Meilisearch

Meilisearch avatar

by Meilisearch

searchfull-textsemanticofficial

Interact & query with Meilisearch (Full-text & semantic search API)

What is Meilisearch

Meilisearch MCP Server

A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces like Claude.

Features

Installation

# Clone repository
git clone <repository_url>
cd meilisearch-mcp

# Create virtual environment and install
uv venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
uv pip install -e .

Requirements

  • Python ≥ 3.9
  • Running Meilisearch instance
  • Node.js (for testing with MCP Inspector)

Usage

Environment Variables

MEILI_HTTP_ADDR=http://localhost:7700  # Default Meilisearch URL
MEILI_MASTER_KEY=your_master_key       # Optional: Default Meilisearch API key

Dynamic Connection Configuration

The server provides tools to view and update connection settings at runtime:

  • get-connection-settings: View current connection URL and API key status
  • update-connection-settings: Update URL and/or API key to connect to a different Meilisearch instance

Example usage through MCP:

// Get current settings
{
  "name": "get-connection-settings"
}

// Update connection settings
{
  "name": "update-connection-settings",
  "arguments": {
    "url": "http://new-host:7700",
    "api_key": "new-api-key"
  }
}

Search Functionality

The server provides a flexible search tool that can search across one or all indices:

  • search: Search through Meilisearch indices with optional parameters

Example usage through MCP:

// Search in a specific index
{
  "name": "search",
  "arguments": {
    "query": "search term",
    "indexUid": "movies",
    "limit": 10
  }
}

// Search across all indices
{
  "name": "search",
  "arguments": {
    "query": "search term",
    "limit": 5,
    "sort": ["releaseDate:desc"]
  }
}

Available search parameters:

  • query: The search query (required)
  • indexUid: Specific index to search in (optional)
  • limit: Maximum number of results per index (optional, default: 20)
  • offset: Number of results to skip (optional, default: 0)
  • filter: Filter expression (optional)
  • sort: Sorting rules (optional)

Running the Server

python -m src.meilisearch_mcp

Usage with Claude Desktop

To use this with Claude Desktop, add the following to your claude_desktop_config.json:

{
  "mcpServers": {
    "meilisearch": {
      "command": "uvx",
      "args": ["-n", "meilisearch-mcp"]
    }
  }
}

Testing with MCP Inspector

npx @modelcontextprotocol/inspector python -m src.meilisearch_mcp

Available Tools

Connection Management

  • get-connection-settings: View current Meilisearch connection URL and API key status
  • update-connection-settings: Update URL and/or API key to connect to a different instance

Index Management

  • create-index: Create a new index with optional primary key
  • list-indexes: List all available indexes
  • get-index-metrics: Get detailed metrics for a specific index

Document Operations

  • get-documents: Retrieve documents from an index with pagination
  • add-documents: Add or update documents in an index

Search

  • search: Flexible search across single or multiple indices with filtering and sorting options

Settings Management

  • get-settings: View current settings for an index
  • update-settings: Update index settings (ranking, faceting, etc.)

API Key Management

  • get-keys: List all API keys
  • create-key: Create new API key with specific permissions
  • delete-key: Delete an existing API key

Task Management

  • get-task: Get information about a specific task
  • get-tasks: List tasks with optional filters:
    • limit: Maximum number of tasks to return
    • from: Number of tasks to skip
    • reverse: Sort order of tasks
    • batchUids: Filter by batch UIDs
    • uids: Filter by task UIDs
    • canceledBy: Filter by cancellation source
    • types: Filter by task types
    • statuses: Filter by task statuses
    • indexUids: Filter by index UIDs
    • afterEnqueuedAt/beforeEnqueuedAt: Filter by enqueue time
    • afterStartedAt/beforeStartedAt: Filter by start time
    • afterFinishedAt/beforeFinishedAt: Filter by finish time
  • cancel-tasks: Cancel pending or enqueued tasks
  • delete-tasks: Delete completed tasks

System Monitoring

  • health-check: Basic health check
  • get-health-status: Comprehensive health status
  • get-version: Get Meilisearch version information
  • get-stats: Get database statistics
  • get-system-info: Get system-level information

Contributing

  1. Fork repository
  2. Create feature branch
  3. Commit changes
  4. Create pull request

License

MIT

How to Use

Leave a Comment

Comments section will be available soon. Stay tuned!

Frequently Asked Questions

What is MCP?

MCP (Model Context Protocol) is an open protocol that standardizes how applications provide context to LLMs. Think of MCP like a USB-C port for AI applications, providing a standardized way to connect AI models to different data sources and tools.

What are MCP Servers?

MCP Servers are lightweight programs that expose specific capabilities through the standardized Model Context Protocol. They act as bridges between LLMs like Claude and various data sources or services, allowing secure access to files, databases, APIs, and other resources.

How do MCP Servers work?

MCP Servers follow a client-server architecture where a host application (like Claude Desktop) connects to multiple servers. Each server provides specific functionality through standardized endpoints and protocols, enabling Claude to access data and perform actions through the standardized protocol.

Are MCP Servers secure?

Yes, MCP Servers are designed with security in mind. They run locally with explicit configuration and permissions, require user approval for actions, and include built-in security features to prevent unauthorized access and ensure data privacy.

Related MCP Servers

MasterGo MCP Server avatar

MasterGo MCP Server

MasterGo Magic MCP 是一个独立的 MCP (Model Context Protocol) 服务,用于连接 MasterGo 设计工具与 AI 模型。它允许 AI 模型直接从 MasterGo 设计文件中获取 DSL 数据。

DesignMastergoofficial
Filesystem MCP Server avatar

Filesystem MCP Server

A core MCP server that provides filesystem access capabilities for Claude. Enables secure reading, writing, and management of files on your local system with granular permission controls.

filesystemcoreofficial
Brave Search MCP avatar

Brave Search MCP

Integrate Brave Search capabilities into Claude through MCP. Enables real-time web searches with privacy-focused results and comprehensive web coverage.

searchapiofficial
Magic MCP avatar

Magic MCP

Create crafted UI components inspired by the best 21st.dev design engineers.

uidesigncomponents
Apify avatar

Apify

Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more

scrapingdata-extractioncloud
mcp server axiom avatar

mcp server axiom

A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).Query and analyze your Axiom logs, traces, and all other event data in natural language,

logginganalyticsmonitoring
Browserbase avatar

Browserbase

The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.</br>This server provides cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand (Coming Soon). This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a cloud browser environment.Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)

automationbrowsercloud
ClickHouse avatar

ClickHouse

Query your ClickHouse database server.

databaseanalyticsofficial
Cloudflare avatar

Cloudflare

Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)

clouddeploymentserverless
E2B avatar

E2B

Run code in secure sandboxes hosted by E2B

sandboxcode-executionsecurity

Submit Your MCP Server

Share your MCP server with the community

Submit Now