Best for
- Developers who use several MCP-compatible AI coding tools and are tired of re-explaining themselves.
- Users who want memory and identity data to stay on their own machine, inspectable and editable.
- Individuals or small teams long-term-accumulating quality standards, architecture decisions, and technical lessons.
- Vibe-coding workflows that need continuity across sessions, tools, and projects.
- Users who accept human review gates in exchange for local data sovereignty.