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    A
    maintenance
    Enables Claude Code and other MCP clients to offload bounded work—code review, test stubs, boilerplate, commit messages, format conversion, embeddings—to a local GPU model or a cheaper cloud, OpenAI-compatible endpoint. Source files are read by the server rather than the main model, cutting token spend while the orchestrating model keeps planning and verifying.
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