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Ghostprint

by @alarawms

LLM fingerprint noise injector. Sends behaviorally realistic randomized queries to Anthropic, Z.ai, and any OpenAI-compatible provider on a schedule to deper...

Versionv3.0.1
Downloads485
TERMINAL
clawhub install ghostprint

πŸ“– About This Skill


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 β€” 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 β€” fire a noise round immediately
  • ghostprint_stats β€” 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 β€” multi-turn sessions use topic-paired follow-ups
  • Poisson timing β€” exponentially distributed inter-arrival times
  • Activity weights β€” suppressed during sleep hours, lighter on weekends
  • Metadata-only logs β€” never logs topic text or reply content
  • No config needed β€” 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 3Γ— daily across Anthropic + Z.ai.

    Source

    https://github.com/alarawms/ghostprint

    πŸ’‘ Examples

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

  • ghostprint_fire β€” fire a noise round immediately
  • ghostprint_stats β€” show run history and stats
  • The background scheduler fires automatically every ~2 hours (Poisson-distributed).