OpenAgentSkill Task Task: Build a RAG knowledge base Intent: Ingest docs, chunk content, retrieve relevant passages, and cite sources in agent answers. Agent prompt: Find the best skill for building a RAG knowledge base over documents with retrieval, citations, and verification steps. Success criteria: - Supports source attribution - Can test retrieval quality - Separates ingestion from answer generation Do not use when: - Source documents are not curated - Answers require real-time data - Private data cannot leave the workspace Resolve API: https://www.openagentskill.com/api/agent/resolve?task=Find%20the%20best%20skill%20for%20building%20a%20RAG%20knowledge%20base%20over%20documents%20with%20retrieval%2C%20citations%2C%20and%20verification%20steps.&agent=codex&max_risk=medium Ranked skills: 1. RAG Techniques (nirdiamant-rag-techniques) Match score: 835 This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial. Trust: 86/100 Production candidate Audit: 90/100 Safe to try Install: Detail: https://www.openagentskill.com/skills/nirdiamant-rag-techniques Install API: https://www.openagentskill.com/api/skills/nirdiamant-rag-techniques/install --- 2. Orama (oramasearch-orama) Match score: 771 🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb. Trust: 83/100 Strong shortlist Audit: 87/100 Safe to try Install: Detail: https://www.openagentskill.com/skills/oramasearch-orama Install API: https://www.openagentskill.com/api/skills/oramasearch-orama/install --- 3. Meilisearch (meilisearch-meilisearch) Match score: 768 A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications. Trust: 84/100 Strong shortlist Audit: 88/100 Safe to try Install: Detail: https://www.openagentskill.com/skills/meilisearch-meilisearch Install API: https://www.openagentskill.com/api/skills/meilisearch-meilisearch/install --- 4. Flexsearch (nextapps-de-flexsearch) Match score: 767 Next-generation full-text search library for Browser and Node.js Trust: 85/100 Strong shortlist Audit: 88/100 Safe to try Install: Detail: https://www.openagentskill.com/skills/nextapps-de-flexsearch Install API: https://www.openagentskill.com/api/skills/nextapps-de-flexsearch/install --- 5. WeKnora (tencent-weknora) Match score: 761 Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki. Trust: 87/100 Production candidate Audit: 90/100 Safe to try Install: Detail: https://www.openagentskill.com/skills/tencent-weknora Install API: https://www.openagentskill.com/api/skills/tencent-weknora/install