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Skills ghostprint

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.

install
source · Clone the upstream repo
git clone https://github.com/openclaw/skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/alarawms/ghostprint" ~/.claude/skills/openclaw-skills-ghostprint && rm -rf "$T"
OpenClaw · Install into ~/.openclaw/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/alarawms/ghostprint" ~/.openclaw/skills/openclaw-skills-ghostprint && rm -rf "$T"
manifest: skills/alarawms/ghostprint/SKILL.md
tags
#privacy#security#automation#llm#noise#anonymization
source content

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