# Meilisearch

> Use this tool when you need to integrate fast and customizable search capabilities into AI-powered applications, such as e-commerce platforms or content management systems. It provides a standardized interface for indexing, searching, and managing documents, allowing for seamless integration of Meilisearch's powerful search capabilities. With typo-tolerant search experiences and easy retrieval of results, it solves problems related to data exploration and information retrieval in various use cases.

Canonical page: https://skillsregistry.net/skills/meilisearch  
JSON: https://api.skillsregistry.net/v1/skills/meilisearch

## Description

This MCP server for Meilisearch, developed by the Meilisearch team, provides a standardized interface for interacting with Meilisearch's powerful search capabilities. Built with Python and leveraging the official Meilisearch Python client, it offers tools for indexing, searching, and managing documents within Meilisearch instances. The server implements the Model Context Protocol, enabling AI systems to easily perform search operations and retrieve results. By abstracting Meilisearch's API complexities, it allows for seamless integration of advanced search functionality into AI-powered applications. This implementation is particularly valuable for use cases requiring fast, typo-tolerant, and customizable search experiences, such as e-commerce platforms, content management systems, or data exploration tools.

## Trust

- **Trust score (0–1):** 0.91
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ecommerce
- **Updated:** 2026-09-28

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/meilisearch)
- **Repository:** <https://github.com/meilisearch/meilisearch-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "meilisearch"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/meilisearch` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/meilisearch/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt