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finance-ux-observer

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.

dflam10 source installs☆ 0 Repository stars

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install dflam1/finance-ethnographer

Inspect the source and compatibility requirements, then follow its installation steps.

Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.

View source ↗Guides

Skill instructions

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...

Source information

Source
github
Repository
openclaw/skills
Path
skills/dflam1/finance-ethnographer
Version
—
Commit
2eae006ce881c8790b44c3704f6456f627f8682b
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
## 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...

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