wire-format
GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
MCP proxy: zero-code GCF adoption. Wraps any MCP server, converts JSON to GCF mid-flight. 53-71% fewer tokens. Works with any structured data.
Wire-ready data-acquisition (DAQ) architecture simulator: design the architecture before you wire the hardware.
Typed schema language and toolchain for compact, deterministic binary protocols, with code generation for Rust, TypeScript, Go, and Python.