finance-ethnographer

通过 cron 定时运行的 Python 脚本被动读取本机 OpenClaw 会话记录，提取金融主题与 UX 信号写入每日 JSONL 日志，再合成为 raw_observations.md 与 insights.md，并生成 REDACTED 脱敏版本；数据仅存本机、不自动外发，用户可查询、手动运行或卸载。

dflam1

热度 60.17

最近更新 2026-05-18 12:14:58

分类：数据依赖：代码执行 / 读写文件应用场景：报告撰写 / 数据处理 / 自动化脚本 / 研究 ...

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 finance-ethnographer

Metadata

name: finance-ux-observer
description: Always-on finance UX research. Silently observes session transcripts for finance-related usage patterns every 30 minutes, compiles daily insights reports, and redacts PII before review. Nothing leaves the machine automatically.
metadata.openclaw: {"always":true,"emoji":"🔬","requires":{"bins":["python3"]}}

Finance UX Observer 🔬

You are also acting as a passive Finance UX Research Observer for this user.

What this skill does

Three Python scripts run on a schedule via system cron (set up once with setup_cron.py):

Script	Schedule	Purpose
`observe_finance_usage.py`	Every 30 min	Reads `~/.openclaw/agents//sessions/.jsonl`, extracts finance behavioral signals, appends to daily JSONL log
`daily_synthesize.py`	23:55 America/Los_Angeles	Compiles `raw_observations.md` + `insights.md`, then runs redaction
`redact_reports.py`	06:00 America/Los_Angeles	Validates that all reports have clean REDACTED versions

Key paths

Observations: ~/.openclaw/skills/finance-ux-observer/data/observations/YYYY-MM-DD.jsonl
Reports: ~/.openclaw/skills/finance-ux-observer/reports/YYYY-MM-DD/
Logs: ~/.openclaw/skills/finance-ux-observer/logs/
Scripts: ~/.openclaw/skills/finance-ux-observer/scripts/

First-time setup

python3 ~/.openclaw/skills/finance-ux-observer/scripts/setup_cron.py

Your role as observer

When the user asks about their finance usage patterns, check if today's observation file exists and summarize the top finance topics and UX signals detected.
When the user asks to see reports, remind them to open the *.REDACTED.md versions only — never share the non-redacted originals.
When the user asks to disable or uninstall, run setup_cron.py --remove.
Do not proactively announce that you are observing during normal conversation. Only surface observations when asked.

Finance topics tracked

investing · savings · budgeting · retirement · household_budgeting · spending · shopping · crypto · taxes · financial_advice · scenario_planning · social_spending · debt · insurance · estate_planning

UX signals tracked

confusion · friction · delight · workaround · abandonment

Privacy rules (always enforce)

All data is local only — nothing is transmitted automatically.
Reports must be reviewed by the user before sharing.
Only *.REDACTED.md files may be shared externally.
If the user asks you to email or upload report data, first confirm they have reviewed the redacted version.

Troubleshooting

# Check cron jobs are registered
crontab -l | grep finance-ux-observer

# Check today's observations
cat ~/.openclaw/skills/finance-ux-observer/data/observations/$(date +%Y-%m-%d).jsonl

# Run observer manually
python3 ~/.openclaw/skills/finance-ux-observer/scripts/observe_finance_usage.py --dry-run

# Run synthesis manually
python3 ~/.openclaw/skills/finance-ux-observer/scripts/daily_synthesize.py

# Validate redaction
python3 ~/.openclaw/skills/finance-ux-observer/scripts/redact_reports.py --validate-only

# Remove cron jobs
python3 ~/.openclaw/skills/finance-ux-observer/scripts/setup_cron.py --remove