{"slug":"pf-ethnographer","source_name":"pf-ethnographer","name":"Pf Ethnographer","description":"Privacy-first UX research ethnographer for OpenClaw with a personal-finance lens. Auto-invoked to observe and log structured behavioral events (no inference). Compiles sanitized Observed Behavior and Interpretation reports 3x/day (09:00/13:00/17:00 America/Los_Angeles) and presents them for participant review before any sharing. All PII/sensitive scrubbing is exclusively delegated to the Sanitizer subagent — never handled by the Ethnographer.","version":1,"lift":{"pass_rate_delta_pts":72.73,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":322.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-07-27T10:29:38.277848+00:00"},"skill_score":0.7273,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":72.73,"with_pass_pct":72.7,"without_pass_pct":0,"tokens_delta_pct":322.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-07-27T10:29:38.277848+00:00","run_id":"df20f6dd-9095-4cbf-b4c0-1cb68048890b","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":null,"content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"55c9f7f8f607d08aca44a1a1b3b115a55dac3a64124c52cc3ba5034f2e37ef9a","raw_url":"https://app.decimal.ai/s/pf-ethnographer/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/pf-ethnographer"}