{"eval":{"version":"openagentskill-skill-eval-v1","slug":"danny-avila-rag-api","name":"RAG API","generated_at":"2026-07-03T23:05:37.432Z","task_input":"Evaluate RAG API before installing it in an AI agent workflow","status":"review","score":80,"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","Vector Search","Codex","Claude Code","Cursor","OpenAgentSkill CLI","LangChain","CLI"]},"install":{"command":"npx skills add danny-avila/rag_api","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add danny-avila/rag_api"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"RAG API\" agent skill from https://github.com/danny-avila/rag_api. 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: ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"RAG API\" as a Claude Code skill from https://github.com/danny-avila/rag_api. 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: ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"RAG API\" from https://github.com/danny-avila/rag_api 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: ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector"}]},"trust":{"score":79,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"844 GitHub stars","repoActivity":"844 stars, 372 forks","lastPushed":"15d since push","license":"MIT","repository":"https://github.com/danny-avila/rag_api","install":"npx skills add danny-avila/rag_api","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":86,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Permission surface: filesystem or document access, network or browser access"]},"safety_gate":{"score":66,"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"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["Permission surface may require sandboxing"]},"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 RAG API before installing it in an AI agent workflow","rag-knowledge","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 danny-avila/rag_api"]},{"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 danny-avila/rag_api"]},{"id":"trust_score","label":"Trust score","status":"warn","score":79,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","844 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":86,"required_for_auto_install":true,"detail":"Needs review","evidence":["Permission surface may require sandboxing"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":66,"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.","Permission surface may require sandboxing"]},{"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":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"15d since push","evidence":["15d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":60,"required_for_auto_install":true,"detail":"filesystem or document access, network or browser access","evidence":["Network access: medium","Filesystem access: medium","Database 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.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Permission surface: filesystem or document access, network or browser access","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access"],"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","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Permission surface: filesystem or document access, network or browser access","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":"danny-avila-rag-api","name":"RAG API","description":"ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector","category":"rag-knowledge","url":"https://www.openagentskill.com/skills/danny-avila-rag-api","repository":"https://github.com/danny-avila/rag_api","github_repo":"danny-avila/rag_api"},"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","Vector Search","Codex","Claude Code","Cursor","OpenAgentSkill CLI","LangChain","CLI"],"install":{"command":"npx skills add danny-avila/rag_api","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add danny-avila/rag_api"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"RAG API\" agent skill from https://github.com/danny-avila/rag_api. 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: ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"RAG API\" as a Claude Code skill from https://github.com/danny-avila/rag_api. 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: ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"RAG API\" from https://github.com/danny-avila/rag_api 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: ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector"}],"handoff_url":"https://www.openagentskill.com/api/skills/danny-avila-rag-api/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/danny-avila-rag-api"},"trust":{"score":79,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"844 GitHub stars","repoActivity":"844 stars, 372 forks","lastPushed":"15d since push","license":"MIT","repository":"https://github.com/danny-avila/rag_api","install":"npx skills add danny-avila/rag_api","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["rag-knowledge","vector-database","retrieval","knowledge","api","api-rest"],"known_risks":["Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Permission surface: filesystem or document access, network or browser access"]},"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":86,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Permission surface: filesystem or document access, network or browser access"]},"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":87,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"Database and SQL","maintenance":"15d 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 major risk signals from current metadata","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Permission surface: filesystem or document access, network or browser access","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate RAG API 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: 79/100 Strong shortlist","Audit: 86/100 Needs review","Safety: 66/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"danny-avila-rag-api (RAG API)","install_command":"npx skills add danny-avila/rag_api","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":"danny-avila-rag-api","task":"Evaluate RAG API 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/danny-avila-rag-api","api":"https://www.openagentskill.com/api/agent/skills/danny-avila-rag-api","audit":"https://www.openagentskill.com/skills/danny-avila-rag-api/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=danny-avila-rag-api&task=Evaluate%20RAG%20API%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20RAG%20API%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20RAG%20API%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/danny-avila-rag-api/install","manifest":"https://www.openagentskill.com/api/registry/manifest/danny-avila-rag-api"}},"endpoints":{"web":"https://www.openagentskill.com/skills/danny-avila-rag-api","api":"https://www.openagentskill.com/api/agent/skills/danny-avila-rag-api","eval":"https://www.openagentskill.com/api/agent/evals?slug=danny-avila-rag-api","audit":"https://www.openagentskill.com/skills/danny-avila-rag-api/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20RAG%20API%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":"2026-07-03T23:05:37.432Z"}}