Discover Awesome MCP Servers

mcp-repo-graph

Structural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of reading everything.

OpenTester

OpenTester is a testing execution engine designed for AI coding tools (Claude Code, Cursor, OpenCode, etc.). It provides a unified DSL format and MCP interface, enabling Agents to generate, execute, and manage test cases, achieving an automated "code-test-fix" workflow.

Cocktail By Api Ninjas

Enables searching for cocktail recipes by name or ingredients using the API Ninjas Cocktail API, supporting partial matches and ingredient-based filtering.

MCP Autonomous Analyst

A local, agentic AI pipeline that analyzes tabular data, detects anomalies, and generates interpretive summaries using local LLMs orchestrated via the Model Context Protocol.

Terminal MCP Server

Enables execution of shell commands through a terminal tool with working directory support and timeout protection. Also provides access to MCP documentation as a resource.

renoun-mpc

Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.

Generate Manual Test Cases

This MCP server provides a tool to generate manual test cases in Markdown or CSV format from documentation files and custom rules. It supports text and PDF inputs and can leverage LLM sampling to automate the creation of detailed test scenarios.

GitHub Actions MCP Server

GitHub Actions Model Context Protocol Server that allows you to create, manage, monitor, and interact with workflows.

godotlens-mcp

An MCP server providing 15 semantic analysis tools for GDScript, powered by Godot's built-in Language Server.

NotesY

A Claude MCP integration that allows seamless interaction with Apple Notes through natural language, enabling users to create, update, delete, and search notes.

MCP BMI Server Template

A minimal FastAPI-based MCP server that provides a tool for calculating Body Mass Index (BMI) using SSE for discovery. It serves as a template for developers to build and deploy lightweight MCP services on platforms like Render.

RPG Maker MZ MCP Server

Enables complete RPG Maker MZ game development through MCP tools, including autonomous game creation from concepts, AI-generated assets using Gemini 2.5 Flash, and programmatic control over maps, events, characters, and databases. Supports full game creation workflow from a single command with automatic story, asset, and implementation generation.

Ressl AI MCP Server

Provides file search functionality with tools for both partial keyword matching and exact word search, returning detailed results with line numbers and column positions.

aiogram-mcp

MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards, real-time event streaming, rate limiting, permissions, and audit logging.

Dnevnik.ru MCP Server

An MCP server that integrates with the Dnevnik.ru API to provide AI assistants with access to school schedules, grades, and homework. It enables users to query educational data and manage school-related information through natural language.

Airtop MCP Server

Sebuah server MCP untuk berkomunikasi dengan Airtop (

Timelines MCP Server

Helps LLMs maintain coherent timelines, track events, and manage characters across long-form narratives for fiction writing or historical accounts.

Oorlogsbronnen MCP Server

Server MCP untuk mengakses arsip Perang Dunia II Belanda melalui API Oorlogsbronnen. Menyediakan akses terstruktur ke catatan sejarah, foto, dan dokumen dari Belanda tahun 1940-1945.

Humanizer PRO

Humanizer PRO - The Best AI Text Humanizer MCP Server Transform AI-generated content into natural, human-sounding text that bypasses GPTZero, Turnitin, Originality.ai, Copyleaks, ZeroGPT, and other AI detectors. Undetectable AI content rewriting with Stealth, Academic, and SEO modes.

mcp-server-excel

Control Excel with Natural Language through AI assistants like GitHub Copilot, Claude, and ChatGPT. This MCP server enables AI-powered Excel automation for Power Query, DAX measures, VBA macros, PivotTables, and more.

PostgreSQL MCP Server with GitHub OAuth

An MCP server that enables chatting with PostgreSQL databases using secure GitHub authentication for access control between read and write operations.

MCP Meeting Agent

Enhances meetings by providing technology trivia questions, interesting fun facts, and current GitHub trending repositories. Generates formatted meeting notes with engaging content to make meetings more interactive and informative.

runtime-guard

ai-runtime-guard is an MCP server that sits between your AI agent and your system, enforcing a policy layer before any file or shell action takes effect. No retraining, no prompt engineering, no changes to your agent or workflow, just install, configure once, and your agent operates within the boundaries you set.

Motion MCP Server

Connects AI assistants to Motion for comprehensive task and project management, including creating/updating tasks, managing projects, handling workspaces, comments, and recurring tasks with smart rate limiting.

ToolFront MCP Server

Securely connects AI agents to multiple databases simultaneously while enabling collaborative learning from team query patterns, all while keeping data private by running locally.

vmware-aria

AI-powered VMware Aria Operations monitoring and capacity planning. Query metrics, manage alerts, detect anomalies, and plan capacity with 18 MCP tools.

VFX Parsers MCP Server

Parses and generates Nuke (.nk), MaterialX (.mtlx), and USD ASCII (.usda) files via JSON AST representations with round-trip stability. Enables bidirectional conversion of VFX script formats for pipeline automation without modifying files.

yfinance MCP Server

Finance mcp server- Get up-to-date prices and news about stocks and cryptocurrencies

Ares DevOps MCP Server

Enables seamless interaction with Azure DevOps for managing Git repositories, branches, and pull requests through natural language. It also supports automating and monitoring pipelines while providing secure, type-safe operations within MCP-compatible clients.