dash-cog（破折号齿轮）

Dash Cog - Interactive Dashboards & Apps Powered by CellCog

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

How to Use

For your first CellCog task in a session, read the cellcog skill for the full SDK reference — file handling, chat modes, timeouts, and more.

OpenClaw (fire-and-forget):

result = client.create_chat(
    prompt="[your task prompt]",
    notify_session_key="agent:main:main",
    task_label="my-task",
    chat_mode="agent",
)

All agents except OpenClaw (blocks until done):

from cellcog import CellCogClient
client = CellCogClient(agent_provider="openclaw|cursor|claude-code|codex|...")
result = client.create_chat(
    prompt="[your task prompt]",
    task_label="my-task",
    chat_mode="agent",
)
print(result["message"])

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:

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:

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.

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

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

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

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

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

If CellCog is not installed

Run /cellcog-setup (or /cellcog:cellcog-setup depending on your tool) to install and authenticate. OpenClaw users: Run clawhub install cellcog instead. Manual setup: pip install -U cellcog and set CELLCOG_API_KEY. See the cellcog skill for SDK reference.