Discover Awesome MCP Servers

openrpc-mpc-server

A Model Context Protocol (MCP) server that provides JSON-RPC functionality through OpenRPC.

bluesky-mcp

A Model Context Protocol (MCP) server for Bluesky that can post on your behalf by using the AT Protocol.

GroundAPI

Real-time data API for AI Agents. 10 MCP tools covering A-share stock quotes, market overview, fund data, web search, news, weather, logistics tracking, and IP geolocation.

HashPilot

A Model Context Protocol server that enables AI assistants to interact with Hedera blockchain in real-time, allowing them to check account balances, view block information, and estimate transaction costs.

wrds-mcp

Provides AI assistants with natural language access to WRDS financial data for credit and equity analysis through 29 specialized tools. It enables users to query bond history, credit ratings, financial metrics, and syndicated loans using simple conversational prompts.

semaphore-mcp-server

Enables AI assistants to interact with Semaphore UI for managing Ansible, Terraform, and other automation workflows through project, task, template, and inventory management.

io.github.thehesiod/psquare

Enables Claude to access ParentSquare school-parent communication platform, including feeds, calendar, conversations, and media files.

gmc-mcp

MCP server for Google Merchant Center, providing 126 tools to manage Google Shopping feed, products, inventory, reports, promotions, returns, and account configuration via natural language.

Codebase RAG MCP Server

Enables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code retrieval.

MCP Mail Organizer

Enables comprehensive email management through IMAP/SMTP protocols with tools for searching, organizing, moving, flagging, and sending emails across various email providers. Features safe preview mode for destructive operations and supports multiple email providers including Gmail, Outlook, and Chinese email services.

Engram

An agent-agnostic memory layer that captures, reviews, and recalls facts from any coding agent, storing them locally as plain Markdown and speaking the Model Context Protocol.

Scalene-MCP

A FastMCP server that provides LLMs with structured access to Scalene's CPU, GPU, and memory profiling for Python applications. It enables automated performance analysis, bottleneck identification, and optimization suggestions through natural language interactions in supported IDEs.

Granola MCP Server

Integrates local Granola.ai meeting intelligence with Claude Desktop to enable searching and analyzing meeting transcripts, notes, and summaries. Users can perform natural language queries to retrieve meeting details, analyze participant patterns, and access full speaker-identified conversations.

MelviChat MCP Server

Enables AI clients like Cursor and Claude Desktop to interact with the MelviChat platform through the Model Context Protocol. It provides a standardized interface for consuming MelviChat API services within AI development tools.

Flutter MCP

A real-time server that provides Flutter/Dart documentation and pub.dev package information to AI assistants, ensuring they generate accurate and up-to-date Flutter code.

booklib

A context engineering tool for AI coding assistants that detects post-training knowledge gaps, resolves them automatically, and delivers team decisions via MCP to Claude, Cursor, Copilot, and other AI tools.

Qwen3-Coder MCP Server

Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 specialized tools for code review, explanation, generation, bug fixing, and optimization. Optimized for 64GB RAM systems with advanced performance settings including flash attention and parallel processing.

apple-mcp

MCP server for macOS Apple apps. Enables read/write access to Notes, Reminders, Calendar, Contacts, and Safari using SQLite and JXA, all running locally.

local-llm-delegation-mcp

Optimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.

Music Media MCP Server

Enables users to generate AI-powered music videos by analyzing visual content to compose matching soundtracks using Google's Lyria model. The server automatically merges audio and media into playable video artifacts that can be rendered inline within MCP-compatible chatbots.

hive-memory

Provides AI coding agents with persistent, graph-connected memory across projects, enabling cross-project context retrieval via synaptic connections and hybrid search.

GoPeak

Enables AI assistants to edit, run, inspect, and fix Godot 4 projects through an MCP server with dynamic tool groups and setup-gated capabilities.

cathedral-mcp

Persistent memory and identity infrastructure for AI agents. Cross-session wake protocol, drift detection, immutable snapshots, and shared memory spaces — free hosted API

ns-bridge

An MCP server that enables AI assistants to interact with the Netherlands Railways (NS) API for route planning, pricing, and real-time departure information. It provides tools for searching stations, planning trips with connections, and viewing real-time departure boards.

mcp-ssh-tool

SSH automation MCP server that enables Claude and ChatGPT to execute commands, manage files, install packages, and control services on remote servers over SSH — supporting password, key, and agent authentication.

graphql-to-mcp

Turn any GraphQL API into MCP tools. Zero config, zero code. Auto-introspection, flat InputObject schemas for better LLM accuracy, smart truncation, retry logic with exponential backoff.

MCP-Server de Mapas Mentais

A Python application that automatically generates different types of mind maps (presentation, comparison, beginner/intermediate content, problem analysis, and review) to help organize ideas visually through Claude Desktop integration.

Website to Markdown MCP Server

Fetches website content and converts it to Markdown format with AI-powered content cleanup, ad removal, and full OpenAPI/Swagger specification support for easy processing by AI assistants.