Quick Answer
This response has been generated using a large language model and Kagi search results. As language
models are a relatively new technology and still evolving, please apply your own careful judgment
when using this information.
Learn more about use of AI in Kagi.
Learn more about use of AI in Kagi.
References
This repository is a collection of reference implementations for the Model Context Protocol
(MCP), as well as references to community built servers and ...
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.
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..
Today Pull requests:
beverm2391/chain-of-thought-mcp-server There aren’t any open pull requests. You could search all of
GitHub or try an advanced search.
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..
14 comments
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..
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。
本文介绍了MCP Server的概念和优势,以及如何在不同的客户端和工具中使用MCP Server进行模型和工具的交互。MCP
Server是一种大模型的通用交互标准,可以让模型具备更多的能力和灵活性,提高开发和使用的效率和体验。
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)。
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..
This page showcases various Model Context Protocol (MCP) servers that demonstrate the protocol's
capabilities and versatility.
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 ...
The MCP Server is a foundational component in the Model Context Protocol
(MCP) architecture that provides tools, resources, and capabilities to clients. It implements the
server-side of the protocol, responsible for:
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..
MCP Servers are systems that provide context, tools, and prompts to AI clients. They can expose
data sources like files, documents, databases, and API ...
MCPServer is a setup guide for integrating with the GitHub API, allowing
users to configure and run a server that interacts with GitHub repositories. how to use MCPServer?
MCP server for secure command-line interactions on Windows systems, enabling controlled access to
PowerShell, CMD, and Git Bash shells
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 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。
Mar 18, 2025
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 ..
开始构建你自己的服务器,以在 Claude for Desktop 和其他客户端中使用. 在本教程中,我们将构建一个简单的 MCP 天气服务器,并将其连接到主机——Claude for
Desktop。 我们将从基本设置开始,然后逐步拓展到更复杂的用例。 我们要构建什么? 许多 LLM(包括 Claude)目前无法获取天气预报和严重天气警报。 让我们使用 MCP 来解决这个问题!
我们将构建一个服务器,公开两个工具: get-alerts 和 get-forecast,然后将服务器连接到 MCP 主机(在本例中是 Claude for Desktop):
服务器可以连接到任何客户端。
Today You can now build and deploy remote MCP servers to
Cloudflare, and we handle the hard parts of building remote MCP servers for you.
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.
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.
本文介绍了MCP协议的概念、架构和使用方法,以及如何用Python开发一个简单的MCP Server。MCP是一个标准化了应用程序如何为大模型提供上下文的开发协议,可以与Claude
Desktop等LLM工具配合使用。
MCP Servers is a platform that enables AI models to access real-world data and perform actions
using the Model Context Protocol (MCP). Learn more about the protocol and explore the core and
community servers for various services and integrations.
1. LangChain 与 MCP 的集成 LangChain 是一个非常流行的智能体编排库,广泛应用于构建基于模型的自动化系统。 LangChain 官方和社区对 MCP
协议做出了快速适配,推出了名为 langchain_mcp 的工具包,允许开发者将一个 MCP Server 注册为 LangChain 的工具(Tool)。
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..
本文介绍了 MCP Server 的能力描述、接口定义和响应逻辑,以及 MCP Client 的配置、请求和回答过程。MCP Server 是一种基于 JSON-RPC
的服务,可以提供各种能力给大模型,如读取本地文件、连接数据库等。