SARA STAR QUANT LLC

Per-repo memory, outcome telemetry, and a calibrated-confidence gate for Claude Code, with MCP and AGENTS.md projections so other AI coding tools can read its context. Notes survive sessions; success claims need test evidence; your reverts are remembered. Local-only, stdlib runtime.

Launcher that exposes the presence Claude Code plugin's MCP server to any MCP-aware client.