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 (Mod Coder Pack) Server/Client refers to the server and client components of the Mod Coder Pack, a tool used for decompiling, deobfuscating, and re-compiling the Minecraft source code. It's essentially the backbone for creating Minecraft mods. Here's a breakdown: * **MCP (Mod Coder Pack):** This is the overall toolset. It's not just a server or client, but a collection of scripts and tools. * **MCP Server:** This isn't a separate, standalone server application in the way you might think of a Minecraft server. Instead, the "server" aspect within MCP refers to the *decompiled and deobfuscated* Minecraft server code. MCP allows you to work with the server-side code of Minecraft, making it readable and modifiable. When people talk about "MCP Server," they're usually referring to the *process* of using MCP to decompile and work with the Minecraft server code. * **MCP Client:** Similar to the server, the "client" aspect refers to the *decompiled and deobfuscated* Minecraft client code. MCP allows you to work with the client-side code of Minecraft, making it readable and modifiable. When people talk about "MCP Client," they're usually referring to the *process* of using MCP to decompile and work with the Minecraft client code. **In short, MCP Server/Client isn't about running a game server or a game client. It's about having access to the readable source code of both the server and client versions of Minecraft so you can create mods.** Here's a translation into Japanese: **MCP Server/Clientとは？** MCP (Mod Coder Pack) Server/Clientとは、Minecraftのソースコードを逆コンパイル、難読化解除、再コンパイルするために使用されるツールであるMod Coder Packのサーバーおよびクライアントコンポーネントを指します。これは基本的にMinecraftのModを作成するための基盤です。 内訳は以下の通りです。 * **MCP (Mod Coder Pack):** これはツールセット全体です。単なるサーバーやクライアントではなく、スクリプトとツールのコレクションです。 * **MCP Server:** これは、Minecraftサーバーのように独立したスタンドアロンのサーバーアプリケーションではありません。代わりに、MCP内の「サーバー」の側面は、*逆コンパイルおよび難読化解除された*Minecraftサーバーコードを指します。MCPを使用すると、Minecraftのサーバー側のコードを操作して、読みやすく変更可能にすることができます。「MCP Server」について話す場合、通常はMCPを使用してMinecraftサーバーコードを逆コンパイルして操作する*プロセス*を指します。 * **MCP Client:** サーバーと同様に、「クライアント」の側面は、*逆コンパイルおよび難読化解除された*Minecraftクライアントコードを指します。MCPを使用すると、Minecraftのクライアント側のコードを操作して、読みやすく変更可能にすることができます。「MCP Client」について話す場合、通常はMCPを使用してMinecraftクライアントコードを逆コンパイルして操作する*プロセス*を指します。 **要するに、MCP Server/Clientは、ゲームサーバーやゲームクライアントを実行することではありません。Minecraftのサーバー版とクライアント版の両方の読みやすいソースコードにアクセスして、Modを作成できるようにすることです。**

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

BlockSecと連携するMCPサーバー

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

これは、MCPサーバーを使用してiFlytek SparkAgentプラットフォームのタスクチェーンを呼び出す簡単な例です。

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用MCPサーバー

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.