Architecture diagrams
The same system diagrams that ship in the open-source README, published here so buyers and reviewers do not need GitHub to see how PreToolUse enforcement, feedback, and promotion fit together.
Local-first enforcement
No LLM on the block/allow path. Deterministic rules first; local semantic recall only when needed.
Feedback → rules
Thumbs-down becomes a reviewable lesson, then a prevention rule that fires before the next tool call.
Multi-agent surface
One gate layer across Claude Code, Cursor, Codex, Gemini, Amp, Cline, OpenCode, and MCP.
System architecture
Feedback pipeline (session 1 → session 2)
Pre-action gate loop
Agent integration
Plugin topology
Related proof surfaces
How we know it works Eval scorecard Mermaid sources on GitHub →