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ai-text-forensics

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ngpepin / binoculars

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Local, full-logit AI text forensics and humanization toolkit. It scores markdown with observer/performer llama.cpp models (logPPL, logXPPL, B), surfaces chunk-aware hotspots and heatmaps, ranks rewrites, and ships CLI, desktop UI, VS Code extension, plus a local scoring API and demo harness, all privacy-first and reproducible.

vscode vscode-extension humanizer stylometry cross-entropy tkinter-gui perplexity humanization perplexity-score binoculars gptzero ai-detection llama-cpp-python likelihood-scoring humanizing-interactive ai-text-forensics authorship-signals
  • Updated Feb 22, 2026
  • Python

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