Dash Cog

Data & APIs

AI dashboard and web app generation powered by CellCog. Interactive dashboards, KPI trackers, data visualization, charts, analytics apps, data explorers, calculators, games. Responsive HTML apps with real-time filters.

Install

openclaw skills install dash-cog

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:

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:

Inline data in prompt: Small datasets described directly
File upload: CSV, JSON, Excel files via SHOW_FILE
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

Prioritize key metrics: Don't cram everything. Lead with the 3-5 most important KPIs.
Describe the data: What columns exist? What do they mean? What time period?
Specify chart types: "Line chart for trends, bar chart for comparisons, pie for composition."
Include interactivity: "Filter by date range", "Click to drill down", "Hover for details."
Design direction: "Modern minimal", "Corporate professional", "Playful and colorful", specific color schemes.
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.