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Dissecting the Model Context Protocol

Model Context Protocol (MCP), an open standard for connecting AI systems to external tools, data sources, and services1.

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googleapis/genai-toolbox

Gen AI Toolbox for Databases is currently in beta, and may see breaking changes until the first stable release (v1.0). Gen AI Toolbox for Databases is an open source server that makes it easier to bui...

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The framework for building & shipping MCP applications

Designed with DX in mind, it streamlines development and lowers the barrier to entry for anyone looking to create and deploy powerful tools on top of the Model Context Protocol ecosystem. Declarative,...

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upstash/context7

Context7 is a robust platform designed to create, manage, and leverage context libraries for Large Language Models (LLMs), AI agents, and developers. It automatically pulls high-quality, targeted code...

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systempromptio/systemprompt-code-orchestrator

We appreciate your support! If you find this project useful, please consider: Every star, share, and contribution helps us improve this tool for the community!

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jbenton/guardian-mcp-server

An MCP server that connects an LLM to the archives (since 1999) of The Guardian, including the full text of all articles — more than 1.9 million of them. Useful for real-time headlines, journalism ana...

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metatool-ai/metamcp

MetaMCP is a MCP proxy that lets you dynamically aggregate MCP servers into a unified MCP server, and apply middlewares. MetaMCP itself is a MCP server so it can be easily plugged into ANY MCP clients...

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Diving into MCP Advanced Server Capabilities: A Comprehensive Guide

An in-depth exploration of advanced Model Context Protocol features including progress tracking, cancellation, completions, logging, and more with practical implementation examples. The Model Context ...

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What’s New in MCP : Elicitation, Structured Content, and OAuth Enhancements

The latest release of the Model Context Protocol (MCP) — dated 2025-06-18 — introduces powerful enhancements advancing MCP as the universal protocol for AI-native APIs.

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What’s New in MCP 2025-06-18: Human-in-the-Loop, OAuth, Structured Content, and Evolving API Paradigms

The latest release of the Model Context Protocol (MCP) — dated 2025-06-18 — introduces powerful enhancements advancing MCP as the universal protocol for AI-native APIs. Key highlights include: Human-i...

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MCP SuperAssistant Chrome Extension - Enhancing AI Assistants with Model Context Protocol Tools

MCP SuperAssistant is a Chrome extension that integrates the Model Context Protocol (MCP) tools with AI platforms like Perplexity, ChatGPT, Google Gemini, Google AI Studio, Grok, and more. It allows u...

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srbhptl39/MCP-SuperAssistant

Brings MCP to ChatGPT, Perplexity, Grok, Gemini, Google AI Studio, OpenRouter and more... MCP SuperAssistant is a Chrome extension that integrates the Model Context Protocol (MCP) tools with AI platfo...

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FiveOhhWon/workflows-mcp

🤖 Co-authored with Claude Code - Building workflows so LLMs can finally follow a recipe without burning the kitchen! 🔥 A powerful Model Context Protocol (MCP) implementation that enables LLMs to exe...

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Workflows-MCP: Transforming AI Assistants with Structured Workflows

Co-authored with Claude Code, the workflows-mcp project focuses on building powerful Model Context Protocol (MCP) implementations to enable Language Model Models (LLMs) to execute complex, multi-step ...

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Adaptive Cards

Microsoft Adaptive Cards provide a way for developers to define and exchange content in a common and consistent manner. They are platform-agnostic and allow for rich, interactive card-based UI experie...

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Beyond Text-Only AI: On-Demand UI Generation for Better Conversational Experiences

In today’s AI-driven world, we’re increasingly interacting with sophisticated language models through simple text interfaces. While powerful, this raw text communication paradigm introduces significan...

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MCP Elicitations: Standardizing Interactive AI Workflows Through Structured User Input

Explore how the new MCP Elicitations protocol standardizes interactive AI workflows by enabling servers to collect structured user input dynamically, building upon AI-generated UI concepts. The Model ...

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Elicitation - Model Context Protocol

Elicitation is newly introduced in this version of the MCP specification and allows servers to request additional information from users through the client. The Model Context Protocol provides a stand...

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Elicitation

The Model Context Protocol (MCP) provides a standardized way for servers to request additional information from users through the client during interactions.

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platinum-hill/cobolt

This is an early release which is expected to be unstable and change significantly over time. For other platforms and previous versions, visit our Releases page Cobolt is a cross-platform desktop appl...

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