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 v3.4 Stable.
A sexy binary protocol written in c with zero-allocations
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.
GCF Python 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.
GCF Go implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
GCF TypeScript 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.
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.
Wire-ready data-acquisition (DAQ) architecture simulator: design the architecture before you wire the hardware.
Python SDK for AxonOS — RFC-0006 intent wire format and capability model, byte-compatible with the Rust reference.
GCF Swift implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
32-bit financial tick-data codec and binary format for Go with CRC32C, streaming, random access and recovery.
Authoritative ThunderPropagator client protocol specification covering wire formats, transports, authentication, subscriptions, failover and compliance.
Fork of toon-format/toon with GCF comparison. GCF uses 34% fewer tokens on their own benchmark.
GCF Kotlin implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
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