Discover Awesome MCP Servers

냥톨로지

A read-only MCP server that interprets cat behavior signals with evidence and context, helping users understand their cat's actions.

qatar-payments-mcp

Enables AI agents to accept Qatari payments (cards, Apple Pay, Google Pay) via Tap Payments hosted checkout.

Weather MCP Server

Provides real-time weather queries for 12 major Chinese cities (plus global English city support) using the wttr.in API. Built on the HelloAgents framework, it exposes tools to get current weather, list supported cities, and get server info.

OmniFix MCP Server

Enables LLMs to execute and validate autonomous multi-agent workflows with tools for workflow execution, output validation, and execution logging, plus resources and prompts for task decomposition and error recovery.

Agent Memory MCP

MCP server for agent-maintained memories, allowing creation, reading, updating, deletion, and listing of memories with global or repo scopes.

antd-components-mcp

Ant Design 컴포넌트 검색을 위한 mcp 서비스로, 컴포넌트 문서, API 문서, 코드 예제, 컴포넌트 업데이트 로그 검색을 포함합니다.

context-repo-mcp

An MCP server that enables AI assistants to manage Context Repo prompts, documents, and collections with semantic search and progressive disclosure navigation.

MCP Weather Server

Enables AI agents to retrieve real-time weather conditions and forecasts via OpenWeatherMap API. Supports interactive weather queries and travel planning through MCP tools, resources, and prompts.

Helios-9 MCP Server

Provides comprehensive project management capabilities through the Helios-9 API, enabling AI agents to create and manage projects, tasks, initiatives, and documents with full hierarchy support and AI-optimized metadata.

ahk-mcp

MCP 서버는 AutoHotkey 기능을 노출하여 모델 인터페이스가 Windows의 자동화 작업을 수행할 수 있도록 합니다.

AI-Pentest-MCP

Enables natural-language-driven security testing by orchestrating multiple pen-testing tools through MCP, with automated scan execution and AI-assisted vulnerability summarization.

OpenCloudCosts MCP

Anchor AI FinOps to real, live cloud pricing. AWS, GCP & Azure — public list prices and enterprise negotiated rates. No credentials needed for AWS and Azure public pricing.

slimdex-mcp

Slimdex is a local MCP server that helps coding agents retrieve code narrowly—outlines, line ranges, symbol bodies, references, and intent-based searches—instead of reading whole files into context, featuring a persistent index and tools for exploration, editing, and session memory.

flstudio-mcp

AI control for FL Studio via the Model Context Protocol — full in-DAW mixing (Mix Doctor diagnosis, gain staging, EQ/compression/reverb, reference matching), routing, and composition through Claude and any MCP client. 67 tools. Windows.

AgentWebSearch-MCP

An MCP server that provides web search and content fetching using real Chrome browsers via CDP, bypassing bot detection and requiring no API keys.

elasticsearch-mcp

Enables AI assistants to search, analyze, and interact with Elasticsearch through natural language.

Federated Search

A federation MCP server that sits in front of multiple memory backends and presents a unified search surface to AI agents, allowing a single query to search across knowledge graphs, session history, and web search.

debugpy-mcp

An MCP server that enables agents to attach debugpy to running Python processes inside Docker containers for enhanced debugging and inspection. It provides tools for container autodiscovery, process injection, and generating breakpoint plans based on logs and metadata.

super-loop-mcp

A referee for self-improving AI agent loops that mines past sessions for working workflows, improves them, and never stops until you stop it.

AgentTalks

A communication server for AI agents and humans to collaborate in channels, threads, and DMs with proven identity, mentions, wiki, and resource leases, accessible via MCP, REST, and CLI.

Hedwig

An MCP wallet server that lets an AI agent hold, send, and spend USDC on Hedera, using the x402 standard for HTTP payments.

databricks-mcp-server

Provides tools for interacting with Databricks clusters, jobs, and workspace operations via the Model Context Protocol.

Processkit

Standalone MCP harness for cross-system process evidence, code-change impact review, and natural-language repository checkout mapping, with optional accelerators like CodeGraph.

MCP Outlook Server

Enables sending emails through Microsoft Outlook using the Microsoft Graph API. Provides the missing send-email capability for Agent Builder's Outlook connector with support for both delegated and app-only authentication flows.

Mathematical MCP Server

A mathematical MCP server exposing 6 basic arithmetic and secure symbolic expression evaluation tools (add, subtract, multiply, divide, power, evaluate_expression) with structured JSON responses, input validation, and safe AST-based parsing.

document-reader-mcp

Universal MCP server for extracting text from various document formats including PDF, Excel, Word, CSV, and more, with support for streaming, limits, and markdown conversion.

odin-print-farm-mcp

Enables AI agents to operate a 3D print farm via O.D.I.N. backend, including job queuing, printer control, inventory management, and standalone cost calculators.

compare-mcp

Enables multi-model code review by fanning out issues to multiple LLMs simultaneously, diffing their unique insights, optionally running debate rounds, and dispatching subagents to implement fixes with git commits.

Gibraltar Prediction Markets MCP Server

Enables querying the Gibraltar Prediction Market Regulations 2026 in plain English via MCP clients, returning exact cited regulation text.