Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.
At a glance
Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.
People who want an AI system to plan or carry out multi-step tasks.
The repository reports a Apache-2.0 license. Setup difficulty and device support still need to be checked upstream.
Evidence & freshness
This record comes from the wider automated directory. It has not yet passed the stronger catalog verification checks.
Mixed maintenance signals. Review recent activity and the weaker areas before adopting it.
The health score is an automated maintenance signal, not a security audit or a guarantee that the tool fits your needs.
Embed a live health badge in a README or docs page.
[](https://ai-tools-scout.com/projects/paritok-4b-v1)Suggested automatically from the same category and shared topics, then ordered by current maintenance and adoption signals.
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Catalog-verified records use a timestamped GitHub snapshot that passed source and completeness checks. Basic listings come from the wider automated sync and have not yet passed that stronger verification path.
Health combines recent activity, commit frequency, issue handling, contributor depth, release cadence, documentation, and community signals. Missing evidence lowers how much confidence you should place in the number.
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