Discover Awesome MCP Servers

Endor

Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds, with direct AI agent integration for instant development and testing environments.

Google Workspace MCP

Enables reading and extracting structured data from Google Docs and Sheets, including text, tables, formulas, and images. It supports advanced image handling and multiple authentication methods for interacting with private and public workspace files.

indmoney-mcp

Read-only INDmoney portfolio access for Claude — Indian stocks, mutual funds, US stocks, gold, credit cards, loans, and Experian credit score. OTP browser login with AES-256-GCM encrypted sessions.

TON Access MCP Server

本番環境に対応したモデルコンテキストプロトコルサーバーの実装。AIアシスタントをTONブロックチェーンに接続し、ウォレット残高、取引詳細、スマートコントラクト、その他のブロックチェーンデータを照会できるようにします。

signalforge

Local-first MCP server that analyzes and compiles prompts for multiple LLM clients, detecting intent, missing context, and waste risks to generate cost-aware, task-specific prompts.

Linode MCP Server

MCP server for managing Linode cloud resources via the Linode API, enabling LLMs to create, list, delete, and reboot instances.

ResearchMCP

Enables AI-powered academic research by searching and retrieving research papers from OpenAlex database. Supports searching by keywords/topics and fetching full abstracts for detailed paper analysis.

Odds API MCP Server

An MCP server that connects Claude Desktop to The Odds API, giving Claude real-time access to sports odds, scores, and schedules across 80+ sports and leagues worldwide.

Job Listings MCP Server

A Python-based microservice that scrapes, deduplicates, and stores fresh job listings from multiple platforms. It enables users to access and filter a live feed of job data through a REST API for integration into portfolio sites and other applications.

Playwright Server

ブラウザ自動化ツールを提供するMCPサーバー。ユーザーはPlaywrightを通じて、ウェブサイトのナビゲート、スクリーンショットの撮影、要素のクリック、フォームへの入力、JavaScriptの実行などが可能です。

Shopify Insights MCP

Enables Shopify store owners to get actionable business insights such as sales comparisons, inventory alerts, and recommendations, transforming raw data into meaningful decisions.

gumroad-mcp

MCP server that integrates with Gumroad API, enabling Claude to list products, view sales, and get sales summaries for your Gumroad store.

atag-mcp

Provides guidance on the W3C Authoring Tool Accessibility Guidelines (ATAG 2.0) to help authoring tool developers build accessible software.

SQLServer MCP Server

Enables AI assistants to connect to SQL Server databases and execute arbitrary SQL operations, including queries, updates, table management, and script execution, through the Model Context Protocol.

Weather MCP Server

An MCP server with integrated ATXP micropayment functionality that requires USDC payments for each AI tool call execution.

flaiwheel

Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with hybrid search, structured knowledge capture, behavioral nudges, and git-native storage. Zero cloud dependencies.

MCP Auth Server

A Model Context Protocol (MCP) server with HTTP transport that implements JWT authentication, allowing secure tool execution and prompt handling with role-based access control.

mcp-server

MCPサーバー (MCP sābā)

HumanJudge

Human-evaluation infrastructure for AI quality. 25,000+ blind human reviews by 200+ verified reviewers across 58 AI models — query the data via five MCP tools (get_model_scores, compare_models, get_flags, check_content, get_latest).

Funplay MCP for Godot

The most advanced MCP server for Godot Editor that lets AI assistants operate directly inside your running Godot project for scene creation, script generation, UI authoring, and more.

GitLab MCP Server

A comprehensive integration providing over 46 tools for managing GitLab projects, issues, merge requests, and CI/CD workflows through natural language. It supports repository operations like local cloning and batch actions across groups via stdio, SSE, or HTTP transports.

maiife-toolkit

Open-source AI governance toolkit — MCP servers & CLIs for scanning, auditing, and managing your AI environment

Notion Query MCP Server

Provides structured, SQL-style query access to Notion databases, allowing Claude to filter, sort, and update pages through the Notion REST API. It enables advanced property-based filtering and database schema discovery beyond the capabilities of standard connectors.

Godot Sentinel MCP

Enables AI assistants to interact with Godot game projects through real-time error detection, automated testing, code analysis, and safe git-based patching. Provides comprehensive project context and development workflow automation for Godot developers.

MCP MySQL Server

Enables safe MySQL database querying through MCP, allowing natural language to SQL analysis via DeepSeek integration.

Ableton Live MCP Ultra v2

Enables AI agents to control Ableton Live with full access to Live's object model, including clip creation, device control, automation, and audio signal capture for mixing and mastering tasks.

mtg-forja

Enables Magic: The Gathering players to analyze deck lists using real Scryfall oracle text, detecting synergies and conflicts. Generates three viewable documents: an interactive synergy map, a detailed guide, and a printable cheat sheet.

jupyter_mcp

Kernel-attached MCP server for Jupyter notebooks, enabling agents to manage cells, track dependencies, and execute code with minimal re-execution and condensed outputs.

Modular RAG MCP Server

A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI assistants like GitHub Copilot and Claude Desktop.

Gigaspec

An AI-native specification framework that enables deep requirements analysis and structured project planning through intelligent Q\&A workflows. The MCP server provides tools for project initialization, requirement analysis, and the generation of living documentation like development plans and architecture specs.