Model Context Protocol

MCP servers

MCP servers give AI assistants tools and data: files, databases, browsers, APIs and more.

6,541 servers

RAG Docs logo

RAG Docs

qpd-v/mcp-ragdocs

94

A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.

Knowledge ManagementSearch Tools
Gptr MCP logo

Gptr MCP

assafelovic/gptr-mcp

94

While LLM apps can access web search tools with MCP, GPT Researcher MCP delivers deep research results. Standard search tools return raw results requiring manual filtering, often containing irrelevant sources and wasting context window space.

Research & DataAI Chatbot
MCppServer logo

MCppServer

Noeli14/MCppServer

94

MCpp Server is a high-performance Minecraft server developed entirely in C++. Designed for speed, efficiency, and extensive customization, MCpp Server aims to provide a seamless and enjoyable experience for players while trying to maintain full compatibility with the latest Minecraft features.

Gaming & GamificationDeveloper Tools
MCPBench logo

MCPBench

modelscope/MCPBench

93

MCPBench is an evaluation framework for MCP Servers. It supports the evaluation of three types of servers: Web Search, Database Query and GAIA, and is compatible with both local and remote MCP Servers.

Developer ToolsSearch Tools
MCP Scholarly logo

MCP Scholarly

adityak74/mcp-scholarly

93

A MCP server to search for accurate academic articles. More scholarly vendors will be added soon.

Research & DataSearch Tools
MCP Server for Milvus logo

MCP Server for Milvus

zilliztech/mcp-server-milvus

93

The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.

DatabaseDeveloper Tools
Hotnews (Chinese Social) logo

Hotnews (Chinese Social)

wopal-cn/mcp-hotnews-server

92

A Model Context Protocol (MCP) server that provides real-time hot trending topics from major Chinese social platforms and news sites.

Research & DataSocial Media
Sentry MCP logo

Sentry MCP

getsentry/sentry-mcp

92

Sentry's MCP service is primarily designed for human-in-the-loop coding agents. Our tool selection and priorities are focused on developer workflows and debugging use cases, rather than providing a general-purpose MCP server for all Sentry functionality.

Developer ToolsAI Chatbot
public logo

public

dbcodeio/public

92

A modern database client for VS Code, Cursor, Windsurf, Antigravity, and Kiro - and the database layer for your AI agent, with built-in MCP and Copilot tools.

Developer ToolsAI Chatbot
MCP Client Go logo

MCP Client Go

yincongcyincong/mcp-client-go

91

mcp-client-go is a Golang client library for the Model Context Protocol (MCP). It allows developers to register and interact with various MCP-based services such as Amap (Gaode Maps) using a unified API.

Developer ToolsAI Chatbot
Dify Plugin Tools MCP_sse logo

Dify Plugin Tools MCP_sse

junjiem/dify-plugin-tools-mcp_sse

90

A Dify plugin that implements tool calling through the MCP protocol, supporting SSE and Streamable HTTP transports.

Developer ToolsAI Chatbot
Office-Word-MCP-Server logo

Office-Word-MCP-Server

GongRzhe/Office-Word-MCP-Server

90

A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft Word documents. This server enables AI assistants to work with Word documents through a standardized interface, providing rich document editing capabilities.

Developer ToolsEducation & Learning
gospy logo

gospy

monsterxx03/gospy

90

A tool for inspecting and analyzing running Go processes, including goroutine states, memory statistics, and binary information.

MonitoringDeveloper Tools
Memory Knowledge Graph logo

Memory Knowledge Graph

okooo5km/memory-mcp-server

90

A Model Context Protocol server that provides knowledge graph management capabilities. This server enables LLMs to create, read, update, and delete entities and relations in a persistent knowledge graph, helping AI assistants maintain memory across conversations. This is a Swift implementation of the official TypeScript Memory MCP Server.

Knowledge ManagementAI Chatbot
Proxmox MCP Server logo

Proxmox MCP Server

canvrno/ProxmoxMCP

90

A Python-based Model Context Protocol (MCP) server for interacting with Proxmox hypervisors, providing a clean interface for managing nodes, VMs, and containers.

VirtualizationDeveloper Tools
MCP Proxy Server logo

MCP Proxy Server

adamwattis/mcp-proxy-server

90

An MCP proxy server that aggregates and serves multiple MCP resource servers through a single interface. This server acts as a central hub that can.

Developer ToolsAI Chatbot
MCP Text Editor logo

MCP Text Editor

tumf/mcp-text-editor

89

A Model Context Protocol (MCP) server that provides line-oriented text file editing capabilities through a standardized API. Optimized for LLM tools with efficient partial file access to minimize token usage.

File SystemDeveloper Tools
biomcp logo

biomcp

genomoncology/biomcp

89

One binary. One grammar. Evidence from the biomedical sources you already trust.

Research & DataDeveloper Tools
Naver OpenAPI logo

Naver OpenAPI

pfldy2850/py-mcp-naver

89

A server implementation for Naver OpenAPI using the Model Context Protocol (MCP). This project provides tools to interact with various Naver services, such as searching blogs, news, books, and more.

Developer ToolsSearch Tools
Erickwendel Contributions MCP logo

Erickwendel Contributions MCP

ErickWendel/erickwendel-contributions-mcp

88

A Model Context Protocol (MCP) server that provides tools to query Erick Wendel's contributions across different platforms. Query talks, blog posts, and videos using natural language through Claude, Cursor or similars. This project was built using Cursor IDE with the default agent (trial version).

Education & LearningSearch Tools
FileScope logo

FileScope

admica/filescopemcp

88

FileScopeMCP watches your code, ranks every file by importance, maps all dependencies, and keeps AI-generated summaries fresh in the background. When your LLM asks "what does this file do?" — it gets a real answer without reading the source.

Knowledge ManagementDeveloper Tools
Cryo MCP logo

Cryo MCP

z80dev/cryo-mcp

88

Cryo MCP allows you to access Cryo's powerful blockchain data extraction capabilities via an API server that implements the MCP protocol, making it easy to query blockchain data from any MCP-compatible client.

Research & DataDeveloper Tools
Next.js API Scanner logo

Next.js API Scanner

vertile-ai/next-mcp-server

87

For cursor usage, define a mcp.json under ~/.cursor or [projectDir]/.cursor.

Research & DataDeveloper Tools
aws logo

aws

alexei-led/aws-mcp-server

87

Give Claude access to all 200+ AWS services through the AWS CLI.

Developer ToolsCloud Platform