Drive a SPARDA compiled Behavior Runtime to its full potential. Use this whenever you are connected to a backend running the SPARDA Runtime (compiled into a Unified Behavior Graph - UBG) — recognizable by the tools `sparda_get_context`, `sparda_info`, `sparda_confirm`, or composite tools. It teaches the graph-context-first workflow, how to exploit the response-recycling flywheel, the circuit-breaker, crystallized circuits, offline Twin simulations, and the two-phase confirm protocol for writes.
Build, generate, or expose MCP (Model Context Protocol) servers from existing Express (Node.js) or FastAPI (Python) backend APIs. Use this to convert host routes into AI agent tools automatically using SPARDA (sparda-mcp). Ideal for developers looking to bridge APIs to AI agents (like Claude Code, Cursor, Cline).