wire-format

zero sugar, zero fat, zero serialization overhead

The AI-native wire format for structured data. 100% comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ lossless round-trips across 17 formats. Spec v3.5.1 Stable.

A sexy binary protocol written in c with zero-allocations

Very compact wire format and API code generator with rich type system (custom structs, enums, and even vectors!). Zero allocation on no_std and evolution support (backwards and forwards).

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.

Production-grade genpark-protocol-buffers-varint-wire-encoder-skill skill for AI agents

Production-grade genpark-protocol-buffers-varint-wire-encoder-skill skill for AI agents

GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

GCF Go implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

Typed schema language and toolchain for compact, deterministic binary protocols, with code generation for Rust, TypeScript, Go, and Python.

GCF Rust implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

Honey ESON (Efficient Structured Object Notation) — compact, lossless wire encoding for agent-to-agent structured payloads. Spec, JS + Python reference implementations, conformance vectors, LLM primer, benchmarks. MIT.

GCF TypeScript implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

Binary framing protocol that replaces JSON serialization in Tauri IPC for high-frequency data streams. 28-33x faster encode/decode, 44% smaller wire.

Tree-sitter grammar for GCF. Full spec compliance, WASM build for browser playground.

Python SDK for AxonOS — RFC-0006 intent wire format and capability model, byte-compatible with the Rust reference.

Wire-ready data-acquisition (DAQ) architecture simulator: design the architecture before you wire the hardware.

🟢 Vireo AI Communicator API — AI-to-AI communication language and wire protocol with built-in Ed25519, DIDs, and contract lifecycle. Byte-identical cross-language wire format (Python ↔ Rust). Apache 2.0.

GCF Swift implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

Diagnostic kit for model gateways that serve each model on exactly one wire format: chat/completions, responses, or messages. Includes a live-verified case study of opaque 500s on the wrong endpoint and a dependency-free probe script that maps every model to its working route.