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

What is MCP Server/Client ?

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

MCP server that integrates with the 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

This is a simple example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform.

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

MCP Server for Discogs

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.