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):** ```python 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):** ```python 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: 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." --- ## 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.