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1. sieve-core sieve-core Public

   Sieve-Core is a zero-dependency, deterministic similarity and confidence verification engine. Instead of relying on hallucination-prone AI, it mathematically collapses copy-paste and bot amplificat…

   Python

2. sieve-referee sieve-referee Public

   A deterministic, zero-dependency, local-first text structure and plagiarism screening engine. Built to evaluate text without relying on probabilistic AI models.

   Python

3. sieve-scope sieve-scope Public

   A fully local, zero-dependency, deterministic code plagiarism and structural similarity detection engine for Python.

   Python

4. sieve-lens sieve-lens Public

   Zero-dependency, deterministic observation engine for invisible content (zero-width chars, CSS hiding, metadata) in documents submitted to AI-based evaluation systems.

   Python

5. sieve-tray sieve-tray Public

   A local desktop app that combines Sieve Lens, Sieve Scope, and Sieve Referee to flag hidden content, similar code, and paraphrased text in one pass.

   Python

6. sieve-redact sieve-redact Public

   Deterministic text masking tool — six modes, byte-for-byte integrity outside matches, receipts without sensitive content. Standard library only. Companion to Sieve Lens.

   Python