Discover Awesome MCP Servers

aspen-mcp

Enables natural language control of Aspen Plus for chemical process simulation, including parameter tuning, batch runs, and result reading.

RAG Regression Gate

MCP server that diagnoses RAG pipeline regression by detecting which failure modes (e.g., retrieval miss, hallucination) significantly regressed, not just score drops, using statistical methods to avoid false alarms.

affset MCP server

Enables media buyers to manage affset campaigns, zones, stats, payouts, targeting, and team via natural language, pulling stats and cutting underperforming zones without the dashboard.

Hippocampus

Open-source MCP memory server providing persistent, cross-platform context for AI tools via a knowledge graph with encrypted storage.

pf2e-mcp

MCP server for Pathfinder 2e Remastered character building and rules lookup, using a local SQLite database of official rules data to enable fast, token-efficient AI-assisted character creation.

unity-mcp

The first Model Context Protocol server for Unity projects. It gives AI assistants real understanding of Unity scenes, prefabs, and C# scripts through a queryable knowledge graph.

WCAG MCP Server

Provides comprehensive access to WCAG 2.2 accessibility guidelines, including all 87 success criteria with full Understanding documentation, 400+ techniques, glossary terms, and ACT test rules from official W3C data.

mcp-camptocamp

Exposes the Camptocamp.org API to LLMs, enabling querying of alpine routes, summit altitudes, and course descriptions with reliable data to avoid hallucinations.

mcp-lab-workshop

MCP server that controls an interactive dashboard demo, providing tools to toggle features, update stats, set messages, and simulate traffic via Cloudflare Workers.

MCPサーバの作り方 & 使い方

MCP Server/Client 指的是 **Minecraft Protocol Server/Client**，即 **Minecraft 协议服务器/客户端**。 更具体地说： * **Minecraft Protocol (MCP)**: 这是 Minecraft 客户端和服务器之间通信所使用的协议。它定义了客户端和服务器如何交换数据，例如玩家的位置、方块的变化、聊天消息等等。 它是一套规则和格式，确保双方能够理解彼此发送的信息。 * **MCP Server (Minecraft Protocol Server)**: 这是一个实现了 Minecraft 协议的服务器。 官方的 Minecraft 服务器就是一个 MCP 服务器。 但是，也存在许多其他的 MCP 服务器实现，例如用于创建自定义服务器或代理服务器。 它们负责接收来自客户端的请求，处理这些请求，并将响应发送回客户端。 * **MCP Client (Minecraft Protocol Client)**: 这是一个实现了 Minecraft 协议的客户端。 官方的 Minecraft 游戏客户端就是一个 MCP 客户端。 它负责连接到 MCP 服务器，发送请求（例如移动、挖掘、聊天），并接收来自服务器的响应，然后将这些响应呈现给玩家。 同样，也存在非官方的 MCP 客户端，例如用于自动化任务或测试。 **简单来说：** 想象一下，你在餐厅点餐。 * **MCP 协议** 就像餐厅的菜单，规定了你可以点什么菜，以及如何点菜（例如，你需要说出菜名和数量）。 * **MCP 服务器** 就像餐厅的服务员，负责接收你的订单，将订单交给厨房，然后将做好的菜端给你。 * **MCP 客户端** 就像你，负责阅读菜单，点菜，然后享用美食。 因此，MCP Server/Client 描述了 Minecraft 客户端和服务器之间基于 Minecraft 协议的通信关系。

Israel Weather MCP Server

Provides LLMs with real-time weather forecasts for Israeli cities using browser automation with Playwright to scrape live data from a weather website.

Phalcon MCP Server

集成了 BlockSec 的 MCP 服务器 (Jí chéng le BlockSec de MCP fúwùqì) This translates to: * **集成 (Jí chéng):** Integrated / Integrates * **BlockSec 的 (BlockSec de):** BlockSec's / of BlockSec * **MCP 服务器 (MCP fúwùqì):** MCP Server Therefore, the whole phrase means "MCP server that integrates with BlockSec".

SoundCloud MCP

Enables uploading and managing SoundCloud tracks via the official API, with support for metadata, artwork, and automated token refresh.

langfuse-mcp

MCP server for Langfuse observability. Query traces, debug exceptions, analyze sessions, and manage prompts and datasets for your LLM applications.

kje-mcp

MCP server that enables Claude.ai to interact with Jim Brain's persistent memory, project state, and vault, and to dispatch headless Claude Code build sessions on a VPS.

Aries

An MCP server that equips AI assistants with curated knowledge and live chain data for the Alkanes metaprotocol and Subfrost network, enabling them to read docs, query the chain, and scaffold contracts.

ifly-spark-agent-mcp

这是一个使用 MCP Server 调用讯飞星火认知大模型平台任务链的简单示例。

MCP Servers (OnePiece & Geolocalizar)

A collection of two MCP servers that enable querying One Piece anime characters and geolocating public IP addresses.

DramaCraft

Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft import.

multiagent-mcp

Enables collaborative multi-agent turn-taking conversations between LLM agents and humans via @mentions, with synchronized turn queues, private messaging, and live Markdown transcript tracking.

Stata MCP Server

An MCP server for managing, editing, and running Stata .do files, integrating with Claude Desktop to enable natural language control of Stata analysis on macOS.

Zoho CRM MCP Server

A Model Context Protocol server for integrating Zoho CRM with GenAI applications, enabling AI assistants to interact with CRM data through a standardized interface.

Discogs MCP Server

Discogs 的 MCP 服务器

steel-tester

Enables AI assistants to control an internal Steel Browser via CLI or MCP, allowing URL navigation, session management, and screenshot capture.

Space Weather Data MCP Server

Provides AI assistants with access to real-time space weather data and forecasts from NOAA's Space Weather Prediction Center, enabling queries and interpretations of geomagnetic storms, solar flares, and related indices.

Feishu MCP Proxy

A local reverse proxy for Feishu MCP services that automatically manages tenant_access_token, enabling AI agents to interact with Feishu documents and tools seamlessly.

office365-mcp

Enables multiple users to securely connect their own Microsoft 365 account and use natural language to manage Outlook mail, Teams, and SharePoint/OneDrive files through Microsoft Graph, with support for shared mailboxes and admin governance.

MCP INPI

Enables querying French business registers (RNE, BODACC) and trademarks via INPI APIs. Provides tools to search companies, retrieve legal status, directors, beneficial owners, collective procedures, and trademark details.

LakeXpress MCP Server

A Model Context Protocol (MCP) server for LakeXpress — a database to Parquet export tool with sync management and data lake publishing.