briefd

Self-hosted context compiler that gives AI coding agents team knowledge as a token-budgeted bundle

Desktopfreeglobal

briefd is a self-hosted tool that compiles a team's git-stored knowledge (conventions, business rules, architecture decisions) into a token-budgeted context bundle for AI coding agents, served over MCP on demand rather than loaded into every session up front. It's aimed at teams building multiple projects in one domain who keep repeating the same knowledge across scattered documentation files. It reports spending far fewer tokens per task compared to loading full context files.

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