# Document search

Implementation of the Elasticsearch MCP server, providing index operations, document search, and cluster management functions, supporting interaction with Elasticsearch through natural language.

The Cortex Cloud Documentation MCP Server provides search functionality for the official documentation and API references of Cortex Cloud for clients such as Claude.

Shopify Development MCP Server project, providing document search and GraphQL tool support

A flexible MCP server based on Probe for making documents or codebases searchable by AI assistants.

A full-text retrieval server for Markdown documents based on the MCP protocol, supporting Japanese chunk retrieval and file content access

An efficient document search and reference MCP server that supports full - text retrieval, semantic search, and paginated browsing of user - defined documents.

An MCP server implementation that provides git-spice document search functionality for the Cursor IDE

Apple Deep Docs MCP is a server that accesses Apple developer resources through the model context protocol, providing in-depth development materials such as Xcode hidden documentation, Swift language proposals, GitHub source code, and WWDC meeting notes.

An MCP protocol server for accessing Metaplex documentation and repository information

An MCP server that provides search functionality for Prisma Cloud documentation, supporting clients such as Claude to access official documentation and API references.

This project implements an MCP server that interacts with Miden developer tools, provides developer documentation search functions, is built based on the MCP SDK, and uses the MIT license.

A document search and retrieval server based on the Model Context Protocol (MCP), supporting local storage and Confluence integration, providing semantic search functionality, and allowing for the expansion of multiple document services.

This project implements an MCP server based on the Pinecone vector database, supporting read and write operations on vector data, capable of processing PDF and Confluence data, and providing functions such as document search, vector addition, bulk processing, and data deletion.

An unofficial experimental MCP service for HexDocs, based on the search API, providing document search functionality for AI agents such as Claude or Cursor.

A service for searching and reading Markdown or text file documents via the Model Context Protocol (MCP), which needs to run in the Deno environment.

An MSFS SDK documentation query server based on the MCP protocol that provides real-time search, multi-category retrieval, and natural language processing functions to help developers quickly access Microsoft Flight Simulator development documentation.

The Biel.ai MCP server connects the IDE to product documentation and enables AI tools to access and search the company's knowledge base through RAG technology, providing intelligent code completion and technical Q&A.

Quick-start Auto MCP is a tool that helps users quickly register the Anthropic Model Context Protocol (MCP) in Claude Desktop and Cursor. It provides functions such as RAG document search, Dify workflow, real-time web search, and supports one-click generation of JSON configuration files.

The Pinecone Developer MCP Server is a service based on the Model Context Protocol standard, aiming to connect AI tools with Pinecone projects, providing functions such as document search, index configuration, code generation, and data operation.

The MCP startup project is an AI application development framework that includes a Python server - side and a TypeScript client - side, supporting the interaction between AI models and external tools/APIs, and providing functions such as document search and conversation management.

An MCP server project that enables Claude to directly access the documentation of popular libraries such as LangChain, LlamaIndex, and OpenAI, search through the Serper API and parse content using BeautifulSoup to enhance the AI's context understanding ability.