Search private knowledge
Build a RAG knowledge base
Find skills for document ingestion, retrieval, embeddings, knowledge indexing, and grounded answer workflows.
Agent prompt
Find the best skill for building a RAG knowledge base over documents with retrieval, citations, and verification steps.
Best first install
Meilisearch
A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
Install with one command
$ npx skills add meilisearch/meilisearchInstall targets
Install this skill in your agent workflow
Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.
OpenAgentSkill CLI
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add meilisearch/meilisearchDecision guide
Use and avoid conditions
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
Alternatives
Compare before installing
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Elasticsearch
904Free and Open Source, Distributed, RESTful Search Engine
LightRAG
892[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
Anything Llm
867Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
Logseq
852A privacy-first, open-source platform for knowledge management and collaboration. Download link: http://github.com/logseq/logseq/releases. roadmap: https://logseq.io/p/NX4mc_ggEV