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: 862
   This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
   Trust: 100/100 Production candidate
   Audit: 95/100 Safe to try
   Install: npx skills add NirDiamant/RAG_Techniques
   Detail: https://www.openagentskill.com/skills/nirdiamant-rag-techniques
   Install API: https://www.openagentskill.com/api/skills/nirdiamant-rag-techniques/install
---
2. USearch (unum-cloud-usearch)
   Match score: 830
   Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍
   Trust: 100/100 Production candidate
   Audit: 97/100 Safe to try
   Install: npx skills add unum-cloud/USearch
   Detail: https://www.openagentskill.com/skills/unum-cloud-usearch
   Install API: https://www.openagentskill.com/api/skills/unum-cloud-usearch/install
---
3. Meilisearch (meilisearch-meilisearch)
   Match score: 828
   A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
   Trust: 100/100 Production candidate
   Audit: 95/100 Safe to try
   Install: npx skills add meilisearch/meilisearch
   Detail: https://www.openagentskill.com/skills/meilisearch-meilisearch
   Install API: https://www.openagentskill.com/api/skills/meilisearch-meilisearch/install
---
4. Oceanbase (oceanbase-oceanbase)
   Match score: 807
   The Fastest Distributed Database for Transactional, Analytical, and  AI Workloads.
   Trust: 100/100 Production candidate
   Audit: 95/100 Safe to try
   Install: npx skills add oceanbase/oceanbase
   Detail: https://www.openagentskill.com/skills/oceanbase-oceanbase
   Install API: https://www.openagentskill.com/api/skills/oceanbase-oceanbase/install
---
5. Dingo (dingodb-dingo)
   Match score: 806
   A multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting the requirements of high concurrency and ultra-low latency.
   Trust: 100/100 Production candidate
   Audit: 97/100 Safe to try
   Install: npx skills add dingodb/dingo
   Detail: https://www.openagentskill.com/skills/dingodb-dingo
   Install API: https://www.openagentskill.com/api/skills/dingodb-dingo/install