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Enables Chinese-language AI agent developers to register, discover, and invoke tools over the Model Context Protocol, with built-in demos for GB building-code lookup, A-share trading-signal analysis, and content-safety auditing. It also supplies CLI scaffolding for new skills, hot-loaded sandboxed plugins, and tool pre-filtering with context compression to cut token overhead.