Paritok-official

Paritok 4b V1

Name: Paritok 4b V1
Author: Paritok-official

AI community

SOURCE https://github.com/Paritok-official/paritok-4b-v1

Description

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.

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

Paritok

A non-destructive compression gateway for coding agents — cut your input-token bill without changing your agent.

Paritok sits between your agent and the LLM as a drop-in proxy. On every request it strips the tool-schema bloat, compresses tool results and file reads, and summarizes stale history — then forwards upstream, billed on the compressed tokens. Nothing is ever permanently discarded: the agent pulls back any exact original on demand. Works with Claude Code, Cursor, Codex, OpenHands, and any agent that honors BASE_URL — you don't change a line of your agent.

Powered by the first open-source 4B compression model trained specifically for coding agents (45K real agent trajectories). Cut input token bills from ~25% on turn one to past 85% in long, context-saturated sessions, and fit ~3× more turns in the same context window.

Paritok compression: 3,000 tokens shrunk to 780 with semantics intact