English(EN)Glean MCP Gateway: The context AI needs to get to work
MCP标准化AI工具集成,但面临效率和可靠性挑战
作者PulseAugur 编辑部·[12 个来源]·
模型情境协议(MCP)正成为AI模型与外部工具和数据交互的标准方式,旨在简化集成,就像USB-C之于硬件一样。Glean等公司正在开发MCP网关,以增强企业用户的安全性、效率和可管理性。虽然MCP提供了可重用性和不断增长的生态系统等好处,但其在令牌消耗、运行可靠性以及与现有CLI/API工具的重叠方面引发了担忧。
AI
Aditya Kumar David Hamilton | Glean MCP Gateway provides AI with secure, governed access to enterprise context, enabling MCP calls from external tools to be more accurate, observable, and scalable.
<p>If you’ve been building with Large Language Models (LLMs) lately, you’ve undoubtedly wrestled with connecting them to your data. For the past couple of years, the go-to solution has been "Tools" (or Function Calling). But recently, a new paradigm has emerged: the Model Context…
<h4>Powerful, universal, and if you’re not careful — exactly the kind of thing you shouldn’t plug in blindly.</h4><p>Remember when USB was invented? Before it, every peripheral needed its own proprietary port. A keyboard had one connector, a camera had another, a hard drive had y…
<p>Model Context Protocol (MCP) is an open standard by Anthropic that standardizes how AI models connect to external tools. Think of it as USB for AI.</p> <h2> The Problem MCP Solves </h2> <p>Before MCP, every AI tool integration was custom code. MCP provides one standard protoco…
Medium — MCP tag
TIER_1English(EN)·Prabhat Mishra·
<p><em>After implementing MCP servers for 4 different production systems and debugging 200+ agent-tool interactions, here's the definitive guide to building reliable AI agent tool integrations.</em></p> <h2> The Problem Nobody Talks About </h2> <p>Every AI agent tutorial shows yo…
<p><em>By Stein Ove Helset, <a href="https://obot.ai" rel="noopener noreferrer">Obot AI</a></em></p> <p>MCP (Model Context Protocol) keeps coming up everywhere in AI right now — but a lot of the explainers out there assume you already know what it is.</p> <p>This guide starts fro…
<p>The Model Context Protocol (MCP) was supposed to be the great unifier — a standard way for AI agents to talk to the tools and services they need to get work done. Launched in late 2024, it was quickly anointed "the USB-C of the AI ecosystem," adopted by Anthropic, OpenAI, and …
Medium — Claude tag
TIER_1English(EN)·Mahesh Nandam·
AI's New Interface: The Model Context Protocol Unpacked A new AI protocol called MCP lets chatbots like ChatGPT access outside information and tools. Data.gouv.fr and Google are testing it. See how it changes AI. # AI # MCP # ChatGPT # LLM # TechNews https:// newsletter.tf/ai-pro…