Discover Awesome MCP Servers

Ember MCP

A local-first persistent memory server that uses Voronoi partitioning and temporal intelligence to provide LLMs with long-term context across different sessions and clients. It features automatic drift detection to prevent hallucinations by identifying and penalizing outdated information as project requirements evolve.

Dice MCP Server

Provides dice rolling and coin flipping functionality for AI assistants via the Model Context Protocol. It enables users to roll single or multiple dice with configurable sides and perform randomized coin tosses.

FlowCheck Financial API MCP Server

Flowcheck MCP exposes workflow analysis tools from the Flowcheck API so AI agents can detect issues and validate processes programmatically.

MCP Calculator Server

A lightweight TypeScript-based MCP server that demonstrates how to build custom MCP tools by implementing a simple addition calculator. Serves as a starting point for building MCP-compatible tools.

SiYuan MCP Server

A Model Context Protocol server that enables AI assistants like Claude and Cursor to interact seamlessly with SiYuan Note through 15 specialized tools. It supports comprehensive note operations including unified search, document management, daily notes, and tag manipulation.

Word MCP

Enables programmatic generation of Microsoft Word documents (.docx) from AI-generated text and data, with support for Markdown formatting, tables, headers, and rich document elements that are saved directly to the local file system.

Chromium Commits Query Tool

Enables querying the latest commit information for any file in the Chromium repository, including commit hash, author, timestamp, message, and modified files through the Gitiles API.

psgc-mcp

MCP server for the Philippine Standard Geographic Code (PSGC) API. Gives AI agents structured access to the full PH geographic hierarchy - regions, provinces, cities, municipalities, and barangays.

GitHub MCP Server

镜子 (jìng zi)

AdsPower LocalAPI MCP Server

A Model Context Protocol server that enables LLMs to interact with AdsPower browser LocalAPI, allowing for operations like creating, opening, updating, and managing browser profiles with custom fingerprints.

Yahoo Finance MCP Server

Provides access to real-time stock prices, financial statements, news, and options data via the Model Context Protocol. It enables AI assistants to retrieve comprehensive market data, including historical prices and analyst recommendations, through a standardized interface.

redshift-utils-mcp

redshift-utils-mcp

Nature Vision MCP Server

Enables LLMs to identify biological species from images using the Nature Vision API. It returns Latin scientific names and confidence scores for various categories including plants, animals, and fungi.

Sourcerer MCP

An MCP server for semantic code search & navigation that helps AI agents work efficiently without burning through costly tokens. Instead of reading entire files, agents can search conceptually and jump directly to the specific functions, classes, and code chunks they need.

Image Analyzer MCP Server

Enables local image analysis using Ollama AI models with complete privacy protection. Supports image content analysis, OCR text extraction, UI design analysis, and batch processing without requiring API keys or uploading data.

MCP Server for cli-kintone

这是一个实验性的代码仓库，其验证的初衷是：是否可以将 cli-kintone 改造成 MCP (模型上下文协议) 服务器。

AWS MCP Server

A Model Context Protocol server allowing Claude AI to interact with AWS resources through natural language, enabling users to query and manage AWS services without using the traditional AWS Console or CLI.

MCP MCPO Demo Server

A demonstration MCP server that provides basic utility tools including hello world functionality and string reversal operations. Shows how to build and deploy MCP tools using the MCPO orchestrator framework.

Docker Explorer

A Model Context Protocol server that provides tools for interacting with Docker images, containers, and registries, enabling AI assistants to search, analyze, and manage Docker resources through a standardized interface.

Metabase MCP Server

Connects Metabase business intelligence platform to AI assistants, enabling users to query data, create dashboards and charts, manage databases, and interact with BI assets using natural language through the Model Context Protocol.

Google OCR

这是一个服务器实现，用于使用 Google Cloud Vision API 执行光学字符识别 (OCR)。它构建于 FastMCP 框架之上，该框架允许创建模块化和可扩展的命令处理工具。

Google Image Search MCP Server

用于集成谷歌图片搜索的 MCP 服务器 (Yòng yú jíchéng Gǔgē Túpian Sōusuǒ de MCP fúwùqì)

IPLocate

Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io

mcp-server

一个基于 Nasdanika (AI) 能力构建的 MCP 服务器

poem_mcp

一个 MCP 服务器提供关于中国古代的知识。

Smart MCP

A global framework for creating reusable command shortcuts and slash commands that work across any directory. It enables systematic code refactoring, debugging, and auditing through a hierarchical configuration system with global defaults and project-specific overrides.

Multi-Provider Image Generation Server

Enables AI-assisted image generation from text prompts using multiple providers (Tencent Hunyuan, OpenAI DALL-E 3, and Doubao) with support for various artistic styles, resolutions, and negative prompts through a unified interface.

FrankfurterMCP

An MCP server that provides real-time currency exchange rates from the Frankfurter API, enabling applications to convert between multiple currencies with accurate, up-to-date information.