Discover Awesome MCP Servers

Auto-Manager MCP

Enables natural language analysis of mechanical test data files (CSV, TDMS, MDF) by providing tools for channel statistics, spectrum analysis, rainflow fatigue counting, thermal state detection, and report generation.

Web Analysis MCP

Enables intelligent web searching using SearXNG with content crawling via Creeper, then summarizes webpage content using LLM to avoid token limit issues. Supports smart filtering with domain blacklist/whitelist and optional LLM-based relevance filtering.

Vision MCP Server

Enables screenshot capture and visual analysis using cloud or local vision models, with tools to describe screens, list windows, and analyze images.

remote-mcp-server-authless

Deploys a remote MCP server on Cloudflare Workers without authentication, enabling custom tools and connections to AI Playground or Claude Desktop.

Tushare MCP Server

Model Context Protocol을 기반으로 하는 서버로, AI 어시스턴트가 Tushare API를 사용하여 주식 정보를 쿼리하고 검색할 수 있도록 합니다.

KMB Bus MCP Server

홍콩의 KMB 및 Long Win 버스 노선 정보와 도착 예정 시간을 실시간으로 제공하여 언어 모델이 버스 노선, 정류장 및 예상 도착 시간에 대한 사용자 질문에 답변할 수 있도록 지원하는 모델 컨텍스트 프로토콜 서버입니다.

ContextCore MCP

A personal AI assistant that connects git history, Gmail, Google Calendar, and Google Drive into an intelligent daily briefing via function calling and MCP.

protocols-io-mcp-server

A Model Context Protocol (MCP) server that enables MCP clients like Claude Desktop to interact with protocols.io, a popular platform for sharing scientific protocols and methods.

Studio Bridge

Connects Claude directly to Roblox Studio for building UI, editing scripts, running code, playtesting, and viewing the game in real-time.

DocAPI MCP

DocAPI is an MCP server that lets AI agents generate PDFs, capture webpage screenshots, and render invoices or documents from HTML templates or structured data, no browser required.

chronicle-mcp

Indexes and searches agent conversation logs from Antigravity and Cursor workspaces, enabling semantic search, token analysis, and benchmarking over local SQLite storage.

gdb-cli

A GDB debugging tool designed for AI Agents (Claude Code, etc.)

Example MCP Server with FastMCP

An educational example demonstrating how to build MCP servers in Python using FastMCP, showing how to expose tools, resources, and prompts to AI clients.

arcgis-branson

Provides access to City of Branson GIS open geospatial data including parcels, zoning, and public works via ArcGIS service tools for searching datasets, querying layers, and retrieving layer info.

iFlytek SparkAgent MCP Server

Enables integration with iFlytek's SparkAgent Platform to invoke task chains and upload files. Provides tools for interacting with iFlytek's AI agent services through the Model Context Protocol.

Confluence Universal MCP Server

Enables interaction with Confluence through a unified API using the Model Context Protocol, providing tools for managing Confluence content and services.

PostgreSQL MCP Server

Enables natural language interaction with PostgreSQL databases through Amazon Q for querying data, listing tables, and describing schemas. It provides secure, read-only access with automatic row limits to ensure efficient database exploration.

mcp-ppt

design ppt

FirstReply MCP Server

Exposes FirstReply customer support operations as MCP tools, enabling AI assistants to browse conversations, draft replies, manage API keys, and access support statistics.

Fireblocks MCP Server

Enables AI assistants to securely interact with Fireblocks services through the Model Context Protocol, supporting transaction management, vault and exchange account queries, network connections, and workspace user management.

GGB Web MCP

A Model Context Protocol server that enables AI to interact with GeoGebra for mathematical visualization, offering over 25 tools for geometry, functions, algebra, and more.

Foxbrizio MCP

Converts Claude Desktop into a sports content production studio, enabling search of football transfer tweets and generation of complete videos with virtual presenters.

mcp-email-sender

An MCP server that enables AI agents to validate email addresses and send emails via SMTP with zero external dependencies.

mcp-qdrant-docs MCP Server

웹사이트를 스크래핑하고, 콘텐츠를 Qdrant에 인덱싱하며, 쿼리 도구를 제공하는 MCP 서버.

capus

Persona-driven LLM agent testing for macOS and web apps through a local MCP daemon, enabling autonomous GUI testing with human-like behavior.

Go Process Inspector

비침투적 고루틴 검사기

fastmail-mcp

An MCP server for Fastmail that provides access to email, contacts, and calendars via the JMAP protocol. It enables users to search, send, and bulk-manage emails while also interacting with calendar events and address books through natural language.

Apache Hbase MCP Server by CData

Apache Hbase MCP Server by CData

Agent Handoff Certified MCP

Verifiable agent-to-agent task handoff with signed provenance chain.

OpenSumi

프레임워크는 AI 네이티브 IDE 제품을 빠르게 구축할 수 있도록 도와줍니다. MCP 클라이언트는 MCP 서버를 통해 MCP (Model Context Protocol) 도구를 지원합니다.