LibreAI / AI Agents / paritok-4b-v1
// agents ยท Paritok-official/paritok-4b-v1

paritok-4b-v1

Compression gateway that cuts AI coding agents' token bills up to 85%.

๐Ÿ’Ž Hidden gemโ˜… 1.5k starsโ‘‚ 140 forksApache-2.0updated 2026-09
โ–ฆ visual โ€” this project's README ships no embeddable screenshot,
so here's a placeholder. The guide below is complete regardless.
// project facts

Project facts

paritok-4b-v1 is an open-source ai agents project by Paritok-official (Paritok-official/paritok-4b-v1 on GitHub). It has 1,451 GitHub stars and 140 forks, is released under the Apache-2.0 license, and was last updated on GitHub on 26 September 2026.

GitHub stars
1,451
Forks
140
License
Apache-2.0
Last updated on GitHub
26 September 2026
Category
AI Agents
Listing
Hidden gem โ€” a shorter page for a lesser-known project
Official site
Official site
// how it works

How it works

  1. Clone the repository

    Download the gateway source.

  2. Install dependencies

    Pull the Python packages it needs.

  3. Point agents at it

    Route agent traffic through the gateway.

  4. Watch bills shrink

    Monitor compression across sessions.

// features

Why people love it

Non-destructive compression

Context shrinks without losing meaning.

25% savings on turn one

Immediate token reduction.

85% in long sessions

Compounding savings as context saturates.

3x more turns

More conversation per context window.

LLM gateway

Drop-in proxy for agent traffic.

1,451 stars

Strong agentic-coding adoption.

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// run it

Run it yourself

  1. Step 1 โ€” Clone the repo

    Download the source and move into the project folder.

    git clone https://github.com/Paritok-official/paritok-4b-v1.git
    cd paritok-4b-v1
  2. Step 2 โ€” Install dependencies

    Pull the Python packages it needs.

    pip install -r requirements.txt
  3. Step 3 โ€” Start the gateway

    Launch it and route agents through it.

    python gateway.py
// use cases

What you can build

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// faq

Questions, answered

Who maintains paritok-4b-v1?

It is an open-source project at Paritok-official/paritok-4b-v1 with 140 forks.

Is it free for commercial use?

Yes. It is Apache-2.0 licensed.

How much does it save?

25% on turn one, past 85% in long or saturated sessions, per the project.

Does compression lose information?

It is described as non-destructive โ€” context shrinks without losing meaning.

How do I deploy it?

As a gateway proxy in front of your agent traffic.

// keep exploring

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// alternatives

Alternatives in AI Agents

The most-starred other AI Agents projects in the LibreAI catalogue โ€” the realistic shortlist if paritok-4b-v1 is not the right fit.

Get paritok-4b-v1

Free and open โ€” grab the source, star the repo, and start creating.