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 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.

A tool designed for FIRST Robotics Competition teams, which can search multiple official document libraries such as WPILib, REV, and CTRE simultaneously, quickly obtain answers to programming and hardware configuration through natural language questions, and support VS Code integration and AI assistant optimization.

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 MCP server is used to centrally manage media management suites such as Sonarr, Radarr, Lidarr, Readarr, and Prowlarr, supporting natural language queries, cross - service search, download monitoring, and configuration analysis.

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.

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.

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

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

An IMAP/SMTP email server based on the model context protocol, supporting email search, reading, sending, and management operations by AI assistants (such as Claude and Cursor) through natural language instructions.

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.

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.

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.

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.

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.

This is an 8th Wall MCP server project that allows users to build WebAR experiences in Claude Desktop through natural language instructions. It provides over 66 tools, supports scene building, 3D model management, animation addition, physical effects, asset search, and project file management, and can be integrated with 8th Wall Desktop and cloud APIs.

NVD MCP Server is a server connected to the National Vulnerability Database (NVD). Through the Model Context Protocol (MCP) framework, it allows developers to query vulnerability information in natural language and provides functions such as real - time CVE details query, keyword search, latest vulnerability retrieval, and severity filtering. It can be integrated into the IDE to enhance development security.

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

The MCP server project of Yelp Fusion AI provides natural - language - based local business search and interaction functions, supporting multi - turn conversations, business queries, and restaurant reservations.

An MCP server that connects Twenty CRM with AI assistants, supporting customer data management, search, and operations through natural language.

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.

Docs MCP Server is a Model Context Protocol server based on the Probe search engine, allowing AI assistants to search for code and document content in local document directories or Git repositories through natural language queries. It supports pre-built content and dynamic configuration and can be easily integrated into MCP clients such as IDEs.

An unofficial Hugging Face Hub semantic search MCP server that provides model and dataset search functionality based on natural language queries for MCP-compatible clients such as Claude.

A FastMCP-based tool for interacting with Splunk Enterprise/Cloud through natural language, providing functions for searching, KV store management, and resource access.

The Apple Health MCP Server is a model context protocol server based on the FastMCP framework, designed for LLM agents to interact with Apple Health data. It provides a standardized interface to index and query health data through Elasticsearch, supports natural - language search, analysis, and statistical functions, includes two major toolkits for XML and Elasticsearch, and supports Docker deployment.

An integrated tool for Google Search Console and Claude AI to analyze SEO data through natural language conversations

This project demonstrates how to use Google's ADK (Agent Development Kit) and MCP (Model Context Protocol) to build a YouTube search assistant powered by Gemma 3, supporting natural language queries and formatted search results.

A powerful Gmail - integrated MCP server that provides comprehensive email management functions, including sending and receiving emails, label management, search and filtering, etc., interacting with AI assistants through natural language.

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

An MCP service that searches for pub.dev packages through natural language queries and performs basic arithmetic calculations

A tool that connects Google Search Console with Claude AI, analyzes SEO data through natural language conversations, and provides functions such as site management, search analysis, URL checking, and sitemap management.

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

mcp-censys is an MCP server based on the Censys Search API, providing real-time domain, IP, and FQDN reconnaissance capabilities. It supports converting natural language queries into precise Censys queries and has built-in MCP prompt templates to guide Claude in analyzing data.

A Go - based GitHub agent chat MCP server that provides natural language interaction with GitHub and vector search capabilities.