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Software📄

sift

Released on Oct 15, 2026

A zero-dependency Python tool that recognizes and summarizes every file with a local LLM (Ollama, LM Studio or MLX-LM), fully offline. Detects type by content, extracts structure (CSV, email, scripts, logs) and reports files carrying instructions to the assistant. Works without a model (--no-llm). MIT license.

Features

  • Zero-dependency (Python stdlib)
  • Works with Ollama, LM Studio, MLX-LM
  • Prompt-injection detection
  • MIT license

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