标签: MCP

Has anyone yet tried to get Astra and Fable to agree on the perfect styleguide? And then host it somewhere with a web mcp.

Has anyone yet tried to get Astra and Fable to agree on the perfect styleguide? And then host it somewhere with a web mcp.

有开发者提出,让两个 AI 模型 Astra 和 Fable 共同协商出一份统一的前端样式规范(styleguide),再把这份规范托管到支持 Web MCP 的服务上,供其他 AI 工具直接调用。这本质上是在试探“多个模型协作产出标准、再通过协议让工具复用”这条链路是否跑得通。

Codex CLI 0.155.0

Codex CLI 0.155.0

OpenAI 发布 Codex CLI 0.155.0,加入实验性语音对话、实时推理摘要、任务归档和 Touch ID 验证等能力,把命令行编程代理从“能跑代码”推向“可管理、可验证、可恢复”的日常工具。

I was not expecting things to go this way, but I think MCPs are better than CLIs for most integrations. The models have gotten much better at tool calling, we can defer tools & MCP is now stateless. If you need to…

I was not expecting things to go this way, but I think MCPs are better than CLIs for most integrations. The models have gotten much better at tool calling, we can defer tools & MCP is now stateless. If you need to...

开发者 Thariq 在 X 上提出一个与主流预期相反的观点:随着大模型工具调用能力提升、工具可以延迟加载、MCP 协议转向无状态,MCP 在多数集成场景中已经比 CLI 更合适。这值得关注,因为它触及 AI 应用接入外部工具的标准路线之争。