dash-cog skill

---
name: dash-cog
description: Interactive dashboards and apps powered by CellCog. Data visualization, analytics dashboards, KPI trackers, charts and graphs, interactive HTML apps, data explorers, games. Build web apps with AI.
metadata:
  openclaw:
    emoji: "📊"
author: CellCog
dependencies: [cellcog]
---

# Dash Cog - Interactive Dashboards & Apps Powered by CellCog

Build interactive dashboards, data visualizations, and web apps with AI.

---

## Prerequisites

This skill requires the `cellcog` skill for SDK setup and API calls.

```bash
clawhub install cellcog
```

**Read the cellcog skill first** for SDK setup. This skill shows you what's possible.

**Quick pattern (v1.0+):**
```python
# Fire-and-forget - returns immediately
result = client.create_chat(
    prompt="[your dashboard/app request]",
    notify_session_key="agent:main:main",
    task_label="dashboard-task",
    chat_mode="agent"  # Agent mode handles most dashboards well
)
# Daemon notifies you when complete - do NOT poll
```

---

## What You Can Build

### Analytics Dashboards

Interactive dashboards for data analysis:

- **Sales Dashboard**: "Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons"
- **Marketing Dashboard**: "Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels"
- **Financial Dashboard**: "Create a financial overview dashboard with P&L, cash flow, and key financial ratios"
- **HR Dashboard**: "Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns"

### KPI Trackers

Monitor key performance indicators:

- **Business KPIs**: "Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics"
- **Project KPIs**: "Build a project health dashboard with timeline, budget, resource allocation, and risk indicators"
- **SaaS Metrics**: "Create a SaaS metrics dashboard with activation, retention, and expansion revenue"

### Data Visualizations

Interactive charts and graphs:

- **Time Series**: "Visualize stock price history with interactive zoom and technical indicators"
- **Comparisons**: "Create an interactive bar chart comparing market share across competitors"
- **Geographic**: "Build a map visualization showing sales by region with drill-down"
- **Hierarchical**: "Create a treemap showing budget allocation across departments"
- **Network**: "Visualize relationship data as an interactive network graph"

### Data Explorers

Tools for exploring datasets:

- **Dataset Explorer**: "Create an interactive explorer for this CSV data with filtering, sorting, and charts"
- **Survey Results**: "Build an interactive tool to explore survey responses with cross-tabulation"
- **Log Analyzer**: "Create a log exploration tool with search, filtering, and pattern detection"

### Interactive Apps

Web applications beyond dashboards:

- **Calculators**: "Build an interactive ROI calculator with adjustable inputs and visual output"
- **Configurators**: "Create a product configurator that shows pricing based on selected options"
- **Quizzes**: "Build an interactive quiz app with scoring and result explanations"
- **Timelines**: "Create an interactive timeline of company milestones"

### Games

Simple web-based games:

- **Puzzle Games**: "Create a word puzzle game like Wordle"
- **Memory Games**: "Build a memory matching card game"
- **Trivia**: "Create a trivia game about [topic] with scoring"
- **Arcade Style**: "Build a simple space invaders style game"

---

## Dashboard Features

CellCog dashboards can include:

| Feature | Description |
|---------|-------------|
| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |
| **Filters** | Date ranges, dropdowns, search, multi-select |
| **KPI Cards** | Key metrics with trends and comparisons |
| **Data Tables** | Sortable, searchable, paginated tables |
| **Drill-Down** | Click to explore deeper levels of data |
| **Responsive Design** | Works on desktop, tablet, and mobile |
| **Dark/Light Themes** | Automatic theme support |

---

## Data Sources

You can provide data via:

1. **Inline data in prompt**: Small datasets described directly
2. **File upload**: CSV, JSON, Excel files via SHOW_FILE
3. **Sample/mock data**: "Generate realistic sample data for a SaaS company"

---

## Chat Mode for Dashboards

Choose based on complexity:

| Scenario | Recommended Mode |
|----------|------------------|
| Standard dashboards, KPI trackers, data visualizations, charts | `"agent"` |
| Complex interactive apps, games, novel data explorers | `"agent team"` |

**Default to `"agent"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.

Reserve `"agent team"` for truly complex applications requiring significant design thinking—like building a novel game mechanic or a highly customized analytical tool with multiple interconnected features.

---

## Example Dashboard Prompts

**Sales analytics dashboard:**
> "Create an interactive sales analytics dashboard with:
> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate
> - Line chart: Monthly revenue trend (last 12 months)
> - Bar chart: Revenue by product category
> - Pie chart: Sales by region
> - Data table: Top 10 products by revenue
> 
> Include date range filter. Use this data: [upload CSV or describe data]
> Modern, professional design with blue color scheme."

**Startup metrics dashboard:**
> "Build a SaaS metrics dashboard for a startup showing:
> - MRR and growth rate
> - Customer acquisition funnel (visitors → signups → trials → paid)
> - Churn rate trend
> - LTV:CAC ratio
> - Revenue by plan tier
> 
> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months."

**Interactive data explorer:**
> "Create an interactive explorer for this employee dataset [upload CSV]. Include:
> - Searchable, sortable data table
> - Filters for department, location, tenure
> - Charts: headcount by department, salary distribution, tenure histogram
> - Summary statistics panel
> 
> Allow users to download filtered data as CSV."

**Simple game:**
> "Create a Wordle-style word guessing game. 5-letter words, 6 attempts, color feedback (green = correct position, yellow = wrong position, gray = not in word). Include keyboard, game statistics, and share results feature. Clean, modern design."

---

## Tips for Better Dashboards

1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.

2. **Describe the data**: What columns exist? What do they mean? What time period?

3. **Specify chart types**: "Line chart for trends, bar chart for comparisons, pie for composition."

4. **Include interactivity**: "Filter by date range", "Click to drill down", "Hover for details."

5. **Design direction**: "Modern minimal", "Corporate professional", "Playful and colorful", specific color schemes.

6. **Responsive needs**: "Desktop only" vs "Must work on mobile."