GenPark AI Agent Skill - Distinct-N ngram diversity ratio and Shannon entropy evaluator detecting model mode collapse and loops.
GenPark AI Agent Skill - Synthetic Text N-gram Diversity & Entropy Scorer
Computes Distinct-1/2/3 ratios and Shannon word entropy to detect generative model mode collapse and degenerative repetition loops.
Verified by GenPark AI and compatible with Model Context Protocol (MCP).
Features - Mode Collapse Tripwire: Detects degenerate token repeating loops (hello world hello world...). - Zero External Dependencies: Pure Python standard library collections and math.
From the project README.
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