Discover Awesome MCP Servers

climate-risk-mcp-server

Provides AI agents with access to CO2 emissions data, climate projections, and risk assessments for heat, flooding, and drought, supporting ESG analysis and CSRD compliance.

Stochastic Thinking MCP Server

Provides advanced probabilistic decision-making algorithms including MDPs, MCTS, Multi-Armed Bandits, Bayesian Optimization, and Hidden Markov Models to help AI assistants explore alternative solutions and optimize long-term decisions.

mcp-llm-behave

Exposes llm-behave's behavioral regression testing as MCP tools, allowing offline semantic similarity checks on LLM outputs without any API calls.

Discourse MCP

Enables AI agents to interact with Discourse forums through search, reading topics/posts, managing categories and tags, chat channels, and optionally creating content with safeguarded write operations.

Netlify Express MCP Server

A basic serverless MCP implementation using Netlify Functions and Express. Demonstrates how to deploy and run Model Context Protocol servers in a serverless environment with proper routing configuration.

Hurl OpenAPI MCP Server

Enables AI models to load and inspect OpenAPI specifications, generate Hurl test scripts, and access API documentation for automated testing and API interaction through natural language.

emi_mcp_server

A sample MCP server that exposes tools, resources, and prompts for managing users and todos, supporting both stdio and Streamable HTTP transports.

kintone OAuth MCP Server on Cloudflare Workers

Enables secure interaction with kintone through OAuth authentication, supporting record operations, app configuration management, file operations, and access control without storing API keys locally.

Intercom MCP Server

Enables AI agents to manage Intercom support workflows, including searching and updating contacts, handling conversations, assigning and closing tickets, and logging notes.

@powforge/captcha-mcp

MCP server that gates API calls to AI agents using proof-of-work (free) or Lightning payment (3 sats), providing challenge, verify, and status tools for per-call authentication without accounts.

hermes-gpt

Enables MCP-based interaction with a local Hermes Agent installation, providing file read/search, skill management, and optional sandboxed write, terminal, and memory tools.

Mipiti MCP Server

Lets AI coding agents generate and manage threat models, controls, assumptions, compliance mapping, and evidence programmatically via the Mipiti security posture platform.

@altronis/sgdata-mcp

Comprehensive Singapore government data MCP server - typed tools for SG datasets (data.gov.sg and more) for any AI agent. NPM: https://www.npmjs.com/package/@altronis/sgdata-mcp HOMEPAGE: https://altronis.sg

mcp-apple-music

Full Apple Music integration for Claude: search the catalog, browse your personal library, manage playlists, and get personalised recommendations.

custom-mcp-server

Exposes custom Python functions as tools and integrates with Ollama for tool calling.

Tripo AI MCP Server

Enables AI assistants to interact with the Tripo3D AI API to generate 3D models from text, images, or multiview inputs. It supports advanced features like model animation, stylization, and real-time task status tracking.

OpenAPI MCP Server

Một máy chủ cho phép các Mô hình Ngôn ngữ Lớn khám phá và tương tác với các API REST được định nghĩa bởi các đặc tả OpenAPI thông qua Giao thức Bối cảnh Mô hình.

mcp-desktop

macOS desktop automation enabling AI agents to screenshot, switch apps and tabs, click, type, and scroll. Offers two trust levels: read-only screenshot and full UI control.

LangGraph FastAPI MCP Server

Enables LLM-powered agents to securely communicate with and orchestrate downstream microservices via FastAPI endpoints exposed as MCP tools.

GHL Command

GoHighLevel MCP server for Claude. 212 tools across 43 modules, including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. $97 one-time, lifetime updates.

reddit-trends-mcp

Provides Reddit discussion volume trends, growth rates, and top trending topics for any keyword, accessible via MCP tools and Python client.

Airtable MCP Server

Enables complete interaction with Airtable databases through 16 CRUD operations including batch processing, schema management, and record manipulation. Designed for AI applications and n8n workflows with HTTP streaming support.

@suncreation/mcp-google-docs

MCP server for Google Docs, Sheets & Drive with full formatting support.

Bokicast MCP Server

An MCP server that visualizes bookkeeping elements like journal entries and T-accounts, enabling AI characters to autonomously teach and solve bookkeeping problems.

MCP Code Mode

Enables AI agents to write and execute Python code in an isolated sandbox that can orchestrate multiple MCP tool calls, reducing context window bloat and improving efficiency for complex workflows.

KnowledgeMCP

An MCP server that enables AI assistants to perform semantic searches over local document collections using multi-context organization and automatic OCR. It supports various file formats including PDF, DOCX, and images, ensuring all data processing remains local and private.

Twenty CRM MCP Server

Connects Twenty CRM with AI assistants like Claude, enabling natural language interactions with customer data. Supports CRUD operations for people, companies, tasks, notes, and advanced search.

moneys3-mcp

MCP server for connecting AI clients to the Money S3 accounting system via GraphQL API, enabling operations on invoices, contacts, stock, banking, payroll, and more.

MCPJuliaServer

A Julia-based MCP server providing tools for database operations, file management, and database administration, with HTTP bridge support for Windows Claude Desktop integration.