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gcf-python MCP server · F · ToolBench

gcf-python

The AI-native wire format for structured data. 50-92% fewer tokens than JSON, with multi-turn delta encoding for agent loops. 100% comprehension on every frontier model. Zero dependencies.

2025-06-18+0 tools

26/100

Definition Quality0

Protocol Readiness0

Supportability44

Spec posture

Inferred effective spec 2025-06-18+·current baseline 2026-07-28

Static source inference · medium confidence · evidence: structured output

No deprecated protocol patterns detected

Summary

Scoring was not performed

Score history

Overall score trend

First recorded score · v2 rubric

26/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	F	26	2025-06-18+	v2