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One MCP server, four AI assistants: comparing how each connects

The author tested LemMeBuyIt with Claude, Grok, ChatGPT and Muse and found four different ways of connecting to the same MCP server.

Aidan Quinn
@QuinnAidan_Archived 11 days agoOriginally posted 2026.10.16

What this article says

文章以一个 MCP 服务器 LemMeBuyIt 为样本,把它分别接入 Claude、Grok、ChatGPT 和 Muse 四个 AI 助手,记录各自的连接流程与使用体验。作者称四家产品的接入方式完全不同,这种差异暴露出 AI agent 生态当前面临的一个核心难题:MCP 协议虽统一了工具描述,但各家客户端在认证、配置和调用上的实现并不一致。结论是,想让一个 MCP 服务被多个助手复用,仍需为每个平台单独适配,跨平台互操作远未成熟。

One MCP server. Four AI assistants. Four completely different ways to connect. 🚀

We tested Claude, Grok, ChatGPT & Muse with LemMeBuyIt.

What we discovered exposes a major challenge facing AI agents.

#MCP #AIAgents #ProductIntelligence #BlackFriday https://x.com/i/article/2111069677870874624

Aidan Quinn @QuinnAidan_Originally posted 2026.10.16
Open original on X
x.com/quinnaidan_/status/2111076235329650799Archived 2026.10.17 11:33