Discover Awesome MCP Servers

Memorious MCP

Provides AI assistants with long-term semantic memory capabilities through local vector-based storage. Enables storing, recalling, and managing information across sessions with complete privacy using ChromaDB, with no data ever leaving your machine.

Stripe MCP Server

A remote MCP server implementation that integrates with Stripe, enabling AI assistants to interact with the Stripe API for payment processing functionality.

BigQuery Austin Bikeshare MCP Server

Provides a semantic layer for querying and analyzing BigQuery's Austin Bikeshare public dataset with structured dimensions and measures through a simplified interface.

TIA-Portal MCP-Server

Enables interaction with Siemens TIA Portal projects directly from VS Code or Claude Desktop using GitHub Copilot and the TIA Openness API. It supports connecting to TIA Portal instances, exporting blocks or types, and performing project operations like compilation via natural language.

Memory Server

提供知识图谱功能，用于在内存中管理实体、关系和观察，并具有严格的验证规则以保持数据一致性。

Agent Farm

An orchestration platform for deploying parallel swarms of tool-enabled AI agents to perform complex tasks like code generation, system monitoring, and multi-perspective analysis. It features a unique chunked write pattern that enables the creation of large-scale documents and code files by assembling parallel agent outputs.

Remote MCP Server (Authless)

A template for deploying an authentication-free MCP server on Cloudflare Workers. Enables quick deployment of custom tools accessible via SSE from Claude Desktop or the Cloudflare AI Playground.

Claude-Modeling-Labs MCP Server

A comprehensive toolkit that enables automated interaction with Cisco Modeling Labs (CML) for creating network topologies, configuring devices, and managing lab environments.

SearXNG MCP Server

An MCP server that enables web search capabilities by integrating with a SearXNG instance to aggregate results from over 130 engines. It allows users to perform filtered searches across categories like news, science, and social media while supporting advanced parameters for language and time range.

Radicle + GitHub MCP Server

A Model Context Protocol server that provides tools for interacting with both Radicle (peer-to-peer code collaboration) and GitHub through a unified interface, enabling repository management, synchronization, and collaboration features across both platforms.

KAIA-MCP Server

Enables AI agents to interact with DeFi protocols on the KAIA blockchain, including lending on KiloLend, token swaps on DragonSwap, price queries, and wallet operations through natural language.

Metabase MCP Server

一个模型控制协议服务器，使 AI 助手能够与 Metabase 数据库交互，允许模型探索数据库模式、检索元数据、可视化关系以及执行操作。

mcp-rae

Model Context Protocol (MCP) server for the Royal Spanish Academy (RAE) API. It allows language models to interact with RAE's dictionary and linguistic resources.

MCP Demo Application

A comprehensive demonstration server that provides tools for calculations, weather, and note management alongside an interactive web interface. It showcases how AI assistants can seamlessly interact with external data sources and functions using the Model Context Protocol.

Crawl4AI+SearXNG MCP Server

Provides AI agents with complete web search, crawling, and RAG capabilities through a Docker-based solution combining Model Context Protocol, Crawl4AI, SearXNG, and Supabase.

Bitbucket MCP Server

Enables management of Bitbucket Cloud pull requests through natural language, including creating, reviewing, approving, and commenting on PRs with automatic default reviewer support.

Web Icons Generator CLI MCP

Generates all required web app icons and manifest files from a single source image with framework auto-detection. Supports Next.js App Router, traditional web apps, and PWA standards with zero configuration.

HR MCP Server

一个模型上下文协议服务器，使 Claude Desktop 能够访问结构化的员工数据并执行包括员工查找、搜索和全局请假申请在内的人力资源操作。

WebScraping.AI MCP Server

一个模型上下文协议 (MCP) 服务器实现，集成了 WebScraping.AI 以提供网页数据提取功能。

Grep MCP Server

Provides powerful text search capabilities using the grep command-line utility, allowing users to search files and directories using both natural language descriptions and regex patterns.

RoboDK MCP Server

Enables AI agents to control RoboDK robotics simulation software, allowing them to manage stations, add robots, and inspect station hierarchies through natural language commands.

Talk to Figma MCP

An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.

Prompt Optimizer MCP Server

An AI server that provides intelligent prompt optimization capabilities, enhancing prompts for clarity, specificity, structure, and other attributes to improve AI interactions.

Home Assistant Integration

一个模型上下文协议（MCP）集成，它允许 AI 助手通过自然语言命令来控制 Home Assistant 设备，具体实现方式是通过搜索实体并控制设备。 Or, a slightly more formal translation: 一种模型上下文协议（MCP）集成方案，该方案允许人工智能助手通过自然语言指令控制 Home Assistant 设备。其实现方式为：通过搜索实体，并以此为基础控制设备。

MakeSync MCP Server

一个为 Make.com 设计的先进的模型上下文协议服务器，它通过与模块无关的实现方式，实现自动化场景的智能修补和管理。

Enhanced Outlook MCP Server

通过 Graph API 将 Claude 连接到 Microsoft Outlook，提供全面的电子邮件、日历、文件夹管理和规则创建功能。

GitHub Stars MCP Server

一个由 Cloudflare 驱动的 MCP (模型上下文协议) 服务器，它允许你使用自然语言搜索和查询你在 GitHub 上标星的仓库。

CloakLLM MCP Server

Wraps CloakLLM's Python SDK to provide tools for PII detection, cloaking, and restoration within MCP-compatible clients. It enables users to sanitize sensitive data before sending it to an LLM and restore original values using unique token map IDs.

Fast Mermaid Validator MCP

Validates Mermaid diagrams with comprehensive grammar parsing supporting 28+ diagram types. Processes markdown files, ZIP archives, and direct input with detailed error reporting and enterprise-grade performance capabilities.