PRODUCTIVITY/效率应用·COST

paritok-4b-v1

Paritok-official/paritok-4b-v1

Non-destructive compression gateway for AI coding agents.

打开仓库Open repository 官网Homepage

怎么装：Install: pip install -e ".[proxy]"

02 / 现在的位置02 / Why now

它现在处在什么位置Where it stands right now

首次发现FIRST SEEN

03 OCT 202603 OCT 2026

增长GROWTH

+0.1%+0.1%

1.5k → 1.5k stars · 3 个快照1.5k → 1.5k stars · 3 snapshots

状态STATUS

持续活跃Active

03 / 它能帮你做什么03 / What it helps you do

它能帮你做成什么What it helps you do

04 / 安装04 / Install

怎么装How to install

PIP

$

Python 用户的完整版安装，包含命令行工具。The full install for Python users, including the command-line tool.

PIP

$

Python 用户的完整版安装，包含命令行工具。The full install for Python users, including the command-line tool.

两种装法选一个即可 —— 上面那条给命令行用户，下面那条给写代码的用户。Pick one of the two — the first is for command-line users, the second for people writing code.

05 / 限制与风险05 / Limits and risk

限制与风险Limits and risk

风险不是警告，是可信度的一部分。以下结论只基于文档静态扫描，我们不会执行项目里的任何代码。Risk here is evidence, not an alarm. These findings come from static scanning of the docs; we never execute a project’s code.

限制LIMITS

需检查Needs review

01需要 API KeyREQUIRES API KEY: 是Yes
02需要本地环境NEEDS LOCAL RUNTIME: 是Yes
03需要 DockerNEEDS DOCKER: 未在文档中发现Not found in the docs
04难度DIFFICULTY: 需要本地环境Needs a local runtime

PROVENANCE · 这些结论的依据是什么Where these conclusions come from

来源 URLSource URL: https://github.com/Paritok-official/paritok-4b-v1
原始数据哈希Raw data hash: e4a4bb70b54b393999c548b06130e874
解析时间Parsed at: 2026-10-05T22:16:04.384Z
最后一次验证Last verified: 2026-10-05T13:45:39.240Z
增长测量时间Growth measured: —
发现查询Discovery queries: focus:token:repo:context-compression, focus:token:repo:topic-token-optimization
分类来源Category source: rules
焦点Focus: token (9)

完整解析证据 JSONFull parse evidence JSON

{
  "agents": [
    {
      "agent": "claude-code",
      "evidence": "readme: …inal on demand. Works with <b>Claude Code, Cursor, Codex, OpenHands</b>…"
    },
    {
      "agent": "codex",
      "evidence": "readme: …read `OPENAI_BASE_URL`.** The Codex CLI takes its endpoint from `~/.c…"
    },
    {
      "agent": "vscode",
      "evidence": "readme: …aw JSON) and the new [Paritok VS Code extension](https://github.com…"
    }
  ],
  "apiKey": "\"pk_live_...\" # or: export PARITOK_API_KEY=pk_live_... ``` ### 3. Start the proxy",
  "docker": null,
  "taxonomy": {
    "scores": {
      "design": 0,
      "ai-tools": 5,
      "dev-tools": 3,
      "indie-web": 0,
      "skill-agent": 3,
      "productivity": 6
    },
    "primary": "productivity",
    "secondary": "cost"
  },
  "localRuntime": "laude Code session** (Sonnet, GPU model). **Important:** in this A/B the",
  "skillMdTotal": 0,
  "skillMdErrors": [],
  "treeTruncated": false,
  "categoryScores": {
    "data": 1,
    "agent": 3,
    "media": 0,
    "design": 0,
    "browser": 0,
    "devtool": 0,
    "security": 0,
    "marketing": 0,
    "productivity": 0
  },
  "classification": [
    {
      "signal": "description mentions AI",
      "weight": 0.2
    }
  ],
  "scannedSources": [
    "readme"
  ],
  "skillMdFetched": 0
}