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Discussing the best paradigm of A2A (Agent-to-Agent): using different large models for planning, execution, and verification respectively, and mentioning the rapid penetration of the MCP protocol in vertical industries (such as law) and the maturation of physical AI Agent toolchains.
User shares a set of Prompts for stock trading after connecting Claude to real financial data (real-time stock prices, etc.) via the MCP protocol, covering pre-market scan, entry confirmation, position management, and other stages, demonstrating practical cases of AI-assisted investment decisions.
The author critiques the lack of transparent benchmarking in emerging context layer and MCP optimizer tools that promise drastic token savings, noting that real-world tests fail to replicate claimed efficiencies. They urge developers to demand open, reproducible benchmarks and ask for recommendations of tools that actually deliver measurable results.
GBrain v0.31.1 introduces a major architectural upgrade, utilizing the MCP protocol to enable a central brain for unified management, resolving issues with multi-device synchronization and fragmented memory. Developed personally by YC CEO Garry Tan, the tool highlights the future value of local personal intelligent infrastructure.
AiToEarn 是面向一人公司及创作者的AI驱动内容营销平台，支持多平台自动发布、互动与变现。最新更新新增MCP协议支持及OpenClaw集成，提供网页/插件/Docker等多种部署方式。