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 v3.2 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.
GCF Go implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
Typed schema definition language with first-class encoding semantics — bit-packing, deterministic encoding, cross-language codegen (Rust, TypeScript, Go)
GCF TypeScript implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
GCF Rust implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
Wire-ready data-acquisition (DAQ) architecture simulator — design the architecture before you wire the hardware.
Binary framing protocol that replaces JSON serialization in Tauri IPC for high-frequency data streams. 28-33x faster encode/decode, 44% smaller wire.
Fork of toon-format/toon with GCF comparison. GCF uses 34% fewer tokens on their own benchmark.
Tree-sitter grammar for GCF. Full spec compliance, WASM build for browser playground.
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.
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.
GCF (Graph Compact Format) syntax highlighting for Zed editor
Shared no_std wire-format types for discovery-* flight-controller telemetry — postcard + COBS, single source of truth for firmware↔host bytes on the wire
ZP-1 is a compact cryptographic protocol project focused on deterministic wire formats, provider boundaries, frozen reference vectors, and repeatable verification. It is research/prototype work, not a production-ready or externally audited cryptographic system.
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