Discover Awesome MCP Servers

ClaudeSmalltalk

Connects Claude Desktop to a live Smalltalk environment to browse classes, evaluate expressions, and manage methods in Squeak or Cuis images. It utilizes a dedicated agent to delegate Smalltalk programming tasks to local or cloud-based LLMs while maintaining a secure connection to the live image.

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.

RollingGo-Hotel-MCP

RollingGo MCP is a high-performance hotel search and recommendation service built on the MCP (Model Context Protocol) standard. It connects large language models with a massive database of domestic and international hotel data, providing real-time structured hotel search capabilities for AI assistants, agents, travel planning tools, or IDE plugins like Cursor/Windsurf.

Hash Utils AI MCP

Hash Utils AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

KIS REST API MCP Server

A Model Context Protocol server for interacting with Korea Investment & Securities (KIS) REST API, enabling domestic and foreign stock trading, price checks, and account management.

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.

Atla MCP Server

Initial version of an mcp server for agents to interact with atla's models

Arca MCP

An MCP server providing semantic memory storage and retrieval using vector embeddings powered by LanceDB and Google Gemini. It supports multi-tenant isolation and bucket-based organization for managing structured memories through natural language queries.

MCP Playground

MCP Playground for learning MCP Client and Server

Rasdaman MCP Server

Enables natural language interaction with rasdaman multidimensional databases by translating tool calls into WCS/WCPS queries. It allows users to list coverages, retrieve metadata, and execute complex queries on datacubes through an LLM.

postiz-mcp

Enables interaction with Postiz for social media scheduling, content management, and analytics through MCP-compatible clients, with write and delete operations gated by environment variables.

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.

Korea Building Register MCP

Provides 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.

SpinAI App

Integration of SpinAi Agent with Hubspot Mcp server

sakutto-mcp-server

A production-ready MCP server for AI agents, providing deep web research and RAG capabilities via Cloudflare Workers.

Brand MCP Server

Enables Claude Desktop to query a PostgreSQL brand database through MCP. Supports local stdio and remote HTTP/SSE deployments with API key authentication for secure database access.

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.

Anomaly Detection MCP Server

A server that enables LLMs to detect anomalies in sensor data by providing tools for data retrieval, analysis, visualization, and corrective action execution.

Quack MCP Server

An intelligent continuous integration server that provides automated Python code analysis, linting, and static type checking through the Model Context Protocol. It enables AI assistants to perform quality assessments and run tests using tools like pylint, mypy, and pytest.

Anki MCP Server

Provides tools for managing Anki decks, notes, and note types via the Model Context Protocol. It features AI-powered audio generation using Google Cloud TTS and supports efficient bulk note creation and media management.

MCP Demo Server

Provides calculator, text analysis, and file reading tools through two different implementations - a FastAPI version for learning MCP concepts and an official SDK version for production use with Claude Desktop integration.

Simple MCP Data Manager with AI

A Python-based Model Context Protocol server that integrates local AI models for managing data with features like CRUD operations, similarity search, and text analysis.

brave-search-mcp

Enables Brave Search via MCP, deployed on Railway for seamless integration with AI agents.

Database MCP

Enables interaction with MySQL and PostgreSQL databases through separate pluggable MCP servers with shared core functionality. Features optional TTL caching, bilingual prompts, and a unified gateway for managing multiple database connections.

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.

Doktor MCP Server

Enables AI assistants to search the doktor.mx directory for over 56,000 verified doctors and medical specialists across Mexico. It provides tools for verifying professional licenses, finding specialists by symptoms or conditions, and checking medical insurance compatibility.

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 Finnhub Server

Provides comprehensive financial market data and news through the Finnhub API. Enables real-time stock quotes, company profiles, financial metrics, analyst recommendations, and market news access.