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MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.
A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models. When running headed browser on system w/o ...
Today It exposes numerous tools from core Ghidra functionality to MCP clients. To set up Claude Desktop as a Ghidra MCP client, go to Another MCP client that supports multiple models on the backend is 5ire.
Yesterday The simplest way to use FastAPI-MCP is to add an MCP server directly to your FastAPI application: from fastapi import FastAPI from fastapi_mcp import add_mcp_server # Your FastAPI app app = FastAPI() # Mount the MCP server to your app add_mcp_server( app, # Your FastAPI app mount_path="/mcp", # Where to mount the MCP server name="My API MCP", # Nam..
Mar 20, 2025 Supports intelligent extraction of main content and conversion to Markdown Supports the following parameters: url: The URL of the web page to fetch (required parameter) timeout: Page loading timeout in milliseconds, default is 30000 (30 seconds) waitUntil: Specifies when navigation is considered complete, options: 'load', 'domcontentloaded', 'netwo..
Today A Model Context Protocol (MCP) server that can help pin 3rd party dependencies to immutable digests. Use a Composer prompt like the following to pin a specific commit hash. mcp-go is a great library for building MCP servers
Mar 20, 2025 This is an Model Context Protocol server that allows an MCP client agents to play a game of Minesweeper. Build the MCP server: npm install npm run build Try your best to keep playing until you have flagged all mines.
Today This is useful when you want to focus on a specific problem-solving approach or when integrating with other MCP tools. elementNumber": 1, "totalElements": 5, "nextElementNeeded": true, "character": "Alex (data scientist)", "setting": "Data analysis lab", "tone": "Mysterious", "plotPoint": "Discovery of pattern" } The Sequential Thinking implementat..
Today This is server that allows Claude desktop app to execute long-running terminal commands on your computer and manage processes through Model Context Protocol (MCP) + Built on top of MCP Filesystem Server to provide additional search and replace file editing capabilities . Better configurations (in progress) - Improved settings for allowed paths, com..
Today LSP also seems like a clear inspiration for MCP so why not jam them together? get_diagnostics: Provides diagnostic information for a specific file, including warnings and errors. Behind the scenes, this MCP server can act on workspace/applyEdit requests from the language server, so it can apply things like refactor requests, adding imports, formatt..
Mar 20, 2025 It also provides easy access to general purpose browser agents like OpenAI's CUA, Anthropic's Claude Computer Use, and Browser Use. The hyperbrowser API supports a superset of features present in the mcp server. mcpServers": { "hyperbrowser": { "command": "npx", "args": ["--yes", "hyperbrowser-mcp"], "env": { "HYPERBROWSER_API_KEY": "your-api-key" ..
Yesterday Whether you’re building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need. This server provides cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand. To learn to get started with Browserbase, check out Browserbase MC..
Today Install the server for use with Claude fastmcp install elektron_mcp/main.py # With a custom name (optional) fastmcp install elektron_mcp/main.py --name "Elektron Digitone Controller" # With environment variables (if needed) fastmcp install elektron_mcp/main.py -e MIDI_PORT=Digitone Specify MIDI Port: If auto-detection fails, specify your MIDI port:..
Today This powerful server acts as the bridge, much like a USB interface, for LLMs to gain access to multiple capabilities, enabling agents and agentic AI. Built using Rust and actors, it is optimized for performance and scalability, making it a great fit for enterprise environments. Whether you're a researcher, developer, or AI enthusiast, mcp-ectors wi..
2 days ago AI models are powerful, but they need to interact with your applications to be truly useful. Fast MCP solves all these problems by providing a clean, Ruby-focused implementation of the Model Context Protocol, making AI integration a joy, not a chore. Authentication Support - Secure your AI endpoints with ease
Today Here are the default values if not configured: const CONFIG = { retry: { maxAttempts: 3, // Number of retry attempts for rate-limited requests initialDelay: 1000, // Initial delay before first retry (in milliseconds) maxDelay: 10000, // Maximum delay between retries (in milliseconds) backoffFactor: 2, // Multiplier for exponential backoff }, credit..
MCP is an open protocol that standardizes how applications provide context to LLMs. Learn how to use MCP with Claude Desktop, build your own MCP server or client, and explore MCP examples and tutorials.
In this tutorial, we'll build a simple MCP weather server and connect it to a host, Claude for Desktop. We'll start with a basic setup, and then progress to ...
Yesterday The Apidog MCP Server allows you to use your API documentation from Apidog projects as a data source for AI-powered IDEs like Cursor. Name the MCP Server something like "API Documentation" or "xxx API Documentation" to help the AI recognize its purpose. In addition to the Apidog project, Apidog MCP Server also has the ability to directly read Swagg..
Today Unlock the full potential of your language models with the MCP Registry - the central hub for Model Context Protocol servers that expand your AI's capabilities. Build with safe and ethical AI systems, including the Claude AI assistant. An MCP server implementation that integrates the Brave Search API, providing both web and local search capabilitie..
本文介绍了如何使用 MCP Python SDK 和 Claude Desktop 构建一个 Elasticsearch MCP Server,展示了 Tool、Prompt 和 Resource 三种核心原语的用法。MCP Server 是一个专门为 LLM 应用设计的协议,可以让服务器向 LLM 公开数据和功能。
MCP 服务器(MCP Servers):为MCP client 提供上下文、工具和prompt 信息。 本地资源(Local Resources):本地计算机中可供MCP server 安全访问的资源(例如文件、数据库)。
MCP Servers are systems that provide context, tools, and prompts to AI clients. They can expose data sources like files, documents, databases, and API ...
MCP 是一个开放协议,它使 LLM 应用与外部数据源和工具之间的无缝集成成为可能。本文档介绍了 MCP 的基本概念、使用方法、开发工具和资源。
MCP 是一个开放协议,可以让 AI 应用程序安全地访问本地或远程资源。本指南介绍了如何使用 Claude Desktop 作为 MCP 客户端,连接到本地 SQLite 数据库,并通过 MCP 查询和分析数据。
MCP 是一个连接 clients、servers 和 LLMs 的协议,支持多种传输机制和消息类型。本文介绍了 MCP 的核心组件、消息格式、连接生命周期、错误处理和最佳实践。
Nov 25, 2024 The Model Context Protocol is an open standard that enables developers to build secure, two-way connections between their data sources and AI-powered tools.
Feb 28, 2025 MCP Servers主要功能. MCP Servers 作为一个轻量级的本地服务,旨在为客户端提供数据访问和功能执行的接口。 ... 资源是服务器提供给客户端的数据实体,可以是 ...
MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells. An MCP server using Playwright for browser automation and webscrapping. Interacting with Perplexity. Run and manage docker containers, docker compose, and logs.
Mar 20, 2025 However, I quickly realized that for a more scalable and robust solution, especially given the potential for multi-read scenarios from the “mcp server,” a more robust database was needed. This made it a perfect fit for my needs, allowing me to leverage the familiar CouchDB document model and its benefits while potentially having the flexibility to ..
You can now build and deploy remote MCP servers to Cloudflare, and we handle the hard parts of building remote MCP servers for you. Unlike local MCP servers you may have previously used, remote MCP servers are Internet-accessible. People simply sign in and grant permissions to MCP clients using familiar authorization flows.
以上就是使用 cursor+python 的 mcp server 开发测试的示例。 整理人 叶正盛,NineData 创始人 &CEO,资深数据库专家,原阿里云数据库产品管理与解决方案部 ...
Learn what MCP servers are, how they enable large language models (LLMs) to interact with external tools or data sources, and how Cline can help build and use them. Explore use cases, key concepts, security considerations, and resources for MCP servers.
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
MCP servers are smart adapters that let AI tools discover and use external APIs without custom integrations. Cline is the first AI assistant that can create its own MCP servers and integrate with any software supporting MCP.
MCP has the potential to function as a universal interface, think of it as the virtual / software version of USB-C for AI. Enabling seamless, secure and scalable data exchange between LLMs/AI Agents and external resources. MCP uses a client-server architecture where MCP hosts (AI applications) communicate with MCP servers (data/tool providers).
Step 3: Server Installation and Execution. Set up a virtual environment and install dependencies: uv venv source .venv/bin/activate # macOS/Linux .venv\Scripts\activate # Windows uv add mcp[cli] azure-identity python-dotenv azure-ai-projects aiohttp. Start the MCP server: uv run -m python.azure_agent_mcp_server
Mar 21, 2025 In past episodes of The Lab series on The Web Scraping Club, we used Firecrawl to scrape the content of this newsletter, a vector DB like Pinecone to store the articles' markdown, and the OpenAI API to retrieve information and append the context to our prompt to get better answers. AI assistants (the MCP clients) can consistently request those reso..
基于MCP 协议的Server有哪些社区贡献与开源项目?MCP(Model Context Protocol)协议自推出以来,迅速赢得了开发者和社区的广泛关注,成为了实现不同 AI 工具与服务互操作的标准。社区开发者对 MCP 协议的贡献不断增加,尤其是在服务器插件 ...
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