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Ghostprint

通过定时发送行为逼真的随机查询，向 Anthropic、Z.ai 及 OpenAI 兼容服务注入噪声，降低使用画像的可识别性。提供 OpenClaw 原生插件（复用现有凭据，无需额外配置）与独立 Python 脚本两种运行方式，内置多轮追问、泊松调度与活动权重，日志仅记录元数据。

alarawms
alarawms
热度 44.80
最近更新 2026-05-18 11:26:36
分类：安全依赖：代码执行 / 读写文件 / 第三方 API / 内部调用大模型应用场景：自动化脚本 / API 集成 / 工作流

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add ghostprint
Metadata
name
ghostprint
description
LLM fingerprint noise injector. Sends behaviorally realistic randomized queries to Anthropic, Z.ai, and any OpenAI-compatible provider on a schedule to depersonalize your usage profile and prevent behavioral fingerprinting. Available as a native OpenClaw plugin (no extra config — reuses your existing provider keys) and a standalone Python script.
version
3.0.0

Ghostprint

Depersonalize your LLM usage. Introduce noise. Prevent fingerprinting.

Install as OpenClaw Plugin

git clone https://github.com/alarawms/ghostprint ~/.openclaw/extensions/ghostprint
openclaw plugins enable ghostprint
openclaw gateway restart

Usage

Once installed, these agent tools are available in any session:

  • ghostprint_fire — fire a noise round immediately
  • ghostprint_stats — show run history and stats

The background scheduler fires automatically every ~2 hours (Poisson-distributed).

How it works

  • 6 personas with stable domain preferences and multi-turn rates
  • 300+ topics across 12 domains (cooking, health, science, DIY, tech, finance, language, travel, psychology, history, lifestyle)
  • Contextual follow-ups — multi-turn sessions use topic-paired follow-ups
  • Poisson timing — exponentially distributed inter-arrival times
  • Activity weights — suppressed during sleep hours, lighter on weekends
  • Metadata-only logs — never logs topic text or reply content
  • No config needed — reuses your existing OpenClaw provider credentials

Standalone (no OpenClaw)

cp config.example.yaml config.yaml
# edit config.yaml with your API keys
python3 ghostprint.py --run-once
python3 ghostprint.py --install-cron

Cost

< $0.35/month at 3× daily across Anthropic + Z.ai.

Source

https://github.com/alarawms/ghostprint