Discover Awesome MCP Servers

MCP UseCase Function Server

Triggers predefined functions based on specific usecases including data analysis, text processing, mathematical calculations, file operations, and web request simulations through natural language prompts.

MCP Middleware Server

A FastMCP server providing session-based memory and dynamic authentication using LangChain and Google Gemini. It enables persistent conversation history tracking through a session-ID system over HTTP transport.

TWSE MCP Server

Provides real-time access to Taiwan Stock Exchange market data, financial reports, and trading analytics. It enables users to query stock prices, market indices, and corporate profitability metrics through natural language.

Loom Local MCP Server

Extracts and analyzes key frames from Loom videos or local video files for debugging purposes. Automatically detects scene changes and provides visual context for troubleshooting issues.

MCP Server for Coroot

A Model Context Protocol server that provides seamless integration with Coroot observability platform, enabling monitoring of applications, analysis of performance metrics, examination of logs and traces, and management of infrastructure through Coroot's comprehensive API.

bio-mcp

バイオインフォマティシャンと計算生物学者のためのMCPサーバー

Construction Cost Calculator MCP

Provides construction cost estimation tools using data from a public Google Sheet for items like concrete, framing, and electrical. It allows users to search items, filter by category, and calculate total project costs including labor and material expenses.

Doorstop MCP

Enables interaction with the Doorstop requirements management framework, allowing users to create, edit, link, and review requirement items and documents through natural language commands.

ComfyMCP Studio

Generates 2D game assets (sprites, icons, tilesets, characters, animations) using AI workflows powered by ComfyUI with support for viewpoint control, style presets, and Unity export.

mcp-file-oper

file operation

文化天府MCP服务器

A Model Context Protocol server for Dify that provides culture-related services including courses, activities, user management, and search functionality.

PowerPoint Translator

Translates PowerPoint presentations while preserving formatting using Amazon Bedrock models, available as both a standalone tool and a FastMCP service for AI assistants like Amazon Q Developer.

MCP OpenAI Server

Enables Claude to directly invoke OpenAI's chat models (GPT-4o, GPT-4o-mini, o1-preview, o1-mini) through a Model Context Protocol integration, allowing users to query and compare responses from different AI models within Claude Desktop.

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Playwright and Cloudflare Workers, allowing web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.

KIS REST API MCP Server

韓国投資証券（KIS）REST APIと連携するためのモデルコンテキストプロトコルサーバー。国内および海外株式の取引、価格照会、口座管理を可能にします。

MCP Browser YouTube Transcript

An MCP server that uses Puppeteer and headless Chrome to scrape YouTube transcripts directly from the video page UI. It provides tools for fetching plain text transcripts, timed segments with deep links, and video metadata while bypassing standard API rate limits.

Debug-MCP

Enables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.

Gmail MCP Server

Enables AI assistants to read, search, organize, and draft emails in Gmail inboxes with support for multiple accounts, OAuth authentication, and 26 comprehensive tools for email management.

Market Price Finder

Enables querying and comparing product prices across different marketplaces with real-time updates. Deployable on Cloudflare Workers with tools for searching products, comparing prices, and retrieving price history.

context7-mcp

Context7 MCP is a service that provides developers with the latest code documentation and examples. By integrating into the development environment, it ensures that the code generated by LLMS is based on the latest library documentation.

MCP Wait Timer Server

Provides a simple 'wait' tool that introduces deliberate pauses into workflows executed by MCP clients, allowing time for asynchronous operations to complete before proceeding to the next step.

KnowledgeSmith MCP

Enables efficient editing of RBT documents with structured operations that read and modify specific sections or blocks. Reduces LLM token consumption by 80-95% compared to full file operations through smart caching and partial document access.

SpinAI App

SpinAiエージェントとHubspot MCPサーバーの統合

Interactive Feedback MCP

A powerful MCP server that provides interactive user feedback and command execution capabilities for AI-assisted development, featuring a graphical interface with text and image support.

Markdown RAG Documentation

Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

Apple Books MCP

Apple Books MCPサーバー

Databricks MCP Server

A FastAPI-based server that provides tools for local file management and Databricks operations, enabling users to create/edit files locally and interact with Databricks clusters, jobs, and DLT pipelines.