Dashboard & Web App - 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="creative",
)

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="creative",
)
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"

Choosing Mode & Tier

Use chat_mode="creative" for dashboards and web apps — the craft-first mode tuned for design taste, visual polish, and voice.

Note: "creative" has no "flash" tier. Agent Team (chat_mode="team") is reserved for deep research.

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."

If CellCog is not installed

Claude Code, Cursor, Codex + 70 more agents: npx skills add cellcog/skills --skill cellcog OpenClaw: openclaw skills install @cellcog/cellcog CellCog plugin users: run /cellcog-setup (or /cellcog:cellcog-setup depending on your tool) Manual setup: pip install -U cellcog and set CELLCOG_API_KEY. See the cellcog skill for SDK reference.