PrivacyTrace

Data for measuring personal-attribute inference from tool-using agents.

Code · Project page

The main benchmark contains 1,000 synthetic profiles with 17 attributes, 4,000 tasks and Agent trajectories across four domains, and 67,950 recorded tool events from 25 MCP servers.

Files

Archive	Contents
privacytrace-profiles-scenarios.tar.gz	Profiles, construction records, and task scenarios
privacytrace-trajectories.jsonl.gz	Complete Agent trajectories
privacytrace-evaluations.tar.gz	Attack predictions, semantic judgments, and experiment results

Profiles are synthetic. Tool responses come from public MCP services. Credentials and local infrastructure details have been removed.

Download

Request access on this dataset page. Downloads require manual approval by the authors. Once your request is approved:

hf auth login
python scripts/download_data.py

Run the Python command from the code repository. It restores the files under artifacts/ for use with the generation and evaluation scripts.

License: to be specified.