This is a continuously updated curated list of MCP servers, covering multiple categories such as browser control, art and culture, cloud platforms, command - line, communication, customer data platforms, databases, developer tools, data science tools, file systems, finance and fintech, games, knowledge and memory, location services, marketing, monitoring, search, and utilities. Each project comes with a GitHub link and the number of stars, making it easy for users to quickly understand and use.

Acemcp is an MCP server for codebase indexing and semantic search, supporting automatic incremental indexing, multi-encoding file processing, .gitignore integration, and a Web management interface, helping developers quickly search for and understand code context.

An MCP server and CLI tool that provides search and retrieval of over 200,000 icons, supports more than 150 icon libraries, and helps AI assistants and developers quickly obtain and use icons.

Weaviate's MCP Server supports quick installation through Smithery and integration with Claude Desktop, providing vector search and storage functions.

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.

Claude-historian is an MCP server used to search the conversation history of Claude Code, helping users quickly find past solutions, track file changes, and learn from previous work.

Mianshiya MCP Server is an interview question search service compatible with the MCP protocol. It is integrated through the Java SDK, supports multiple intelligent agent assistants to quickly access, and provides question retrieval functions.

An MCP server based on SerpApi for quickly retrieving search engine parsing results.

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.

Octocode MCP is an advanced AI code assistant that provides intelligent search and discovery functions across the GitHub and npm ecosystems. It helps developers quickly understand codebases, analyze project architectures, discover security patterns, and supports enterprise-level security and cross-platform use.

Reddit MCP Buddy is a Reddit browsing tool designed for AI assistants. It allows you to quickly browse Reddit posts, search for content, and analyze user activities without an API key, and supports multiple authentication methods to increase the request limit.

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 Internet Search MCP is a service encapsulated based on Tencent Cloud's Internet Search API, providing intelligent search capabilities with millisecond - level response and minute - level updates, supporting multiple functions such as natural result retrieval and multi - modal VR cards, helping developers quickly integrate Internet search capabilities.

An intelligent documentation search server built on FastMCP that supports documentation search across multiple popular frameworks and libraries, providing a unified interface for AI systems to quickly obtain relevant information.

A scalable OpenAPI endpoint discovery and API request tool that quickly locates API endpoints and executes requests through semantic search, especially suitable for handling large OpenAPI documents.

The Zhiyan Platform is an open - source platform for agent communication and development, aiming to help AIGC enthusiasts better understand and develop Agents. The platform provides a variety of default Agent functions, such as email sending, information search, weather query, paper search, express delivery query, and document retrieval, and supports users to customize tools. The project supports quick startup and Docker deployment, and plans to add a tool store and automatic build functions in the future.

A Docker Compose solution for quickly deploying the Qdrant vector search engine and MCP protocol server locally

Uncover MCP is an MCP service implementation based on the uncover tool, used to quickly discover exposed hosts on the Internet, supporting multiple search engines and output formats.

A scalable OpenAPI endpoint discovery and API request tool that quickly finds relevant API endpoints through semantic search and executes requests.

The VikingDB MCP Server is an MCP service that provides storage and search functions for the VikingDB vector database, supporting quick access through configuration and data operations using related tools.

mcp-find is a command-line tool for searching MCP servers through the API of mcprepository.com, which helps developers quickly find the required protocol services.

A Reddit data scraping server based on the MCP protocol that quickly searches for Reddit posts, comments, and users through Apify's cloud services and supports lead monitoring and brand mention discovery.

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

AER-MCP is an MCP server based on LLM, used to search for papers from the AEA (American Economic Association), inspired by the arxiv-mcp-server. The project is still under development, providing a quick start guide and configuration examples.

The Clay MCP Server is a simple model context protocol server designed for the Clay platform, providing functions such as contact search, interaction record query, statistics acquisition, and contact management. It supports quick deployment via Smithery or manual installation and configuration.

The US Regulations MCP Server is an AI - assisted compliance tool that allows users to directly query US federal and state regulations, including over 20 regulations such as HIPAA, CCPA, SOX, and GLBA, in AI clients like Claude via the MCP protocol. It provides full - text search, provision comparison, and applicability check functions to help developers and compliance officers quickly obtain accurate regulatory text and reference information.

An MCP server that interacts with a self-hosted n8n instance, providing API calls, endpoint search, and quick memory storage functions.

Mianshiya MCP Server is an interview question search API service compatible with the MCP protocol, allowing intelligent agent assistants to quickly access and retrieve interview questions.

The hotel booking MCP server provides search and booking functions for 2 million hotels worldwide, supporting multi - language facility queries and quick integration.

The urlDNA MCP Server is a service that provides native tool usage for security-oriented LLM agents (such as OpenAI GPT-4.1 and Claude 3 Desktop), interacting directly with the urlDNA threat intelligence platform through the API. It supports various tools, including URL scanning, searching, and quick checking, and can be accessed via the SSE protocol.

RAG Vault is a locally prioritized document retrieval augmented generation tool that provides AI assistants with quick access to private documents through the MCP protocol. It supports multiple file formats, performs indexing and searching locally, ensures data privacy, and offers hybrid search, a Web interface, and a remote server mode.

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.

eShopLite is a lightweight .NET-based eCommerce platform that offers features such as semantic search, cloud platform integration, and intelligent inference models to help developers quickly build and scale online stores.

The VikingDB MCP Server is a storage and search service for the high-performance vector database VikingDB, supporting quick integration into applications such as Claude Desktop through configuration.

MCP TAVILY SEARCH is a service based on the Model Context Protocol (MCP) that provides search functionality through Tavily. It supports quick installation and configuration, can be run via the command line or Docker, and provides debugging tools. The main functions include news search, supporting parameter configuration such as keywords, time ranges, and quantity limits.

The Vonage AI Code Assist MCP Server is a tool based on the FastMCP framework, specifically designed to help developers quickly query Vonage API documentation, and achieve precise search and content extraction through the Google Serper API, facilitating AI assistants to integrate Vonage development resources.

The Perplexity MCP Server is an intelligent research assistant that uses Perplexity's dedicated AI models to automatically select the best model for answering based on query complexity. It supports three tools: quick search, complex reasoning, and in - depth research, suitable for query needs of different complexities.

A TypeScript-based MCP server that integrates the Kagi Search API, provides functions such as web search, and plans to expand tools such as summary generation and quick Q&A.

The MCP Registry Server project provides a semantic search-based MCP server retrieval function, supporting quick installation through the Smithery tool and integration with Claude Desktop for use.

An MCP server that integrates the Perplexity AI search - enhanced language model with the Claude desktop, providing three tools of different complexity levels, suitable for quick queries, technical analysis, and in - depth research scenarios.