Discover Awesome MCP Servers

Network AI Assistant

Asynchronous MCP server for unified multi-platform network infrastructure management, providing 97 tools across 10 connectors including SSH, MikroTik, Palo Alto, Aruba, Graylog, LibreNMS, Cisco APIC/NDFC, and Panorama.

MCP Walkthrough

Enables AI agents to present interactive code walkthroughs with voice narration, opening files, highlighting code, and showing inline explanations with synchronized text-to-speech.

Strava MCP Server

一个 TypeScript 服务器，充当 Strava API 的桥梁，使大型语言模型 (LLM) 能够通过自然语言交互访问用户的活动、路线、路段和运动员数据。 Or, a slightly more formal translation: 一个 TypeScript 服务器，作为连接 Strava API 的桥梁，从而使大型语言模型 (LLM) 能够通过自然语言交互来访问用户的活动、路线、路段以及运动员数据。

Math & Calculator MCP Server

Provides advanced mathematical utilities including basic arithmetic, statistical analysis, unit conversions, quadratic equation solving, percentage calculations, and trigonometric functions for AI assistants.

🤖 mcp-ollama-beeai

一个极简的自主代理应用，利用 BeeAI 框架，通过多个 MCP 服务器工具与 OLLAMA 模型进行交互。

Arkon

Self-hosted enterprise knowledge hub that compiles organizational docs into a structured wiki and serves it to AI clients via MCP with fine-grained access control.

Rohlik MCP

Enables AI assistants to interact with Rohlik Group's online grocery delivery services across multiple countries, including product search, cart management, and account info.

ecommerce-mcp-server

Enables AI agents to search products, lookup barcodes, and manage shopping carts and wishlists using free e-commerce APIs.

MCP Ollama Server

Enables natural language database queries by combining Ollama's language models with SQLite database access through an MCP server.

Pronounce / pronounce-mcp

Look up how engineers actually pronounce project / product / jargon names (kubectl, nginx, JSON, Pydantic, JWT) — 1452+ entries with IPA, respelling, source citation, and confidence level.

ralph-wiggum-mcp

An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum technique for iterative, self-referential AI development loops.

bikky

Provides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies, and curates knowledge from supported transcript sources.

Agent Sense

Provides AI agents with environmental sensing capabilities including current time, IP-based geolocation, system information, and hardware details. Enables more contextual and accurate AI responses based on user's environment.

GIT MCP Server

一个模型上下文协议 (MCP) 服务器，为 LLM 代理提供 Git 工具，并修复了 amend 参数缓存问题。

MCP Nexus

A unified search and extraction MCP server hosted on Cloudflare Workers that integrates Tavily and Brave Search APIs with automatic API key rotation. It features secure, encrypted storage for keys using Cloudflare D1 and provides an admin interface for managing client tokens and search configurations.

GigAPI MCP Server

An MCP server that provides seamless integration with Claude Desktop for querying and managing timeseries data in GigAPI Timeseries Lake.

parallel-browser-mcp

parallel-browser-mcp is an MCP server for parallel browser automation. It exposes a numeric session model over MCP so one client can create and control multiple browser sessions at the same time across multiple browser providers.

lucid-mcp

AI-native data analysis agent as an MCP Server. Connect your Excel files, CSVs, and MySQL databases. Understand business semantics. Query with natural language.

Harvest MCP Server

A Model Context Protocol server that integrates with the Harvest API v2, enabling time tracking management including listing, creating, updating, and deleting time entries, as well as managing projects, tasks, users and generating reports.

fred-mcp-server

An MCP server that provides access to the full FRED API (Federal Reserve Economic Data), including the Maps API for regional and geographic data.

TFS MCP Server

Bridges Claude Code with an on-premise Azure DevOps Server / TFS collection, enabling work item and Git operations via PAT authentication.

tone MCP server

Enables AI tools to create and update tasks on tone, a team task management service for humans and AI.

mcp-hackernews

Enables searching and retrieving top stories and individual items from Hacker News, with access to scores, comments, authors, and timestamps.

Proto Server

Enables AI assistants to explore and understand Protocol Buffer (.proto) files through fuzzy search, service definitions, and message structure analysis. Integrates with Cursor IDE to provide natural language queries about protobuf schemas and API definitions.

Faker MCP Server

Generates realistic, context-aware synthetic data for AI agents to populate databases, mock APIs, and create test scenarios without exposing real PII.

BlenderMCP

Connects Blender to AI assistants like Claude for prompt-assisted 3D modeling, scene creation, rendering, and automation.

Texas Grocery MCP

Enables AI agents to manage H-E-B grocery shopping tasks including product search, cart management, and coupon clipping through natural language.

MCPKG - Model Context Protocol Knowledge Graph

一个 MCP (模型上下文协议) 服务器，它公开了用于与知识图谱交互的原语。

binance-mcp-server

Provides comprehensive Binance trading capabilities through Claude Desktop, including account management, spot and futures trading, market data, and advanced analysis tools.