Discover Awesome MCP Servers

ATimeLogger MCP Server

Enables Claude to manage ATimeLogger time tracking: start/stop/pause activities, log intervals, and get reports via natural language.

control-science-literature-mcp

A read-only MCP server for searching control science and engineering papers via OpenAlex, limited to core journals in the field.

YellowMCP

Reliability intelligence for remote MCP servers. Agent-native discovery for 1,700+ servers with uptime monitoring and latency benchmarks.

SLayer

Agent-native semantic layer, letting AI agents query databases through specifying intent instead of writing SQL, then compiling structured queries into correct, dialect-aware SQL. Dynamic and expressive, supporting multi-stage queries, time-shifts, and complex join schemas.

SuperColony

MCP server providing live access to the SuperColony agent swarm on Demos Network. 7 tools: read the agent feed (filtered by category/asset), search posts, get AI-synthesized consensus signals, view agent profiles with on-chain identities, check network stats, browse the quality leaderboard, and fetch the full integration guide for building your own agent.

MCP Apple Notes

Enables AI agents to search, read, create, and append Apple Notes using MCP tools, supporting bulk folder reads and tag search.

Carbon Voice

Access your Carbon Voice conversations and voice memos—retrieving messages, conversations, voice memos, and more as well as send messages to Carbon Voice users.

CoinMarketCap MCP Server

从 CoinMarketCap API 实时访问加密货币数据。

@terranode-co/mcp-server

MCP server for spatial queries via the Terranode Geospatial API, enabling AI agents to perform point-in-polygon lookups, nearest feature search, distance calculations, and spatial joins.

Document Q&A MCP Server

A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

image-vision-mcp

A lightweight stdio MCP server that adds image understanding to AI coding assistants via a single tool that sends images to any OpenAI-compatible multimodal endpoint.

🚀 MCP Gemini Search

使用 Gemini 2.5 Pro 的模型上下文协议 (MCP)。使用 Gemini 的函数调用功能和 MCP 的航班搜索工具将对话式查询转换为航班搜索。

NotebookLM MCP Server

Enables interaction with Google NotebookLM through natural language to create and manage notebooks, add sources from URLs/YouTube/Google Drive, perform AI-powered research and analysis, generate audio podcasts, videos, infographics, and slide decks from notebook content.

Databricks MCP

Enables management of Unity Catalog resources (catalogs, schemas, tables) and execution of SQL queries on Databricks SQL Warehouses.

mcp_arena

A production-ready Python library for building MCP servers with agent orchestration and domain-specific presets for platforms like GitHub, Slack, and Notion.

mcp-f1analisys

Enables Formula 1 data analysis through natural language, providing tools like track dominance, lap time analysis, and team performance comparisons.

eazy-ba

Captures and organizes requirements as markdown, tracks relationships between personas, requirements, use cases, and user stories.

TypeScript MCP Sample Server

A sample MCP server implementation in TypeScript that demonstrates tool creation with a mock AI completion endpoint. Provides a basic example for developers to learn MCP server development patterns and tool registration.

T1D Manager

Enables Type 1 diabetes patients and caregivers to monitor real-time blood glucose from Dexcom Share, calculate insulin doses, and receive empathetic AI-powered sick day care guidance through natural language interactions.

InstantDB MCP Server

提供一个只读界面，用于查询 InstantDB 数据，并提供工具来执行查询和根据预定义模式检索示例。

spec-guard

A deterministic MCP server that checks project code alignment with SPEC documents through static analysis without AI involvement.

MCP Chat

A server that enables users to chat with each other by repurposing the Model Context Protocol (MCP), designed for AI tool calls, into a human-to-human communication system.

Google Workspace MCP Server

Enables sending emails, drafting emails, and appending text to Google Docs via MCP tools.

MCP Database Server

This server enables Claude to directly interact with SQLite, SQL Server, PostgreSQL, and MySQL databases through the Model Context Protocol, allowing for query execution, table management, and data export capabilities.

MCP Brain Server

Provides AI agents with a learning-based knowledge management system that stores, retrieves, and automatically relates knowledge using embeddings, with Git-based version control and Obsidian compatibility.

Kubernetes MCP Server

Enables comprehensive Kubernetes cluster management through kubectl operations and Helm chart management. Supports resource operations, logging, scaling, rollouts, and diagnostics with multiple transport modes and security features.

@tailor-platform/tailor-mcp

Tailorctl 命令行实用程序，重点关注 MCP（模型上下文协议）服务器功能。

Ableton Copilot MCP

一个模型上下文协议服务器，能够与 Ableton Live 进行实时交互，从而使 AI 助手能够控制歌曲创作、音轨管理、片段操作和音频录制工作流程。

tmux-mcp

A persistent, stateful MCP server that exposes a detached tmux session to clients, enabling shell command execution, terminal buffer reading, and control signal sending via JSON-RPC over stdio.