Rutter is a personal memory layer for AI agents. It keeps a record of what you decided, which notes the session cited and how your thinking changed, stored as plain Markdown in a folder you own, and any MCP client can recall it.
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Six harnesses have a working capture hook: Claude Code, Codex, Grok, GitHub Copilot CLI, Antigravity CLI and Muse Code.
Once registered in each client and pointed at the same notes folder, each can recall the same records, including any MCP client.
A stance you formed or changed is recorded as a position, so you can see how your thinking moved.
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Coding agents increased output but not shipped software. The gap is verification, context and drift. Here is what converts agent output into working systems.