Discover Awesome MCP Servers

GitLab MCP Server

Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, view code reviews and discussions, check pipeline test results, and respond to comments through natural language chat commands.

ginialtech-mcp

Enforces GINIALTECH project conventions and protects critical files while providing project context to AI agents. It ensures adherence to specific language requirements and the use of Bun as the exclusive package manager.

Mermaid Lint MCP

A tool for validating Mermaid diagram syntax through CLI and MCP interfaces, providing real-time error checking and line-specific feedback. It enables AI assistants to self-validate and debug generated diagrams across all Mermaid types, ensuring valid visual documentation.

deep-filesystem-tree

A Model Context Protocol (MCP) implementation that provides deep filesystem tree visualization and manipulation capabilities. This tool enables efficient navigation and management of complex directory structures, enhancing development workflows with AI-powered file system operations. Compatible with

Apple Notes MCP

A local-only server that enables AI agents to create, read, search, and organize Apple Notes directly on macOS. It supports folder management, note formatting, and checklists using native automation to ensure data remains private and local.

Fastmail MCP Server

Enables AI assistants to securely access and search Fastmail emails via the JMAP API. Supports searching emails, retrieving full email content, and listing mailboxes with read-only access using Fastmail API tokens.

SQLite MCP Server

Enables AI assistants to interact with SQLite databases by executing read and write queries, listing tables, and inspecting schemas. It provides a secure, local interface for database management and data retrieval through the Model Context Protocol.

APLCart MCP Server

An MCP server providing access to the APLCart idiom collection with semantic search and syntax matching capabilities. It enables users to find APL expressions and idioms through natural language queries, keyword searches, and exact syntax lookups.

arch-mcp

Arch MCP provides three main capabilities: * Access to Arch Wiki, AUR packages, official repos, and installed packages * Search, analyze, and securely install packages with built-in 50+ safety checks * Guided workflows for troubleshooting, security audits, and dependency analysis

MCP Server for Smithery Integration

MCP Server for integrating Greptile API with Smithery Framework, featuring rate limiting and API abstraction

Hacker News Companion MCP

Fetches and processes Hacker News discussions to prepare them for Claude to generate high-quality summaries, handling comment structure and metadata to help Claude understand the relative importance of different comments.

Remote MCP Server Template

A template for deploying MCP servers on Cloudflare Workers without authentication. Provides a foundation for building custom MCP tools that can be accessed remotely from various MCP clients like Claude Desktop or the Cloudflare AI Playground.

Connectry Architect Cert

Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, progress dashboard, spaced repetition, and deterministic grading. Everything runs locally — no cloud, no accounts, no telemetry.

Agent Bazaar

Per-call billing and metering proxy for MCP tool servers. Providers set pricing via the open MCP Billing Spec (MIT), consumers pay through Stripe Connect with signed receipts and SLA monitoring.

Oura Ring OAuth2 MCP Server

Enables access to Oura Ring sleep data through OAuth2 authentication. Supports querying sleep scores and data from last night, past week, or specific dates.

MCP Calculator

A protocol implementation that extends AI capabilities through a WebSocket interface, enabling mathematical calculations, email operations, knowledge search, and remote device control.

OrbStack MCP Server

Allows AI assistants to manage Docker containers, Linux virtual machines, and Kubernetes clusters through OrbStack on macOS. It provides tools for system status, machine life cycle management, and container operations via CLI command encapsulation.

Tool-Plaid

Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

Jokes MCP Server

Enables users to retrieve jokes from various categories including Chuck Norris jokes and dad jokes. Provides a humor-focused tool that can be integrated into Microsoft Copilot Studio agents for delivering appropriate and engaging jokes upon request.

VLLM MCP Server

Enables text-only models to process images and other media formats by providing access to multimodal models from OpenAI and Dashscope (Alibaba Cloud). Supports flexible deployment options and comprehensive tooling for multimodal AI interactions.

QQ Channel Data Collector

Enables automated collection and AI-powered filtering of public QQ channel posts, comments, and images. Supports natural language criteria for content filtering and provides structured data storage in JSON/CSV formats.

Playwright MCP

Playwright wrapper for MCP that enables LLM-powered clients to control a browser for automation tasks.

JianDaoYun MCP Server

A Model Context Protocol server for JianDaoYun form data management, supporting complete CRUD operations, advanced queries, and automatic field type matching across multiple applications.

Figma MCP Proxy Server

Provides secure access to Figma designs through Cursor IDE using a personal access token, enabling developers to list files, export assets, extract design tokens, and search designs without requiring individual Figma accounts.

LeanMCP Minimal Server

A minimal MCP server framework that enables zero-config tool discovery and streamable HTTP transport using the LeanMCP SDK. It allows developers to build type-safe services with automatic schema validation and integrated React UI components.

o2 Exchange MCP Server

Enables AI agents to interact with the o2 Exchange on the Fuel Network to perform on-chain trading, manage accounts, and access real-time market data. It provides tools for executing various order types and calculating over 16 technical indicators for comprehensive market analysis.

Healthcare Analytics MCP Server

Enables comprehensive healthcare data analysis using Tuva Health demo data with tools for value-based care analytics, quality measures, utilization analysis, and financial metrics. Supports patient demographics, PMPM analysis, chronic conditions tracking, readmissions analysis, and HCC risk scoring through BigQuery integration.

Next.js DevTools MCP

Provides specialized development tools and utilities for Next.js, allowing AI agents to perform runtime diagnostics and access official documentation. It enables automated context initialization and real-time interaction with Next.js development servers to query application state.

Music21 Composer MCP

A composition-focused server built on music21 for generative music workflows, enabling melody generation, musical transformations, chord reharmonization, counterpoint creation, and MIDI export through constraint-based algorithmic composition tools.