Discover Awesome MCP Servers

TinySearch

Shrink the web for your local LLMs! Provides web research capabilities to low resource models and environments.

Harvest MCP Server

Enables AI assistants to manage Harvest time tracking by verifying credentials, listing projects and tasks, retrieving and logging time entries, and starting/stopping/restarting timers.

windows-computer-use-mcp

Enables Claude to fully control a Windows desktop with native screen capture, low-level input injection, game-grade input, and play-testing capabilities.

prolog-reasoner

SWI-Prolog execution for LLMs with CLP(FD) and recursion — boosts logic/constraint accuracy from 73% to 90% on a 30-problem benchmark.

mem-forensics-mcp

Multi-tier memory forensics MCP server combining a fast Rust engine with Volatility3 coverage for analyzing memory dumps.

git-mcp-server

A secure, git-aware MCP server for working with local repositories, enabling file management, shell commands, and full git operations within allowed directories.

word-mathtype-mcp

A local MCP server for academic Word document processing, supporting real MathType OLE objects and Word REF/bookmark cross-references.

Dev Tools MCP Server

A TypeScript MCP server example providing basic developer tools: hello world greeting, arithmetic calculator, and file information retrieval.

Anchorage Open Checkbook MCP

Read-only MCP server providing tools over Municipality of Anchorage's expenditure, payroll, procurement, and revenue data, with duplicates filtered by default.

Jimeng AI Image Generator

An MCP server that enables users to generate AI images using the Jimeng AI API with support for automatic status polling and local file saving. It allows for detailed parameter configuration including image dimensions, model selection, and prompt optimization.

zime-memory

A personal memory MCP server for Claude Code that stores and retrieves memories via natural language, supporting text, images, files, and secrets with vector search.

GitBridge

Enables AI assistants to analyze GitHub repositories, including fetching repository details, searching, and retrieving README content.

Saleor MCP Server

A Model Context Protocol server that enables AI assistants to interact with Saleor e-commerce data including products, orders, customers, and more.

Postgres MCP Server

Enables LLMs to query and analyze PostgreSQL databases through a controlled interface. Supports SQL query execution, table schema inspection, and optional write operations with safety controls.

Observable Notebook Kit Debug MCP Server

Enables AI assistants to inspect values, view errors, and capture canvas output from Observable Notebook Kit notebooks running in a web browser.

PostgreSQL Read-Only MCP Server

A secure MCP server that enables querying PostgreSQL databases through an SSH tunnel with enforced read-only access, connection pooling, and comprehensive data exploration tools.

dreamhost-mcp

MCP server for the DreamHost API that enables DNS management (list, add, remove records) and API metacommands.

mcp-file-tools

MCP server for file operations with non-UTF-8/Unicode encoding: Cyrillic, CP1251, CP1252, ISO-8859, KOI8 auto-detection

air_choose

MCP server that watches flight and train fares across multiple provider APIs, with tools to manage watched routes and a background scheduler that re-checks hourly for new offers.

MCP Server with Wikipedia Article Tool

一个轻量级的模型上下文协议 (MCP) 服务器实现，使用服务器发送事件 (Server-Sent Events)。 特色是维基百科文章解析器，可以将内容转换为 Markdown 格式。 演示了通过 HTTP 的客户端-服务器 MCP 通信。

palate-mcp-server

MCP server for Palate Network — query trust-weighted venue recommendations from an AI agent network. 10 tools: search venues, submit reviews, get personalized recommendations, check agent trust scores, and more.

MCP Project Manager

Provides project management capabilities through terminal, web UI, or MCP stdio, including plans, code analysis, and filesystem-safe operations.

meshy-forge

Prevents Meshy asset expiration by automatically storing models locally, enabling search and reuse via prompts.

Weather MCP Server

Enables real-time weather queries for Chinese and global cities via the wttr.in API, providing current conditions such as temperature, humidity, and wind speed.

MCP Python SDK

A Python implementation of the Model Context Protocol that enables applications to provide standardized context for LLMs, allowing developers to build servers that expose data and functionality to LLM applications.

Joblet MCP Server

Enables AI assistants to manage distributed computing jobs through the Joblet platform, supporting job orchestration, workflows, storage, networks, and monitoring.

Universal Poison Armor

An MCP server that protects AI agents and RAG systems from adversarial poisoning attacks like prompt injection, steganography, and data anomalies through multi-layer sanitization, entropy-based detection, and consensus verification.

Talk to Figma MCP

Enables AI agents to directly control Figma Desktop via MCP, supporting UI creation, editing, prototyping, and variable management with over 60 tools.

Tracker MCP Server

Enables LLM clients to interact with a local tracker-server for checking schedule, retrieving statistics, registering tasks, and managing timers.

apple-revcat-mcp

MCP server for Claude Desktop that exposes App Store Connect and RevenueCat APIs, enabling indie iOS developers to query portfolio metrics, sales reports, subscriptions, and customer reviews directly in chat.