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
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
OpenAgentSkill CLI
Resolve policy, run the source installer safely, and report a verified install receipt.
$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install 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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868Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
Elasticsearch
861Free and Open Source, Distributed, RESTful Search Engine
Anything Llm
816Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
Cognee
815Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
Understand Anything
813Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.