{"id":"daa66c50-e08a-4611-a0c7-8eb5e471a111","shortId":"vFHt2h","kind":"skill","title":"Meilisearch MCP Server for AI-Powered Search Integration","tagline":"Official Model Context Protocol server that connects LLMs to Meilisearch for lightning-fast search, index management, and document operations via natural language. Enables AI agents to manage search infrastructure through conversation.","description":"# Meilisearch MCP Server for AI-Powered Search Integration\n\nOfficial Model Context Protocol server that connects LLMs to Meilisearch for lightning-fast search, index management, and document operations via natural language. Enables AI agents to manage search infrastructure through conversation.\n\n## Installation\n\nUse the upstream install or setup path that matches your environment:\n- pip install meilisearch-mcp\n- docker run -d -p 7700:7700 getmeili/meilisearch:v1.28\n- brew install meilisearch\n- git clone https://github.com/meilisearch/meilisearch-mcp.git\n\nRequirements and caveats from upstream:\n- <a href=\"https://pypi.org/project/meilisearch-mcp/\"><img src=\"https://img.shields.io/pypi/pyversions/meilisearch-mcp.svg\" alt=\"Python Versions\"></a>\n- 🐍 **Python Implementation** - [TypeScript version also available](https://github.com/devlimelabs/meilisearch-ts-mcp)\n- # Using Docker (recommended)\n\nBasic usage or getting-started notes:\n- ## 🚀 Quick Start\n- ### 🔍 Advanced Search Example:\n- Running Meilisearch instance\n\n- Source: https://github.com/meilisearch/meilisearch-mcp\n- Extracted from upstream docs: https://raw.githubusercontent.com/meilisearch/meilisearch-mcp/HEAD/README.md\n\n## 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