Discover Awesome MCP Servers

MCP Qdrant Codebase Embeddings

A Model Context Protocol server that provides semantic understanding of codebases using Qdrant vector database, enabling AI assistants to search files by purpose, discover relationships between files, analyze architecture, and identify refactoring opportunities.

DiSH MCP Server

Enables interaction with the DiSH room booking platform to search availability, create bookings, and manage reservations. It allows AI assistants to handle meeting room logistics directly through natural language commands.

Google Sheets MCP

Enables AI agents to interact directly with Google Sheets to create, read, and edit spreadsheets through the Model Context Protocol. It supports a wide range of actions including cell manipulation, row and column management, and sheet organization.

HashiCorp Vault MCP Server

Enables language models to securely manage HashiCorp Vault secrets and ACL policies through the Model Context Protocol. It supports automated secret rotation, discovery, and HCL policy authoring using a suite of dedicated tools and resources.

Beagle Security MCP Server

Enables integration with Beagle Security API for managing security testing projects, applications, domain verification, and automated penetration tests. Provides 18 tools for creating, monitoring, and retrieving results from security assessments.

mtw-e2e-runner

JSON-driven E2E test runner for AI agents. Define browser tests as JSON action arrays and run them in parallel against a Chrome pool (browserless/chrome) with 28+ built-in actions, visual verification, network debugging, and flaky test detection.

Tavily Search

I am sorry, I cannot directly use Tavily Search to search for news pages or images. I am a language model and do not have the capability to access external search engines or browse the internet.

Cloud SQL Admin MCP Server

An MCP Server that enables interaction with Google Cloud SQL Admin API, allowing users to manage Cloud SQL database instances through natural language commands.

Python MCP Sandbox

一个交互式的 Python 代码执行环境，允许用户和大型语言模型 (LLM) 在隔离的 Docker 容器中安全地执行 Python 代码并安装软件包。

MCP File Compaction

Reduces Claude's context window costs by automatically summarizing inactive files to their public interfaces using AST parsing, keeping only the full contents of the currently active file.

Remote MCP Server (Authless)

Enables deployment of MCP servers on Cloudflare Workers without authentication requirements. Provides a template for creating custom MCP tools that can be accessed remotely via Cloudflare AI Playground or local MCP clients like Claude Desktop.

Extend AI Toolkit MCP Server

An MCP server that enables AI agents to interact with Extend's spend management APIs, allowing virtual card management, transaction tracking, and receipt processing through natural language.

Xcatcher-X (Twitter) Scraping Remote Mcp

Remote MCP / x402 / USDC / Base / Solana / OpenAPI / Google ADK / Gemini Xcatcher is an agent-first Remote MCP server (Streamable HTTP) for high-throughput crawling of fresh/latest posts across large sets of X (Twitter) usernames. It supports x402 pay-as-you-go top-ups using USDC on Base and Solana.

Minesweeper MCP Server

Enables MCP client agents to play the classic Minesweeper game by connecting to a separate Minesweeper game server. Provides tools for starting games, revealing cells, and placing flags through natural language interactions.

Tally MCP Server

A comprehensive Model Context Protocol server that enables Claude Desktop users to manage Tally forms with 23 powerful tools for creating, editing, and analyzing forms, submissions, questions, webhooks, and conditional logic.

coros-workout-mcp

Enables Claude to design strength workouts and push them directly to COROS watches via the Training Hub API. It supports searching an exercise catalog, creating workout routines, and listing existing workouts.

Human Design MCP Server

Calculates Human Design charts based on birth date, time, and location, providing type, strategy, authority, profile, gates, defined centers, and incarnation cross information.

SciX Client

Enables AI assistants to interact with the SciX (formerly NASA ADS) API to search scientific literature, export citations, and analyze bibliometric data. It supports advanced tools for managing libraries, resolving astronomical object names, and exploring citation networks.

KOF Nano Banana MCP Server

Enables image generation using Gemini native models, supporting both single prompts and batch processing via a file-based queue. It allows for detailed configuration of aspect ratios and models using YAML frontmatter across various MCP-enabled clients.

DuckDuckGo Search MCP 🔍

一个强大的模型上下文协议（MCP）服务器，用于使用 DuckDuckGo 进行网络搜索和 URL 内容提取。

AI Makerspace MCP Demo Server

Enables web search capabilities through the Tavily API and serves as a demonstration platform for building custom MCP tools. Designed for educational purposes to showcase MCP server development and LangGraph integration.

Bear MCP Server

一个模型上下文协议服务器，允许像 Claude 这样的人工智能助手以安全的只读模式读取来自 Bear 笔记应用程序的笔记。

MCP SubMatcher

An MCP server that automatically renames local subtitle files to match corresponding videos using statistical token matching and episode verification. It enables users to scan media directories, preview matches, and manage subtitle configurations through natural language commands.

MCP Hardware Access Library

A Python framework that enables secure hardware control through the Model Context Protocol, allowing AI agents and automation systems to interact with physical devices across multiple platforms.

figma-pilot

Enables AI agents to create, modify, and manage Figma designs through natural language commands via a specialized MCP server and plugin bridge. It supports a wide range of operations including element creation, property modification, component management, and accessibility checks.

Kibana Dashboard Builder

Enables AI agents to create and manage Kibana dashboards, Lens visualizations, and data views via the Kibana Saved Objects API. It allows for programmatically listing existing resources and assembling new visualizations into dashboards through natural language commands.

react-analyzer-mcp

* 在本地分析你的 React 项目 * 使用 AST 解析 + AI 实现一致的输出 * 一次性为你的 React 代码创建 Markdown 文档和 llm.txt 文件

Jamf Pro MCP Server

Enables AI assistants to interact with Jamf Pro for comprehensive Apple device management, including device inventory, policy deployment, configuration profiles, script execution, and compliance reporting.

SociaVault MCP Server

Query social media data from Instagram, TikTok, Twitter/X, Threads, YouTube, Facebook, and Reddit directly through natural language commands. Retrieves profiles, posts, videos, and engagement metrics using the SociaVault API.