"author:ryujikim" matching MCP servers:

Enables an MCP client such as Claude Code to hand bounded work — code review, test stubs, commit messages, format conversion, embeddings — to a local or cloud OpenAI-compatible model, so the files being processed never enter the orchestrator's context window and token costs drop. It also provides a cheap second model for reviewing code and checking work without consuming the primary assistant's quota.