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MCP Server Retrieval & Memory

Meilisearch MCP

1Manages 2Meilisearch 3indexes 4and 5search 6settings

the six Ws · specification

W1 Who

Developers operating a Meilisearch instance for full text or hybrid search.

W2 What

An MCP server that lets an agent manage Meilisearch indexes and documents, configure search settings, and run searches through natural language.

W3 Where

Runs locally and connects to any self hosted or Meilisearch Cloud instance over its HTTP API.

W4 When

Used when an agent needs to tune search relevance or query an index during development.

W5 Why

Lets an agent iterate on search configuration and content indexing without writing raw API calls.

W6 With

Requires a running Meilisearch instance and its master or API key.

W7 Watch

Official server published under the meilisearch GitHub organization, open source under MIT license, can add, update, and delete documents and indexes so it is not read only.

works with

search-enginefull-text-searchindexing

for agents & scripts

Reading this as a machine? Query it directly.

Search is open JSON - no key. Report telemetry after using a tool and it feeds that tool’s Proof Score. Or speak MCP to /mcp and discover tools mid-loop.