mcp
Containerized versions of hundreds of MCP servers 📡 đź§
While experimenting with Model Context Protocol (MCP) servers, we found that setting them up could be a bit tedious and time-consuming. To simplify the process, we created containerized versions of these servers—making it quick, easy, and secure for anyone to get started.
Security scanner for MCP servers
MCP-Shield scans your installed MCP (Model Context Protocol) servers and detects vulnerabilities like tool poisoning attacks, exfiltration channels and cross-origin escalations.
An open protocol enabling communication and interoperability between opaque agentic applications.
One of the biggest challenges in enterprise AI adoption is getting agents built on different frameworks and vendors to work together. That’s why we created an open Agent2Agent (A2A) protocol, a collaborative way to help agents across different ecosystems communicate with each other.
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MCP server for your browser.
Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser.
If you want to automate actions on a website, like repeatedly fill out a form, you normally can't do it with AI apps like Cursor or Claude because they don't have access to a web browser. With Browser MCP, you can connect AI apps to your browser so they can automate tasks on your behalf.
Instantly create a Remote MCP server for any GitHub project.
GitMCP is a free, open-source service that seamlessly transforms any GitHub project into a remote Model Context Protocol (MCP) endpoint, enabling AI assistants to access and understand the project's documentation effortlessly.
specialized MCP servers that bring AWS best practices directly to your development workflow .
A Ruby Implementation of the Model Context Protocol.
Connect AI models to your Ruby applications with ease No complex protocols, no integration headaches, no compatibility issues – just beautiful, expressive Ruby code.
PostgreSQL Model Context Protocol (PG-MCP) Server.
A Model Context Protocol (MCP) server for PostgreSQL databases with enhanced capabilities for AI agents.
Playwright Tools for MCP.
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.
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This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities.
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 .
Fleur is the app store for Claude. The easiest way to discover and install MCPs.
Fleur is a desktop application that serves as an app marketplace for MCPs. It allows you to discover, install, and manage apps that extend the functionality of Claude Desktop and Cursor.
All without having to use a command line. Fleur is made for non-technical users in mind, but is open-source and extensible so developers can make it their own.
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MCP server for fetch web page content using Playwright headless browser.
Coding assistant MCP for Claude Desktop.
Make Claude Desktop a pair programming assistant by installing codemcp. With it, you can directly ask Claude to implement features, fix bugs and do refactors on a codebase on your computer; Claude will directly edit files and run tests. Say goodbye to copying code in and out of Claude's chat window!
Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an installer as well as an MCP Server for Cloudflare's API.
This lets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account
MCP is an open protocol that standardizes how applications provide context to LLMs. Think of MCP like a USB-C port for AI applications. Just as USB-C provides a standardized way to connect your devices to various peripherals and accessories, MCP provides a standardized way to connect AI models to different data sources and tools.
Related contents:
- Model Context Protocol (MCP) Course @ Hugging Face.
- Introducing the Model Context Protocol @ Anthropic.
- LLM Agent Assisted Coding @ stafford williams.
- Everyone is talking about MCP @ Adam Silverman's X.
- What is Model Context Protocol (MCP)? How it simplifies AI integrations compared to APIs @ Norah Sakal.
- What is MCP by Anthropic?(Model Context Protocol) @ Toward AI.
- A Deep Dive Into MCP and the Future of AI Tooling @ Andreessen Horowitz.
- What is MCP (Model Context Protocol)? @ daily.dev.
- 230. MCP - It's Hot, But Will It Win? @ Hardcore Software by Steven Sinofsky.
- MCP (Model Context Protocol): Simply explained in 5 minutes @ High Growth Engineer.
- The “S” in MCP Stands for Security @ Elena Cross' Medium.
- Everything Wrong with MCP @ Shrivu's Substack.
- MCPs, Gatekeepers, and the Future of AI @ I Am Charlie Graham.
- A Critical Look at MCP @ Raz Blog.
- MCP vs API @ Glama.
- MCP explained without hype or fluff @ nilenso.
- What are MCP Servers? @ The Fly Blog.
- Block's Playbook for Designing MCP Servers @ Block Engineering Blog.
- MCP is eating the world—and it's here to stay @ Stainless.
- MCP: An (Accidentally) Universal Plugin System @ Works on My Machine.
- MCP is eating the world—and it's here to stay @ Stainless.
- MCP Vulnerabilities Every Developer Should Know @ Composio.
- Your MCP Doesn’t Need 30 Tools: It Needs Code @ Armin Ronacher's Thoughts and Writings.
- The State of MCP Security @ Pynt.
- MCPs Are Just Other People's Prompts Pointing to Other People's Code @ Daniel Miessler.
- you need to learn MCP RIGHT NOW!! (Model Context Protocol) @ NetworkChuck's YouTube.
- Episode #112: A new direction for AI developer tooling @ Changelog & Friends.
- What is special about MCP? @ Jessitron.
- Code execution with MCP: Building more efficient agents @ Engineering @ Anthropic.
- MCP Apps: Extending servers with interactive user interfaces @ mcp blog.
- Model Context Protocol (MCP) Tutorial: Build Your First MCP Server in 6 Steps @ towards data science.
- MCP is dead. Long live the CLI @ Eric Holmes.
Python tool for converting files and office documents to Markdown. MarkItDown is a utility for converting various files to Markdown (e.g., for indexing, text analysis, etc).
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AmphiPod is a lightweight, HTTP-based Model Context Protocol (MCP) server implementation written in Go. It simplifies the integration of AI tools by providing an HTTP interface to the MCP specification and executing tools through WebAssembly plugins.