https://github.com/blackwell-systems/gcf-go

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

ai-agents anthropic data-serialization decoder encoder gcf gemini go golang graph-compact-format json-alternative llm mcp mcp-tools model-context-protocol openai structured-data token-efficiency token-optimization wire-format

Last synced: 08 Jul 2026

https://github.com/blackwell-systems/tree-sitter-gcf

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

ai-agents code-highlighting developer-tools editor gcf grammar graph-compact-format helix json-alternative llm mcp neovim parser structured-data syntax-highlighting text-editor token-efficiency tree-sitter wire-format zed

Last synced: 08 Jul 2026

https://github.com/blackwell-systems/betterthanjson

ai-agents benchmark comparison data-serialization evaluation gcf graph-compact-format json json-alternative landing-page llm llm-benchmark mcp model-context-protocol structured-data token-efficiency token-optimization toon web wire-format

Last synced: 08 Jul 2026

https://github.com/blackwell-systems/jsonalternative

jsonalternative.com - GCF is the JSON alternative for AI pipelines

ai-agents alternative-to-json benchmark comparison data-serialization evaluation gcf graph-compact-format json json-alternative json-replacement llm llm-benchmark mcp model-context-protocol structured-data token-efficiency token-optimization web wire-format

Last synced: 08 Jul 2026

https://github.com/blackwell-systems/gcf-kotlin

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

ai-agents android data-serialization decoder encoder gcf graph-compact-format java jitpack json-alternative jvm kotlin llm mcp mcp-tools model-context-protocol structured-data token-efficiency token-optimization wire-format

Last synced: 08 Jul 2026

https://github.com/blackwell-systems/gcf-swift

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

ai-agents apple data-serialization decoder encoder gcf graph-compact-format ios json-alternative llm macos mcp mcp-tools model-context-protocol structured-data swift swift-package-manager token-efficiency token-optimization wire-format

Last synced: 08 Jul 2026

https://github.com/blackwell-systems/betterthantoon

GCF vs TOON benchmark data

ai-agents benchmark comparison data-serialization evaluation gcf graph-compact-format json json-alternative landing-page llm llm-benchmark mcp model-context-protocol structured-data token-efficiency token-optimization toon web wire-format

Last synced: 08 Jul 2026