Redis MCP Server is a natural language interface service designed for Redis, supporting AI agents to query and manage Redis data through natural language, integrating the MCP protocol, and providing multiple data structures and search functions.

A document semantic search service based on the Qdrant vector database, supporting URL and local file imports and providing natural language query functions.

ClaudePost is an email management service that enables natural - language interaction through Claude, supporting functions such as searching, reading, and sending emails.

The arXiv MCP Server is a service based on the Model Context Protocol (MCP) that allows users to interact with the arXiv API using natural language, enabling functions such as retrieving academic article metadata, downloading PDF files, searching the database, and loading articles into the context of a large - language model (LLM).

The Kibana MCP Server project is a community-maintained tool that allows MCP-compatible clients (such as Claude Desktop) to access Kibana instances through natural language or programming. It is based on the official API documentation of Elastic Kibana, providing functions such as security authentication, API endpoint management, and search execution, and supporting two interaction modes: tools and resources.

The Readwise MCP Server is a model context protocol service for accessing and interacting with the Readwise library, providing functions such as accessing highlighted notes, natural language search, and retrieving books and documents.

The Searchcraft MCP Server is a toolset based on the Searchcraft vertical search engine, used to manage documents, indexes, federations, access keys, and analytical data, and supports performing management operations through natural language instructions.

Amadeus MCP Server is a community-developed service that integrates Amadeus' flight search API through the Model Context Protocol (MCP), allowing users to query flight information through a natural language interface.

An intelligent stock data query and analysis service based on the MCP protocol, providing functions such as stock information query, financial analysis, and industry search, and supporting natural - language interaction.

The MoviePilot MCP server is a protocol implementation that connects large language models with the MoviePilot media library management system, supporting media search, subscription management, download control and other functions through natural language interaction.

The Rijksmuseum MCP Server provides access to museum art collections through natural language interaction, supporting search, analysis, and image viewing functions.

MCP-Memos is a memo tool based on the MCP protocol, designed specifically for developers. It supports quick recording and retrieval of text information without switching applications. It uses large language models to provide powerful fuzzy search capabilities, including semantic understanding, context awareness, and natural language query functions.

A system integrating the Qdrant vector database and MCP server for storing and retrieving code snippets, supporting natural language search and semantic retrieval.

This project demonstrates how to use Google's Gemini 2.5 Pro model to interact with the flight search tool under the MCP protocol through the function call feature, enabling natural language queries for flight information and returning formatted results.

The Bluesky MCP Server is a Model Context Protocol server that connects to the Bluesky social platform, providing natural language interaction tools and supporting functions such as getting posts, analyzing trends, searching for content, and posting messages.

An MCP server based on Cloudflare that can transform GitHub starred repositories into a database searchable by natural language, supporting semantic queries and automatic updates.

Archive Agent is an intelligent file indexing tool that supports searching and querying file content through natural language. It combines AI search (RAG engine), automatic OCR, and the MCP interface, and can handle various file types, including text, documents, PDFs, and images.

A lightweight open - source toolkit that enables Claude to efficiently search Twitter through natural language and display results according to user intent, supporting raw data viewing and optional analysis.

The ConnectWise API Gateway MCP Server provides simplified API discovery, execution, and management interfaces, supporting natural language search and quickly memorizing commonly used queries.

An Apple Mail email management server based on the Model Context Protocol, providing the ability for an AI assistant to access Apple Mail through natural language. It includes functions such as email reading, searching, organizing, composing, and managing, and also contains professional email management expert skills.