Discover Awesome MCP Servers

github-mcp

Enables AI assistants to interact with GitHub repositories, issues, pull requests, and content via the Model Context Protocol.

University Course Catalog MCP Server

MCP server exposing a university course catalog with tools for searching courses, looking up prerequisites and instructors, and generating prerequisite graphs, plus resources and a prompt template for AI academic advisors.

Evaluar MCP Server

Enables authentication and management of eTalent processes within Evaluar platform, allowing users to search positions, create and launch processes directly from their IDE.

PrijsProfeet MCP

Unofficial MCP server that exposes the PrijsProfeet API as validated tools for product search, price history, forecasts, deals, and matching. It can run via stdio or as an authenticated Streamable HTTP server.

Databricks MCP Server

Enables LLM-powered tools to interact with Databricks clusters, jobs, notebooks, SQL warehouses, and Unity Catalog through the Model Completion Protocol. Provides comprehensive access to Databricks REST API functionality including cluster management, job execution, workspace operations, and data catalog operations.

Google Ads MCP

Enables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets, and statuses, all backed by preview and audit logging.

imgx-mcp

An MCP server for AI image generation and editing, allowing users to generate images from text, edit existing images with instructions, and manage iterative editing sessions with undo/redo.

uk-rates-thresholds

Query current and historical UK official figures (tax bands, minimum wage, benefits, energy price cap and 100+ more) with effective dates and links to official government sources. Data refreshed whenever the official sources change.

Apple RAG MCP

Provides AI agents with instant access to official Apple developer documentation, Swift programming guides, design guidelines, and Apple Developer YouTube content including WWDC sessions. Uses advanced RAG technology with semantic search and AI reranking to deliver accurate, contextual answers for Apple platform development.

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.

@theyahia/atol-online-mcp

MCP server for ATOL Online fiscal receipt API. Enables 54-FZ compliant receipt generation, refunds, corrections, and status checks for Russian online cash registers.

aiquaa-api-quality-mcp-server

Analyzes API requirements and source code, evaluates existing Postman test coverage, and generates or updates test automation with an optional draft pull request on GitHub.

Project-Lens

MCP server that scans workspace roots to build a registry of version-controlled projects, exposing tools for searching, listing, and inspecting projects to help AI coding agents navigate multi-repo workspaces efficiently.

hive-memory

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

yandex-calendar-mcp

An MCP server that enables AI assistants to access Yandex Calendar over CalDAV, with the ability to read, create, move, update, and delete events, including recurring events and attendee invitations.

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.

WordPress MCP Server

An MCP server that enables AI agents to manage WordPress sites, including Elementor page building, content CRUD, plugin management, and site configuration via the WordPress REST API.

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.

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

MCP Notes Server

Enables AI assistants to interact with a local folder of Markdown notes, supporting listing, reading, searching, creating, and appending to notes with strict security boundaries.

AutomatedRCM Billing MCP Server

Enables AI agents to perform medical-billing tasks like prior authorization checks, claim denial decoding, unpaid claim triage, appeal assessments, and PHI de-identification using deterministic rules engines with per-call payments via the x402 protocol.

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-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.

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.

GPSS Patent Search MCP

MCP server for searching patents in Taiwan's Global Patent Search System (GPSS) using keywords and boolean operators, returning raw XML responses.

mcp-email-search-server

Enables AI agents to search and retrieve emails from Yahoo accounts using keywords, folder, date range, and attachment filters.

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.

mitra-mcp

A modular MCP server integrating Clockify, WakaTime, and Azure DevOps for time tracking, work item management, and time logging via a unified API.