【深度观察】根据最新行业数据和趋势分析，Artemis II领域正呈现出新的发展格局。本文将从多个维度进行全面解读。
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不可忽视的是，We install all the dependencies the tutorial needs: FastMCP, websockets, Pydantic, the MCP SDK, and Google auth libraries, so the remaining snippets run without interruption. We then build a custom MCPToolRegistry class entirely from scratch, walking ourselves through the exact mechanics the protocol relies on: decorator-based tool registration, automatic JSON Schema generation from Python type hints, and async tool dispatch. We register four tools that mirror the real colab-mcp surface, execute_code, add_code_cell, add_text_cell, and get_cells, list their schemas, and call each one to confirm the full request-response cycle works end to end.
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展望未来，Artemis II的发展趋势值得持续关注。专家建议，各方应加强协作创新，共同推动行业向更加健康、可持续的方向发展。