Discover Awesome MCP Servers

Refactor MCP

A Model Context Protocol (MCP) server for automated refactoring of Java and TypeScript/JavaScript codebases.

rod-mcp

Rod-MCP provides browser automation capabilities for your applications by using Rod. The server provides many useful mcp tools enable LLMs to interact with the web pages, like click, take screenshot, save page as pdf etc.

tei-mcp

Helps AI agents read and write valid TEI XML. Element lookup, attribute resolution, content model expansion, nesting validation, document validation, and ODD customisation.

Provena

Enables tracking and querying the provenance of AI-generated code, showing which sources influenced each line of code.

Semantic API

Natural language API discovery MCP server. Search 700+ API capabilities across 163 current providers, get, exact endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.

K League API MCP

Enables querying K League official data (rankings, matches, players) via SQL using natural language, with a pre-built SQLite database.

Test Runner MCP

Facilitates unified execution and result parsing for various testing frameworks, including Bats, Pytest, Flutter, Jest, and Go, through a Model Context Protocol interface.

MCP Server for Qdrant

Mirror of

AskMeMCP

Enables AI assistants to request human input through a web interface, allowing them to pause execution and wait for responses via interactive tools like single questions, multiple choice selections, hypothesis challenges, and decision workflows.

Paws-on-MCP

A comprehensive Model Context Protocol (MCP) server implementing the latest MCP specification with tools, resources, prompts, and enhanced sampling capabilities that features HackerNews and GitHub API integrations for AI-powered analysis.

how to run both the client and server

a repo to experiment with mcp client and server

FastAPI-MCP

Exposes your FastAPI endpoints as Model Context Protocol tools with authentication, preserving schemas and documentation.

MCP Server Template

A comprehensive template for building Model Context Protocol servers with FastMCP framework, featuring modular architecture, auto-discovery registry, and support for multiple transport methods. Includes example arithmetic and weather tools to help developers quickly create custom MCP servers.

HDU Academic System MCP Server

Enables AI assistants to interact with Hangzhou Dianzi University's academic system through automatic login and course schedule retrieval. Supports secure authentication and structured academic data access for HDU students.

no-tax-on-tips-mcp

MCP server that exposes the OBBBA No Tax on Tips federal deduction logic as callable tools, enabling users to check eligibility and estimate tip deductions.

Slack MCP Server

Enables AI agents to interact with Slack workspaces through OAuth authentication, supporting message reading, posting to channels and threads, and channel discovery with popularity sorting.

teamboard-mcp

Enables AI assistants to search and create tasks in TeamBoard via its HTTP API.

pci-dss-mcp

PCI DSS v4.0.1 compliance scanner for Go payment services, delivered as an MCP server. Every finding maps to a specific PCI DSS requirement ID. Taint-aware cardholder data flow analysis with PCI SSC FAQ semantics, designed to complement broad SAST tools like Semgrep and CodeQL - not replace them.

Semantic Scholar MCP Server

Enables access to the Semantic Scholar Academic Graph API for searching and retrieving detailed information about academic papers, authors, citations, and references.

eu-filings

Access European company data and financial filings from multiple sources including GLEIF, ESEF, UK Companies House, and curated index lists. Supports search, filing retrieval, and XBRL data extraction.

semantic-scholar-mcp

Enables searching academic papers on Semantic Scholar and downloading their PDFs, with support for multiple publishers.

@gloryfham/mcp-trust

MCP server for querying Glory trust products and corporate secretarial services. It enables users to search and retrieve detailed information about family trusts, employee trusts, and offshore company services across multiple jurisdictions.

retrieval-lens

A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.

Tennis Warehouse MCP Server

Provides secure access to Tennis Warehouse product data, enabling users to search for tennis equipment (racquets, bags, shoes), check product availability, find deals, and browse categories through natural language queries while protecting internal API details.

ClawResearch MCP Server

Enables AI assistants to interact with the ClawResearch autonomous AI research platform, including paper search and submission, peer review management, and agent collaboration.

csv-analyzer

A local MCP server for analyzing CSV files from your filesystem, particularly suited for chatbot conversation logs. Allows listing, reading, filtering, merging, and statistical analysis of CSV data via natural language.

Sparky Crypto Prices Oracle

Free real-time cached CoinGecko USD prices + 24h change. No key, no signup, 15/min rate limit. x402 paid v2 soon. Perfect for trading/research agents.

MCP SVG Animator

Enables creating and iterating on animated SVG diagrams from text input, photos of sketches, and YAML specifications, with support for shapes, connections, SMIL animations, and file output.

Remote MCP Server (Authless)

A template for deploying an unauthenticated remote MCP server on Cloudflare Workers. Allows users to create custom tools accessible via SSE endpoints and connect them to MCP clients like Claude Desktop or Cloudflare AI Playground.