 25 forks","lastPushed":"8mo since push","license":"Apache-2.0","repository":"https://github.com/boluo2077/deep-rag","install":"npx skills add boluo2077/deep-rag","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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Stars/forks activity: 193 stars, 25 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":58,"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":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Deep RAG before installing it in an AI agent workflow","support-automation","RAG and knowledge workflows; 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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","Quality score needs review","Stars/forks activity: 193 stars, 25 forks; issue activity unavailable in current metadata","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":"xtekky-gpt4free","name":"Gpt4free","url":"https://www.openagentskill.com/skills/xtekky-gpt4free","stars":66337,"install_command":"npx skills add xtekky/gpt4free","trust_score":92,"audit_score":94},{"slug":"chatboxai-chatbox","name":"Chatbox","url":"https://www.openagentskill.com/skills/chatboxai-chatbox","stars":40498,"install_command":"npx skills add chatboxai/chatbox","trust_score":92,"audit_score":95},{"slug":"chatwoot-chatwoot","name":"Chatwoot","url":"https://www.openagentskill.com/skills/chatwoot-chatwoot","stars":31904,"install_command":"npx skills add chatwoot/chatwoot","trust_score":89,"audit_score":92},{"slug":"python-telegram-bot-python-telegram-bot","name":"Python Telegram Bot","url":"https://www.openagentskill.com/skills/python-telegram-bot-python-telegram-bot","stars":29226,"install_command":"npx skills add python-telegram-bot/python-telegram-bot","trust_score":92,"audit_score":95}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"boluo2077-deep-rag","name":"Deep RAG","description":"🔍 Deep RAG: Advanced Retrieval-Augmented Generation system that goes beyond vector search. 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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: 🔍 Deep RAG: Advanced Retrieval-Augmented Generation system that goes beyond vector search. Enables AI to perform multi-hop reasoning, negation queries, numerical comparisons & global aggregation on your knowledge base. Supports OpenAI, Anthropic, Google Gemini. Python FastAPI + React UI"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Deep RAG\" as a Claude Code skill from https://github.com/boluo2077/deep-rag. 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: 🔍 Deep RAG: Advanced Retrieval-Augmented Generation system that goes beyond vector search. 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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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Stars/forks activity: 193 stars, 25 forks; issue activity unavailable in current metadata"]},"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":62,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"8mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"xtekky-gpt4free","name":"Gpt4free","url":"https://www.openagentskill.com/skills/xtekky-gpt4free","stars":66337,"install_command":"npx skills add xtekky/gpt4free","trust_score":92,"audit_score":94},{"slug":"chatboxai-chatbox","name":"Chatbox","url":"https://www.openagentskill.com/skills/chatboxai-chatbox","stars":40498,"install_command":"npx skills add chatboxai/chatbox","trust_score":92,"audit_score":95},{"slug":"chatwoot-chatwoot","name":"Chatwoot","url":"https://www.openagentskill.com/skills/chatwoot-chatwoot","stars":31904,"install_command":"npx skills add chatwoot/chatwoot","trust_score":89,"audit_score":92},{"slug":"python-telegram-bot-python-telegram-bot","name":"Python Telegram Bot","url":"https://www.openagentskill.com/skills/python-telegram-bot-python-telegram-bot","stars":29226,"install_command":"npx skills add python-telegram-bot/python-telegram-bot","trust_score":92,"audit_score":95}],"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","Stars/forks activity: 193 stars, 25 forks; issue activity unavailable in current metadata","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 Deep RAG 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: 77/100 Strong shortlist","Audit: 74/100 Needs review","Safety: 58/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"boluo2077-deep-rag (Deep RAG)","install_command":"npx skills add boluo2077/deep-rag","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":"boluo2077-deep-rag","task":"Evaluate Deep RAG 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/boluo2077-deep-rag","api":"https://www.openagentskill.com/api/agent/skills/boluo2077-deep-rag","audit":"https://www.openagentskill.com/skills/boluo2077-deep-rag/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=boluo2077-deep-rag&task=Evaluate%20Deep%20RAG%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Deep%20RAG%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Deep%20RAG%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/boluo2077-deep-rag/install","manifest":"https://www.openagentskill.com/api/registry/manifest/boluo2077-deep-rag"}},"endpoints":{"web":"https://www.openagentskill.com/skills/boluo2077-deep-rag","api":"https://www.openagentskill.com/api/agent/skills/boluo2077-deep-rag","eval":"https://www.openagentskill.com/api/agent/evals?slug=boluo2077-deep-rag","audit":"https://www.openagentskill.com/skills/boluo2077-deep-rag/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Deep%20RAG%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. 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