{"eval":{"version":"openagentskill-skill-eval-v1","slug":"cinnamon-kotaemon","name":"Kotaemon","generated_at":"2026-07-04T02:06:18.095Z","task_input":"Evaluate Kotaemon before installing it in an AI agent workflow","status":"review","score":91,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","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","Inspect repository metadata","Compare code changes"],"suited_agents":["Python","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add Cinnamon/kotaemon","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add Cinnamon/kotaemon"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Kotaemon\" agent skill from https://github.com/Cinnamon/kotaemon. 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: An open-source RAG-based tool for chatting with your documents."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Kotaemon\" as a Claude Code skill from https://github.com/Cinnamon/kotaemon. 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: An open-source RAG-based tool for chatting with your documents."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Kotaemon\" from https://github.com/Cinnamon/kotaemon 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: An open-source RAG-based tool for chatting with your documents."}]},"trust":{"score":92,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"25K GitHub stars","repoActivity":"25K stars, 2.1K forks","lastPushed":"24d since push","license":"Apache-2.0","repository":"https://github.com/Cinnamon/kotaemon","install":"npx skills add Cinnamon/kotaemon","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety_gate":{"score":83,"tier":"reviewed","label":"Reviewed","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":["Documentation summary is thin"]},"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 Kotaemon before installing it in an AI agent workflow","data","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 Cinnamon/kotaemon"]},{"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 Cinnamon/kotaemon"]},{"id":"trust_score","label":"Trust score","status":"pass","score":92,"required_for_auto_install":true,"detail":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","evidence":["Production candidate","25K GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"pass","score":95,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Documentation summary is thin"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":83,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"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":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"24d since push","evidence":["24d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":100,"required_for_auto_install":true,"detail":"no high-risk permission surface in public metadata","evidence":["Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["shubhamsaboo-awesome-llm-apps","datawhalechina-hello-agents","pathwaycom-llm-app","flowiseai-flowise"]}],"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Documentation summary is thin"],"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","Documentation summary is thin","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission 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FlowiseAI/Flowise","trust_score":88,"audit_score":92}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"cinnamon-kotaemon","name":"Kotaemon","description":"An open-source RAG-based tool for chatting with your documents.","category":"data","url":"https://www.openagentskill.com/skills/cinnamon-kotaemon","repository":"https://github.com/Cinnamon/kotaemon","github_repo":"Cinnamon/kotaemon"},"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 repository metadata","Compare code changes"],"suited_agents":["Python","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add Cinnamon/kotaemon","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add 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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: An open-source RAG-based tool for chatting with your documents."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Kotaemon\" as a Claude Code skill from https://github.com/Cinnamon/kotaemon. 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: An open-source RAG-based tool for chatting with your documents."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Kotaemon\" from https://github.com/Cinnamon/kotaemon 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: An open-source RAG-based tool for chatting with your documents."}],"handoff_url":"https://www.openagentskill.com/api/skills/cinnamon-kotaemon/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/cinnamon-kotaemon"},"trust":{"score":92,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"25K GitHub stars","repoActivity":"25K stars, 2.1K forks","lastPushed":"24d since push","license":"Apache-2.0","repository":"https://github.com/Cinnamon/kotaemon","install":"npx skills add Cinnamon/kotaemon","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","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":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["data","rag","retrieval","chatbot","llms","open-source"],"known_risks":["Documentation summary is thin"]},"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":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"24d since push","risk":"Safe to try"},"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 need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Documentation summary is thin","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 Kotaemon before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 92/100 Production candidate","Audit: 95/100 Safe to try","Safety: 83/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"cinnamon-kotaemon (Kotaemon)","install_command":"npx skills add Cinnamon/kotaemon","risk_summary":"Safe to try; 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Agents should read this before installing a reusable skill.","generated_at":"2026-07-04T02:06:18.095Z"}}