dash-cog

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. Use when this capability is needed.
metadata	{"author":"demerzels-lab"}

Dash Cog - Interactive Dashboards & Apps Powered by CellCog

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

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Prerequisites

This skill requires the CellCog mothership skill for SDK setup and API calls.

clawhub install cellcog

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

Quick pattern (v1.0+):

# 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

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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"

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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

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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"

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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.

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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."

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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."

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