Discover Awesome MCP Servers

Math MCP Server

Provides mathematical operations through MCP, enabling addition and multiplication of number lists with comprehensive input validation and error handling.

Dataproc MCP Server

Enables AI assistants to manage Google Cloud Dataproc clusters and jobs through a standardized interface. Supports cluster creation/deletion, job submission (Spark, PySpark, Hive, etc.), and serverless batch operations.

ppt

ppt

MCP BigQuery Server

MCP BigQuery 서버는 MCP를 사용하여 BigQuery 테이블을 쿼리할 수 있게 해주는 서버입니다.

Office Whisperer

Enables creation and manipulation of Microsoft Office files (Excel, Word, PowerPoint) through natural language commands. Supports generating spreadsheets with formulas and charts, formatted documents with tables, and presentations with various layouts without requiring Office installation.

Central-Memory-MCP

Model Context Protocol (MCP) memory server built with Azure Functions and TypeScript, providing persistent knowledge graph storage for your preferred MCP client. Inspired by and forked from @modelcontextprotocol/server-memory

astro-mcp

Astro 프로젝트 개발을 지원하는 MCP 서버

Best Practices MCP Server

Provides Python and FastAPI coding best practices with searchable guidelines, code review capabilities, and actionable improvement suggestions with examples across general coding, performance, and code quality categories.

N8n Mcp Server Rust

n8n을 사용할 수 있는 MCP 서버

MarkItDown MCP

Converts various file types (documents, images, audio, web content) to markdown format without requiring Docker, supporting PDF, Word, Excel, PowerPoint, images, audio files, web URLs, and more.

MCPMake

Enables management and execution of Python scripts with automatic LLM-extracted argument schemas and validation. Provides script registry, execution history, and intelligent argument parsing like make but for Python scripts.

Cloud Storage MCP Server

MCP 서버에서 Google Cloud Storage와 상호 작용

IBM Cloud Object Storage MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for IBM Cloud Object Storage (beta): https://www.cdata.com/download/download.aspx?sku=GMZK-V&type=beta

Time Tracking MCP

Enables natural language time tracking through Claude with markdown file storage. Supports multi-company tracking, flexible time parsing, auto-calculated summaries, and commitment warnings all through conversational input.

sample-cpp-mcp-servers

C++로 작성된 Minecraft 서버 (MCP Servers) 샘플

MCP Weather Server

A Model Context Protocol server that provides real-time weather data and forecasts for any city.

MCP CheatEngine Toolkit

Python 기반 툴킷으로, MCP 인터페이스를 통해 Cheat Engine과 통신하여 메모리 읽기 및 어셈블리 코드 분석을 가능하게 합니다.

Informix MCP Server

Enables interaction with Informix databases through a Model Context Protocol server, supporting database exploration, table inspection, and custom SQL query execution.

YNAB MCP Server

Enables AI assistants to help manage your You Need A Budget (YNAB) finances through comprehensive budget operations. Supports account management, transaction handling, category budgeting, split transactions, scheduled payments, and spending analytics with robust error handling and automatic retry logic.

Cloud Tasks MCP Server

Enables interactions with Google Cloud Tasks queues and tasks through natural language, allowing users to list, manage, pause/resume queues and handle tasks via Claude Desktop.

Databricks MCP Server Template

Enables AI assistants like Claude to interact with Databricks workspaces through secure OAuth authentication. Supports custom prompts, tools for workspace management, and SQL query execution via a deployable MCP server on Databricks Apps.

Memory Cache Server

토큰 소비를 줄이기 위해 언어 모델 상호 작용 간에 데이터를 효율적으로 캐싱하고, 중복 토큰 사용을 최소화하기 위해 정보를 자동으로 저장하고 검색하는 모델 컨텍스트 프로토콜 서버.

MCP Weather Server

A Model Context Protocol server that provides real-time weather information and 5-day forecasts to AI assistants, supporting multiple languages and flexible units.

Supabase MCP Lite

Enables minimal interaction with Supabase databases through 4 essential tools for data querying, mutations, file storage, and user authentication. Designed for 70% less context usage than standard implementations with auto-truncated results and simplified parameters.

Dune API MCP Server

Allows LLM agents and MCP clients to analyze blockchain data including wallet balances, token information, and transaction history across EVM and Solana chains through the Dune API.