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binoculars

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免费的本地 AI 率 / AIGC 检测工具箱:拖入论文(PDF/DOCX/TXT)即出整篇 AI 生成占比与段落级高亮,并给出 AI 降重闭环。全程离线推理、论文不上传。9 项方法:SimpleAI 中文 / GLTR 困惑度 / Fast-DetectGPT / DetectGPT / Binoculars。Free, private, offline AI-text detector for theses.

  • Updated Oct 3, 2026
  • Python

A measuring instrument for text, not an AI detector. Estimates statistical signals of machine-generated language and reports them with measured false-positive rates, broken down by text category. Abstains when the evidence doesn't hold. Never asserts authorship. Runs entirely locally; Spanish calibrated first.

  • Updated Sep 15, 2026
  • Python

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, Obsidian plugin, VS Code extension, and HTTP API (dev-grade) server with GUI test/demo harness.

  • Updated Feb 27, 2026
  • Python

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