Discover Awesome MCP Servers

Agent Memory Control Plane

Enables governance of AI-agent memory through deterministic routing, explicit ownership, review before promotion, scope-aware retrieval, conflict handling, and auditable receipts via seven MCP tools.

vle-mcp

This MCP server enables AI clients to calculate the boiling temperature of water at a given absolute pressure using the IAPWS-IF97 standard, separating natural-language reasoning from authoritative scientific computation.

shadcn

This MCP server provides tools to install and manage shadcn/ui components directly from AI coding agents.

tracegraph

An MCP server that induces agent behavior from traces into a spec, then gates MCP calls against that spec to block invalid actions.

TravelMind MCP Server

Integrates Chinese travel and map services into MCP-compatible clients, offering geocoding, POI search, and reverse geocoding via Amap API.

IIT Roorkee Academics MCP

Enables interaction with the IIT Roorkee Academics portal through MCP tools for authentication, academic data retrieval (fee, grades, transcripts), and safe API calls.

hello_world_dart_mcp_server

A simple Hello World MCP server written in Dart that demonstrates basic MCP server implementation with two example tools: say_hello and get_server_info.

oscilloscope-mcp

AI-driven USB oscilloscope control via FastMCP, enabling waveform capture, CSV export, and frequency measurements on PicoScope, Hantek, or a built-in simulator.

Mnemonic

Persistent memory management for AI assistants like Claude, enabling creation, search, and retrieval of memories with tagging and triggers.

ya-metrics-mcp

MCP server for Yandex Metrika analytics, enabling AI assistants to access traffic, content, demographics, conversion, e-commerce, and drill-down reports.

frida-mcp

An MCP server that enables AI models to perform Android dynamic analysis using Frida, including spawning and attaching to applications, listing apps, and injecting scripts.

SendGrid MCP Server

Manages SendGrid email workflows including design library, transactional templates, marketing contacts and lists, single sends, and direct email sends via the SendGrid v3 API.

Trading Analysis MCP

An MCP server that gives Claude the ability to analyze trading setups across IDX, Forex, and Crypto markets without executing trades.

QueryCraftMCP

A flexible Model Context Protocol server that enables LLMs to interact with database systems, supporting dynamic schema discovery and query execution across PostgreSQL and SQLite backends.

Storyblok MCP Server

Connects AI tools to Storyblok CMS, allowing users to manage content through natural language commands for tasks like story management, asset handling, and AI-powered content operations.

ExaltByte MCP Server

Enables AI assistants like Claude to deploy apps, manage databases, and operate cloud infrastructure on the ExaltByte platform using natural language commands.

Loom Transcript MCP

Enables users to fetch transcripts and comments from public Loom video URLs. It provides tools to retrieve video text data and discussion threads directly through the Model Context Protocol.

Personnel Data MCP Server

An MCP Server that provides access to Personio's HR and personnel data through the Personnel API, allowing interaction with employee records, HR systems, and personnel management functions.

Terrakube MCP Server

A Model Context Protocol server that enables managing Terrakube infrastructure through natural language, handling workspace management, variables, modules, and organization operations.

espanso-mcp

An MCP server for managing Espanso text expansion configurations, enabling AI assistants to create, update, delete, and list shortcuts with cross-platform support.

MCP Audacity

MCP server that connects Codex to a local Audacity instance, enabling natural language control of audio editing, generation, analysis, and project management. It exposes validated high-level tools and an allow-listed command layer for safe automation.

mcp-autogui-multinode

An MCP and HTTP server wrapper for PyAutoGUI that enables LLMs to control mouse and keyboard operations across local or remote distributed environments. It provides comprehensive tools for screen interaction, including clicking, typing, and capturing screenshots.

hwp-reader

MCP server for reading HWP and HWPX documents without Hancom Office. Extracts text, tables with merged cells, and hidden memos, compatible with various MCP clients.

electronic-mcp-server

Provides electronics engineering tools for resistor color decoding, capacitor calculations, and GPIO pin reference for ESP32, Arduino, and STM32 boards.

Query Counter MCP Server

Logs LLM interactions to local CSV or Markdown files with automatic categorization for detailed tracking. It provides an interactive HTML dashboard to visualize query volume, model usage, and category distribution.

swagger-mcp-server

Enables natural language interaction with any Swagger/OpenAPI-defined API, allowing discovery, parameterized calls, and automated testing through large language models.

mcp-intermarche-drive

Enables product search and basket management for Intermarché Drive through a visible Chromium browser, using the browser session to handle anti-bot measures. Provides tools to search products, view and modify the basket, and set substitutions, while checkout and payment remain on the website.

pretext-pdf-mcp

MCP server for generating professional PDFs from structured JSON in AI agents like Claude or Cursor, using pure Node.js with embedded fonts and precision text layout.

MySQL MCP Server

Provides MySQL database connectivity and schema inspection tools, allowing users to connect to MySQL databases and retrieve table structures through configurable connection parameters.

MCP ABAP ADT

MCP server for SAP ABAP development, enabling AI assistants to read, create, update, and delete ABAP objects via ADT APIs.