{"eval":{"version":"openagentskill-skill-eval-v1","slug":"baranzinilab-kg-rag","name":"KG RAG","generated_at":"2026-07-03T22:22:41.415Z","task_input":"Evaluate KG RAG before installing it in an AI agent workflow","status":"review","score":66,"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":70,"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add BaranziniLab/KG_RAG","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add BaranziniLab/KG_RAG"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"KG RAG\" agent skill from https://github.com/BaranziniLab/KG_RAG. 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Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Empower Large Language Models (LLM) using Knowledge Graph based Retrieval-Augmented Generation (KG-RAG) for knowledge intensive tasks"}]},"trust":{"score":78,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"939 GitHub stars","repoActivity":"939 stars, 112 forks","lastPushed":"2y since push","license":"Apache-2.0","repository":"https://github.com/BaranziniLab/KG_RAG","install":"npx skills add BaranziniLab/KG_RAG","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":70,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 2y since push"]},"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"}],"policy_warnings":["Repository appears stale"]},"checks":[{"id":"task_fit","label":"Task fit","status":"warn","score":70,"required_for_auto_install":true,"detail":"Task fit is weak; 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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":70,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 2y since push"]},"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":56,"label":"Promising"},"supply":{"track":"Data, BI, and analytics","scenario":"RAG and knowledge","maintenance":"2y since push","risk":"Needs review"},"alternative_skills":[{"slug":"shubhamsaboo-awesome-llm-apps","name":"Awesome Llm Apps","url":"https://www.openagentskill.com/skills/shubhamsaboo-awesome-llm-apps","stars":114473,"install_command":"npx skills add Shubhamsaboo/awesome-llm-apps","trust_score":93,"audit_score":95},{"slug":"datawhalechina-hello-agents","name":"Hello Agents","url":"https://www.openagentskill.com/skills/datawhalechina-hello-agents","stars":59476,"install_command":"npx skills add datawhalechina/hello-agents","trust_score":86,"audit_score":92},{"slug":"pathwaycom-llm-app","name":"Llm App","url":"https://www.openagentskill.com/skills/pathwaycom-llm-app","stars":59299,"install_command":"npx skills add pathwaycom/llm-app","trust_score":93,"audit_score":95},{"slug":"flowiseai-flowise","name":"Flowise","url":"https://www.openagentskill.com/skills/flowiseai-flowise","stars":53579,"install_command":"npx skills add FlowiseAI/Flowise","trust_score":88,"audit_score":92}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","Repository appears stale","Quality score needs review","Recent maintenance: 2y since push","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":"Evaluate KG 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: 78/100 Strong shortlist","Audit: 70/100 Needs review","Safety: 58/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"baranzinilab-kg-rag (KG RAG)","install_command":"npx skills add BaranziniLab/KG_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":"baranzinilab-kg-rag","task":"Evaluate KG 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/baranzinilab-kg-rag","api":"https://www.openagentskill.com/api/agent/skills/baranzinilab-kg-rag","audit":"https://www.openagentskill.com/skills/baranzinilab-kg-rag/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=baranzinilab-kg-rag&task=Evaluate%20KG%20RAG%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20KG%20RAG%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20KG%20RAG%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/baranzinilab-kg-rag/install","manifest":"https://www.openagentskill.com/api/registry/manifest/baranzinilab-kg-rag"}},"endpoints":{"web":"https://www.openagentskill.com/skills/baranzinilab-kg-rag","api":"https://www.openagentskill.com/api/agent/skills/baranzinilab-kg-rag","eval":"https://www.openagentskill.com/api/agent/evals?slug=baranzinilab-kg-rag","audit":"https://www.openagentskill.com/skills/baranzinilab-kg-rag/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20KG%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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