Anthropic 收购 Stainless 及其对 MCP 的影响Anthropic Acquires Stainless: Implications for MCP
Every CEO Dan Shipper 与 Stainless 创始人兼 CEO Alex Rattray 深入讨论了 Model Context Protocol (MCP)。Rattray 解释了 API 如何作为互联网的“树突”,以及 MCP 如何让 AI 原生地与现有软件交互。关键洞见是当前 MCP 实现面临上下文窗口限制、安全性和工具设计挑战。Rattray 建议保持工具数量少、名称精确,并使用动态模式(仅三个工具:列出端点、了解端点和执行端点)来处理大型 API。Stainless 正在探索代码执行作为未来方向,让模型编写并在安全沙箱中运行针对 SDK 的代码,而不是暴露数百个工具。Anthropic 最近以 3 亿美元收购 Stainless 突显了这一基础设施的重要性。
Every CEO Dan Shipper dives deep with Stainless founder and CEO Alex Rattray on the Model Context Protocol (MCP). Rattray explains how APIs serve as the "dendrites" of the internet and how MCP enables AI to natively interact with existing software. Key insight: current MCP implementations struggle with context window limits, security, and tool design. Rattray recommends keeping tool count small with precise names/descriptions and using "dynamic mode" (just three tools: list endpoints, learn about one, execute) for large APIs. Stainless is exploring code execution as the future—models write and run SDK code in secure sandboxes instead of hundreds of tools. Anthropic's recent $300M acquisition of Stainless underscores the importance of this infrastructure.
查看原文 →