One brief, every agent
ctx_brief gives Claude Code, Codex, Cursor or OpenCode the active decisions, conventions, pitfalls and module map in ~1–2k tokens — ranked for the files the agent is about to touch.
Short, reviewed memory of why your code is the way it is — kept in git, served over MCP to every agent you run, with any memory, history or code system plugged in as a configured adapter.