Discover Awesome MCP Servers

RemittanceAdviceGen

Enables generation of realistic remittance advice PDFs for testing purposes with configurable templates and comprehensive payment details.

stitch-mcp-stdio

Stable stdio MCP server for Google Stitch AI UI design tool, eliminating the proxy subprocess to prevent crashes. Provides tools to manage projects, screens, design systems, and generate UI designs.

commit-to-pr-mcp

An MCP server that enables AI agents to retrieve detailed GitHub Pull Request information using git commit hashes, branch names, or PR numbers. It automatically detects repositories and extracts comprehensive PR data including descriptions, labels, and reviews via the GitHub CLI.

Medical AI Assistant MCP

Enables querying medical documents stored in Qdrant using semantic retrieval, allowing users to search PubMed articles through the Model Context Protocol.

svg-editor

Enables interactive editing of scientific SVG figures in chat, allowing users to open, inspect, modify, undo/redo, and export SVGs through direct manipulation or natural language commands.

fda-purple-book-mcp-server

A Model Context Protocol (MCP) server exposing the FDA Purple Book — the database of licensed biological products (reference biologics, biosimilars, and interchangeables), with BLA numbers, applicants, approval dates, and exclusivity expiry.

Google Scholar MCP Server

Enables academic research through Google Scholar by searching for papers, finding author publications, discovering recent research, and identifying highly cited works through web scraping with natural language queries.

AfterLaunch

Growth marketing, SEO and GEO as agent tools: 29 tools for AI answer visibility across ChatGPT, Gemini, Perplexity and Google AI Overviews, a ranked backlog of growth moves, drafted deliverables, and ship actions. Hosted remote server at https://afterlaunch.io/api/mcp.

IDX Stock Data MCP Server

Provides real-time Indonesian stock market (IDX) data including prices, technical indicators, fundamental analysis, and trading signals optimized for the Indonesian market through the Model Context Protocol.

repos-expert

MCP server that studies a folder of code repositories, generates markdown documentation (architecture, interfaces, activity), and serves answers over MCP with live ripgrep search and file reads so AI assistants can query codebases and their relationships.

handbook-mcp-server

Enables full management of handbook entries through the Handbook API, allowing users to list, create, update, delete, and search entries from MCP-compatible clients like Claude Desktop.

Unflick

Video player for humans and AI. GUI + CLI + a built-in MCP server (39 tools) to drive playback, clip, transcribe, and search your media library from Claude, Cursor, or any MCP client. Local Whisper subtitles. MIT, local-first.

MCP Server Node

A Node.js MCP server providing user management, task management, and calculator tools with Bearer token authentication, deployable on Cloudtype.

SciTrace MCP Server

Enables AI agents to record and query reasoning steps in SQLite, offloading trace data from the context window, with DAG support and persistent cross-session memory.

LocalGym MCP Server

Read-only MCP server for searching, comparing, and recommending UK gyms using the public LocalGym Agent API.

Learn MCP Server

A Model Context Protocol (MCP) server designed for learning and experimentation. It provides a foundational setup for developers to build, run, and debug MCP server implementations using Node.js.

Patent Research MCP

An MCP server for patent research and enterprise architecture pattern extraction.

Cloudflare Remote MCP Server Template

Enables the deployment of remote Model Context Protocol servers on Cloudflare Workers without authentication using Server-Sent Events. It provides a boilerplate for developers to add custom tools and connect them to clients like Claude Desktop or the Cloudflare AI Playground.

pregnancy-baby-mcp

MCP server that provides pregnancy, childbirth, and childcare information via public APIs, allowing users to query vaccination schedules, prenatal checkups, maternity benefits, and more through natural language.

Store MCP Server

Enables AI agents to store and retrieve information persistently using key-value pairs with JSON file-based storage. Supports storing, retrieving, listing, deleting, and searching data across sessions.

mdify-mcp

MCP server that gives LLMs the power to convert PDFs to Markdown on the fly using a local Ollama vision model.

OnceHub

The OnceHub MCP Server provides a standardized way for AI models and agents to interact directly with the OnceHub scheduling API

defi-yield-scanner-mcp

Real-time DeFi analytics MCP server for AI agents. Provides token risk analysis, yield scanning, and wallet exposure checking across Base, Ethereum, and Arbitrum.

Claude Code Telegram Kit

Enables sending properly rendered Markdown messages to Telegram and remotely resetting Claude Code's context, addressing gaps in Anthropic's official Telegram channel.

MCP Qdrant Semantic Search

Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations, code, and documentation.

master-workflow

Enables multi-agent code review and iterative improvement loop using different LLM backends, with deterministic scoring and audit trail.

1AIVault

Portable AI memory vault — save memories, skills, and configs to a local database and share them across Claude Desktop, Claude Code, Cursor, Cline, and more.

FGTS: Emissão de Guia Rápida

MCP server for querying FGTS quick guide issuance from official sources. Provides read-only access to FGTS guide data with pay-per-use pricing and works with any MCP-compatible client.

xinPlugin_Chroma_fastMCP

Enables agents to retrieve and cite text from MinIO-hosted knowledge bases by indexing PDF/txt/md documents into Chroma and exposing search, ingestion, and source listing as MCP tools.