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Model Context Protocol: A promising AI integration layer, but not a standard (yet)

Source: venturebeat.com | By Gopal Kuppuswamy

Published on: 2025-06-05 09:15:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More In the past couple of years as AI systems have become more capable of not just generating text, but taking actions, making decisions and integrating with enterprise systems, they have come with additional complexities. Each AI model has its own proprietary way of interfacing with other software. Every system added creates another integration jam, and IT teams are spendi

Keywords: ai mcp model systems tool

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Show HN: MCP Defender – OSS AI Firewall for Protecting MCP in Cursor/Claude etc

Source: news.ycombinator.com | By Mcp Defender Inc.

Published on: 2025-06-03 12:40:52

Automatic Protection MCP Defender acts as a secure proxy between your AI applications and MCP servers, analyzing all communications for potential threats in real-time. Cursor, Claude, Visual Studio Code and Windsurf are supported, with more coming soon.

Keywords: acts ai analyzing automatic mcp

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Show HN: MCP Defender – OSS AI Firewall for Protecting MCP in Cursor/Claude etc.

Source: news.ycombinator.com | By Mcp Defender Inc.

Published on: 2025-06-03 22:40:52

Automatic Protection MCP Defender acts as a secure proxy between your AI applications and MCP servers, analyzing all communications for potential threats in real-time. Cursor, Claude, Visual Studio Code and Windsurf are supported, with more coming soon.

Keywords: acts ai analyzing automatic mcp

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Show HN: MCP Server SDK in Bash

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-06 16:25:23

🐚 MCP Server in Bash A lightweight, zero-overhead implementation of the Model Context Protocol (MCP) server in pure Bash. Why? Most MCP servers are just API wrappers with schema conversion. This implementation provides a zero-overhead alternative to Node.js, Python, or other heavy runtimes. 📋 Features ✅ Full JSON-RPC 2.0 protocol over stdio ✅ Complete MCP protocol implementation ✅ Dynamic tool discovery via function naming convention ✅ External configuration via JSON files ✅ Easy to exte

Keywords: json location mcp server sh

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Show HN: MCP Server SDK in Bash (~250 lines, zero runtime)

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-07 12:25:23

🐚 MCP Server in Bash A lightweight, zero-overhead implementation of the Model Context Protocol (MCP) server in pure Bash. Why? Most MCP servers are just API wrappers with schema conversion. This implementation provides a zero-overhead alternative to Node.js, Python, or other heavy runtimes. 📋 Features ✅ Full JSON-RPC 2.0 protocol over stdio ✅ Complete MCP protocol implementation ✅ Dynamic tool discovery via function naming convention ✅ External configuration via JSON files ✅ Easy to exte

Keywords: json location mcp server sh

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Mistral Agents API

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-13 11:09:42

Today we announce our new Agents API, a major step forward in making AI more capable, useful, and an active problem-solver. Traditional language models excel at generating text but are limited in their ability to perform actions or maintain context. Our new Agents API addresses these limitations by combining Mistral's powerful language models with: Built-in connectors for code execution, web search, image generation, and MCP tools Persistent memory across conversations Agentic orchestration

Keywords: agent agents api conversation mcp

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From OpenAPI spec to MCP: How we built Xata's MCP server

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-11 05:41:13

Model Context Protocol (MCP) is an emerging standard that lets AI models securely interact with tools and APIs in real time. Building an MCP server means exposing a set of “tools” (operations) that a Large Language Model (LLM) can call to perform tasks, for example, fetching data or triggering actions via your backend. Rather than hand-coding each tool, we set out to generate an MCP server from our existing OpenAPI specification, leveraging our API’s schema as a single source of truth. This Open

Keywords: api client mcp openapi server

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Clojure MCP

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-12 14:48:39

Clojure MCP - REPL-Driven Development with AI Assistance ⚠️ Alpha Software - Work in Progress This project is in early development and rapidly evolving. While I've found it invaluable for working with Clojure projects and it has significantly improved my development workflow, expect breaking changes, rough edges, and incomplete documentation. 🤝 Help Wanted! If you find this useful, please consider contributing: Report bugs and issues you encounter Suggest improvements or new features Submit p

Keywords: clojure mcp nrepl project tools

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Accessing private GitHub repositories via MCP

Source: news.ycombinator.com | By Authors

Published on: 2025-06-14 11:53:51

Invariant has discovered a critical vulnerability affecting the widely-used GitHub MCP integration (14k stars on GitHub). The vulnerability allows an attacker to hijack a user's agent via a malicious GitHub Issue, and coerce it into leaking data from private repositories. The issue is among the first, discovered by Invariant's automated security scanners for detecting so-called Toxic Agent Flows. In such a scenario, an agent is manipulated into performing unintended actions, such as leaking dat

Keywords: agent github mcp repository security

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Trading with Claude, and writing your own MCP server

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-13 04:59:34

Trading with Claude (and writing your own MCP server) May 4, 2025 • 12 minute read Ever wanted to check on your portfolio and trade some stocks directly with Claude? Well you’re in luck. Claude and MCP In November 2024, Anthropic open-sourced MCP (Model-Context Protocol) to standardize the way AI assistants interact with other tools. This standardization allows AI assistants to seamlessly integrate with various tools and platforms, enhancing their capabilities and usability. Since then, it’s

Keywords: account brokerage mcp nil server

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Trading with Claude (and writing your own MCP server)

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-13 09:59:34

Trading with Claude (and writing your own MCP server) May 4, 2025 • 12 minute read Ever wanted to check on your portfolio and trade some stocks directly with Claude? Well you’re in luck. Claude and MCP In November 2024, Anthropic open-sourced MCP (Model-Context Protocol) to standardize the way AI assistants interact with other tools. This standardization allows AI assistants to seamlessly integrate with various tools and platforms, enhancing their capabilities and usability. Since then, it’s

Keywords: account brokerage mcp nil server

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MCP explained without hype or fluff

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-20 09:39:49

Model Context Protocol, like most protocols, solves the M ⨯ N integration problem by turning it into an M + N integration problem. An AI client application that speaks this protocol does not have to figure out how to fetch data or take actions specific to a platform. MCP may or may not make your AI smarter, or improve your product, but it will reduce the friction to integrate against other applications that already support MCP. This may or may not be important to you. The protocol specifies M

Keywords: ai ckan client data mcp

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Adventures in Symbolic Algebra with Model Context Protocol

Source: news.ycombinator.com | By Stephen Diehl

Published on: 2025-06-20 12:59:25

Adventures in Symbolic Algebra with Model Context Protocol I spent last weekend playing with this new MCP protocol all the kids are talking about. And it's fun, but a bit early and rough around the edges. MCP, if you're not familiar, is Anthropic's answer to the question: "How do we get AI to actually DO things instead of just TALK about doing them?" It's a protocol that allows language models to call external tools, much like how your friend who claims to know everything actually calls their

Keywords: frac language llm mcp tool

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LLM function calls don't scale; code orchestration is simpler, more effective

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-22 09:18:52

LLM function calls don't scale; code orchestration is simpler, more effective. 20 May, 2025 TL;DR: Giving LLMs the full output of tool calls is costly and slow. Output schemas will enable us to get structured data, so we can let the LLM orchestrate processing with generated code. Tool calling in code is simplifying and effective. One common practice for working with MCP tools calls is to put the outputs from a tool back into the LLM as a message, and ask the LLM for the next step. The hope he

Keywords: calls code data llm mcp

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Terraform MCP Server

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-25 19:50:26

Terraform MCP Server The Terraform MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with Terraform Registry APIs, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development. Use Cases Automating Terraform provider and module discovery Extracting and analyzing data from Terraform Registry Getting detailed information about provider resources and data sources Exploring and understanding Terraform modules Cauti

Keywords: build docker mcp server terraform

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Claude Code SDK

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-26 16:04:06

Programmatically integrate Claude Code into your applications using the SDK. The Claude Code SDK allows developers to programmatically integrate Claude Code into their applications. It enables running Claude Code as a subprocess, providing a way to build AI-powered coding assistants and tools that leverage Claude’s capabilities. The SDK currently support command line usage. TypeScript and Python SDKs are coming soon. ​ Basic SDK usage The Claude Code SDK allows you to use Claude Code in non-

Keywords: claude code json mcp prompt

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Claude Code SDK – Anthropic

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-26 21:04:06

Programmatically integrate Claude Code into your applications using the SDK. The Claude Code SDK allows developers to programmatically integrate Claude Code into their applications. It enables running Claude Code as a subprocess, providing a way to build AI-powered coding assistants and tools that leverage Claude’s capabilities. The SDK currently support command line usage. TypeScript and Python SDKs are coming soon. ​ Basic SDK usage The Claude Code SDK allows you to use Claude Code in non-

Keywords: claude code json mcp prompt

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Microsoft goes all in on Anthropic's MCP standard for safer AI agent deployments

Source: zdnet.com | By Radhika Rajkumar

Published on: 2025-06-27 05:00:25

smirkdingo/Getty Images As AI agent fever spreads, support for Model Context Protocol (MCP), an AI data connection standard created by Anthropic last year, is growing -- and Microsoft is the latest to join in, emphasizing security. Also: What is Model Context Protocol? The emerging standard bridging AI and data, explained The company joined the MCP Steering Committee last week alongside GitHub, announcing support for the protocol across GitHub, Copilot Studio, Dynamics 365, Azure and Azure AI

Keywords: agents ai mcp microsoft security

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Windows is getting support for the ‘USB-C of AI apps’

Source: theverge.com | By Tom Warren

Published on: 2025-06-27 05:00:00

is a senior editor and author of Notepad , who has been covering all things Microsoft, PC, and tech for over 20 years. Microsoft launched its Copilot Plus PC and Windows AI efforts last year, and now it’s going a step further today with native Model Context Protocol (MCP) in Windows and the launch of the Windows AI Foundry. The groundwork is necessary for a future envisioned by Microsoft whereby automated AI agents assist their human companions. Introduced by Anthropic late last year, MCP is a

Keywords: agents ai mcp microsoft windows

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GitHub, Microsoft embrace Anthropic’s spec for connecting AI models to data sources

Source: techcrunch.com | By Kyle Wiggers

Published on: 2025-06-27 05:00:00

GitHub and Microsoft, GitHub’s corporate parent, are joining the steering committee for MCP, Anthropic’s standard for connecting AI models to the systems where data resides. The announcement, which was made at Microsoft’s Build 2025 conference on Monday, comes as MCP gains steam in the AI industry. Earlier this year, both OpenAI and Google said they would support MCP in their respective AI products. MCP lets models draw data from sources like business tools and software to complete tasks, as w

Keywords: ai developers mcp microsoft servers

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A Critical Look at "A Critical Look at MCP."

Source: news.ycombinator.com | By Chris Dickinson

Published on: 2025-06-27 19:38:09

I came across this post shortly after finishing support for the HTTP Streaming transport on mcp.run. After a week or so of banging my head against the matrix of OAuth RFC support and client transport support, I should be in a sympathetic frame of mind to receive a critique of the protocol. And yet! Here I am, defending MCP. After all, the good that interfaces do oft lay interred with their blemishes. And MCP has blemishes. But I don't think we're in agreement about what they are, and where the

Keywords: client mcp server servers tool

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Postman for MCP

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-27 18:23:30

Texture Chat with any API Texture is both a collection of public MCP servers and a platform for creating your own. Each server is a wrapper around an API, allowing you to chat with it using natural language. Popular MCP Servers URL: https://usetexture.com/8vnv0ylg Name: NWS Description: View Weather Information View server details Chat with this Server → URL: https://usetexture.com/dccunjbf Name: Reddit Description: Talk to Public Reddit API View server details Chat with this Server → My MC

Keywords: chat description mcp server servers

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Leak confirms OpenAI's ChatGPT will integrate MCP

Source: bleepingcomputer.com | By Unknown

Published on: 2025-06-28 17:53:37

ChatGPT is testing support for Model Context Protocol (MCP), which will allow it to connect to third-party services and use them as context. MCP is an open-source standard that allows developers to expose third-party data through MCP, so AI like ChatGPT could use it to finish tasks. For example, ChatGPT could connect to third-party apps like Gmail to access its information and use it in tasks to help you. MCP may not have a lot of use cases for consumers, but it could be a game-changer for en

Keywords: chatgpt connect mcp party use

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The interoperability breakthrough: How MCP is becoming enterprise AI’s universal language

Source: venturebeat.com | By Emilia David

Published on: 2025-07-06 17:00:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Anthropic released Model Context Protocol (MCP) in Nov. 2024. In its seven months of existence, MCP seems to have become the winning protocol choice for the AI industry. Despite the number of companies announcing MCP servers, MCP is technically not a standard. Enterprises that set up MCP servers believe that establishing the infrastructure for interoperability should s

Keywords: ai companies mcp protocols said

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A critical look at MCP

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-08 18:37:59

A Critical Look at MCP "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." ― Anthropic TL;DR I would like for this to turn out to be a skill issue on my part, and hope that I'm missing something. During the past mo

Keywords: http mcp protocol session sse

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MCP and the innovation paradox: Why open standards will save AI from itself

Source: venturebeat.com | By Noah Schwartz

Published on: 2025-07-09 04:05:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Bigger models aren’t driving the next wave of AI innovation. The real disruption is quieter: Standardization. Launched by Anthropic in November 2024, the Model Context Protocol (MCP) standardizes how AI applications interact with the world beyond their training data. Much like HTTP and REST standardized how web applications connect to services, MCP standardizes how AI

Keywords: ai mcp models servers tools

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A Critical Look at MCP

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-09 04:37:59

A Critical Look at MCP "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." ― Anthropic TL;DR I would like for this to turn out to be a skill issue on my part, and hope that I'm missing something. During the past mo

Keywords: http mcp protocol session sse

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Minecraft Bedrock Edition gets Flat World presets

Source: techspot.com | By Unknown

Published on: 2025-07-15 14:58:00

Minecraft is a game about breaking and placing blocks. At first, players built simple structures to protect themselves from nocturnal monsters. But as the game grew, players began working together to create wonderful, imaginative things. It can also be about adventuring with friends or watching the sunrise over a blocky ocean. It's pretty. Brave players battle terrible creatures in The Nether, which is more scary than pretty. Or, if you'd prefer something calmer, you can visit a land of giant m

Keywords: block blocks mcpe new players

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Show HN: Klavis AI – Open-source MCP integration for AI applications

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-19 20:52:37

Production-ready MCP integration for any AI application Introduction Klavis AI makes it effortless to connect to production-ready MCP servers & clients at scale. Integrate with your AI application in under a minute, and scale to millions of users using our open-source infrastructure, hosted servers, and multi-platform clients! ✨ Key Features Klavis AI lowers the barrier to using MCPs by providing: Stable Production-Ready MCP Servers : 100% connection guarantee with reliable MCP servers on d

Keywords: ai klavis mcp server servers

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AI Meets WinDBG

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-20 21:11:51

The Future of Crash Analysis: AI Meets WinDBG Old Meets New: Bringing Crash Analysis into 2025 Let's face it - while the rest of software development has evolved at warp speed, crash dump analysis feels like it's been preserved in digital amber for decades. We've got self-driving cars and pocket-sized supercomputers, yet here we are, still pecking away at command prompts like it's the dawn of the internet. Why is debugging the only area where we cling to tools that look like they belong in a c

Keywords: ai crash like mcp windbg

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