{"id":"9051d6e9-e8b5-4bc6-af83-60751fd64ef4","entityType":"agent","slug":"clawhub-cellcog-dashboard-web-app-cellcog","name":"Dashboard","canonicalUrl":"https://www.xpersona.co/agent/clawhub-cellcog-dashboard-web-app-cellcog","canonicalPath":"/agent/clawhub-cellcog-dashboard-web-app-cellcog","generatedAt":"2026-10-09T13:23:11.904Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-09T03:43:38.512Z","emptyReason":null},"description":"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. Skill: Dashboard Owner: cellcog Summary: AI dashboard and web app generation powered by CellCog. Interactive dashboards, KPI trackers, data visualization, charts, analytics apps, data explorers, calculators, games. 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Interactive dashboards, KPI trackers, data visualization, charts, analytics apps, data explorers, calculators, games. Responsive HTML apps with real-time filters.\n\nTags: latest:1.0.17\n\nVersion history:\n\nv1.0.17 | 2026-08-24T02:02:28.248Z | user\n\nContent updated.\n\nv1.0.16 | 2026-08-24T01:47:06.644Z | user\n\nContent updated.\n\nv1.0.15 | 2026-08-03T06:07:15.343Z | user\n\nContent updated.\n\nv1.0.14 | 2026-08-02T22:04:06.768Z | user\n\nDisplay title updated.\n\nv1.0.13 | 2026-07-17T03:40:40.334Z | auto\n\n- Skill renamed from \"dash-cog\" to \"dashboard-web-app-cellcog\" for clearer identification.\n- Removed redundant skill-card.md file.\n- Skill documentation (SKILL.md) updated to use the new name throughout.\n- No changes to usage, features, or capabilities.\n\nv1.0.12 | 2026-04-23T06:18:45.473Z | auto\n\n- Added required environment variables and binaries (python3, CELLCOG_API_KEY) to OpenClaw metadata in SKILL.md for improved setup instructions and compatibility checks.\n\nv1.0.11 | 2026-04-14T17:32:04.349Z | auto\n\n- Updated SKILL.md description for greater clarity and conciseness.\n- Revised code samples to clarify usage for OpenClaw vs other agents.\n- Improved installation instructions, grouping and simplifying agent-specific setup steps.\n- Minor language and formatting tweaks for easier reading and usability.\n- No changes to core functionality—documentation improvements only.\n\nv1.0.10 | 2026-04-13T01:00:37.533Z | auto\n\n- Improved the SKILL.md documentation for clarity and conciseness.\n- Updated the usage example for Cursor, Claude Code, and other agents to explicitly import CellCogClient.\n- Expanded and clarified the feature description and skill capabilities in the description field.\n- No code or functionality changes; documentation update only.\n\nv1.0.9 | 2026-04-12T23:35:14.524Z | auto\n\n- Simplified and clarified usage instructions, highlighting prerequisites and installation steps for different environments.\n- Improved and condensed description for better readability.\n- Added a new \"If CellCog is not installed\" section with clear setup commands for different agent platforms.\n- Streamlined the \"How to Use\" section, focusing on core usage without extended explanations.\n- Removed some redundant setup details, making the document easier to follow for new users.\n\nv1.0.8 | 2026-04-08T05:57:49.387Z | auto\n\n- Expanded and clarified documentation in SKILL.md with detailed real-world dashboard examples, prompt templates, and feature descriptions.\n- Added sections for use cases: analytics dashboards, KPI trackers, data visualizations, data explorers, interactive apps, and games.\n- Documented supported dashboard features and data source options.\n- Provided chat mode guidance and sample prompts for common dashboard requests.\n- Included best-practice tips for building dashboards and specifying requirements.\n- Updated the description for improved clarity and keyword coverage.\n\nv1.0.7 | 2026-04-06T05:07:01.682Z | auto\n\n- Updated SKILL.md with a more concise description and overview.\n- Expanded capabilities to emphasize any interactive HTML application (including prototypes and diagrams).\n- Specified that output is a shareable, responsive HTML app.\n- Listed CellCog's internal libraries (Highcharts, D3.js, Tailwind CSS, Three.js).\n- Added \"Related Skills\" section for specialized use cases (games, prototypes, diagrams, data analysis).\n- Clarified recommended chat modes for different application complexities.\n\nv1.0.6 | 2026-04-03T01:43:15.458Z | auto\n\n- Added documentation for OpenClaw agent support with `notify_session_key` parameter in SDK usage examples\n- Clarified usage of \"fire-and-forget\" (OpenClaw) vs blocking agent calls\n- Streamlined SDK reference info to point users to the main `cellcog` skill for additional details\n- No functional or code changes—documentation improvement only\n\nv1.0.5 | 2026-04-03T00:07:40.004Z | auto\n\n- Updated SKILL.md with a simplified and clearer quick start example for using the skill.\n- Added instructions to see the cellcog mothership skill for complete SDK API and advanced usage details.\n- Improved introductory and setup sections for easier onboarding.\n- No functionality changes; this version only revises documentation for clarity and guidance.\n\nv1.0.4 | 2026-04-02T03:33:39.888Z | auto\n\n- Updated emoji in metadata from 📊 to 🖥️ for improved visual identity.\n- No other content changes; all instructions, usage examples, and feature descriptions remain unchanged.\n\nv1.0.3 | 2026-03-27T04:17:13.706Z | auto\n\n- Updated description to highlight real-time filters, calculators, and broader app functionality.\n- Added supported operating systems (darwin, linux, windows) to metadata.\n- Included a homepage link in metadata.\n- No changes to usage, prompts, or main features.\n\nv1.0.2 | 2026-02-11T01:40:30.022Z | user\n\n- Added author and dependencies fields to metadata for improved clarity and compatibility.\n- Updated CellCog skill requirement details for consistency in the prerequisites section.\n- No functional changes to code; documentation update only.\n\nv1.0.1 | 2026-02-05T05:50:30.187Z | user\n\n- Added skill metadata with an emoji for improved discoverability.\n- Updated SDK usage instructions for CellCog version 1.0+, including new code examples with `agent` chat mode.\n- Clarified chat mode selection: default to `\"agent\"` for most dashboards, reserve `\"agent team\"` for complex interactive apps and games.\n- Improved documentation for quick start, patterns, and when to use each agent mode.\n- Minor edits for clarity and focus; removed redundant references to session patterns.\n\nv1.0.0 | 2026-02-04T03:39:36.505Z | user\n\ndash-cog v1.0.0\n\n- Initial release: Build AI-powered interactive dashboards, analytics apps, data explorers, and games via CellCog.\n- Supports charts, KPI cards, filters, data tables, drill-down, responsive design, and dark/light themes.\n- Accepts data via inline prompt, file upload, or generated sample/mock data.\n- Provides example prompts for dashboards, data explorers, and web-based games.\n- Requires the CellCog skill for SDK setup and API integration.\n- Always uses agent team chat mode for building apps and dashboards.\n\nArchive index:\n\nArchive v1.0.17: 3 files, 4959 bytes\n\nFiles: skill-card.md (2155b), SKILL.md (7738b), _meta.json (145b)\n\nFile v1.0.17:SKILL.md\n\n---\nname: dashboard-web-app-cellcog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\n    requires:\n      bins: [python3]\n      env: [CELLCOG_API_KEY]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dashboard & Web App - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Choosing Mode & Tier\n\n**Use `chat_mode=\"creative\"` for dashboards and web apps** — the craft-first mode tuned for design taste, visual polish, and voice.\n\n| Scenario | Recommended |\n|----------|-------------|\n| Dashboards, KPI trackers, interactive apps | `chat_mode=\"creative\"` (default tier `\"core\"`) |\n| Maximum craft on high-stakes pieces | `chat_mode=\"creative\", chat_tier=\"max\"` |\n| Quick disposable drafts | `chat_mode=\"agent\"` (defaults to `\"flash\"`) |\n\nNote: `\"creative\"` has no `\"flash\"` tier. Agent Team (`chat_mode=\"team\"`) is reserved for deep research.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\n**Claude Code, Cursor, Codex + 70 more agents:** `npx skills add cellcog/skills --skill cellcog`\n**OpenClaw:** `openclaw skills install @cellcog/cellcog`\n**CellCog plugin users:** run `/cellcog-setup` (or `/cellcog:cellcog-setup` depending on your tool)\n**Manual setup:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.17:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.17\",\n  \"publishedAt\": 1787536948248\n}\n\nFile v1.0.17:skill-card.md\n\n## Description:\n\nAI 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.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[cellcog](https://clawhub.ai/user/cellcog)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers, analysts, and business teams use this skill to generate interactive dashboards, KPI trackers, data explorers, calculators, simple games, and responsive HTML web apps from prompts, inline data, or uploaded datasets.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Uploaded files or prompts may contain secrets, regulated personal data, or confidential business datasets.\n\nMitigation: Do not send sensitive data to CellCog unless organizational approval and data handling requirements are in place.\n\nRisk: The workflow depends on installing and using the CellCog package and service.\n\nMitigation: Install from the official CellCog source you trust, and consider pinning or reviewing package versions before use.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/cellcog/skills/dashboard-web-app-cellcog)\n- [CellCog Publisher Profile](https://clawhub.ai/user/cellcog)\n- [CellCog Homepage](https://cellcog.ai)\n\n## Skill Output:\n\n**Output Type(s):** [Guidance, Code, Files, Shell commands, Configuration]\n\n**Output Format:** [Markdown guidance with Python and shell code blocks; generated dashboard or web app artifacts may be returned through CellCog.]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Requires python3, the CellCog dependency, and CELLCOG_API_KEY; outputs may depend on prompt-supplied data or uploaded CSV, JSON, or Excel files.]\n\n## Skill Version(s):\n\n1.0.17 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v1.0.16: 3 files, 4921 bytes\n\nFiles: skill-card.md (2087b), SKILL.md (7721b), _meta.json (145b)\n\nFile v1.0.16:SKILL.md\n\n---\nname: dashboard-web-app-cellcog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\n    requires:\n      bins: [python3]\n      env: [CELLCOG_API_KEY]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dashboard & Web App - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Choosing Mode & Tier\n\n**Use `chat_mode=\"creative\"` for dashboards and web apps** — the craft-first mode tuned for design taste, visual polish, and voice.\n\n| Scenario | Recommended |\n|----------|-------------|\n| Dashboards, KPI trackers, interactive apps | `chat_mode=\"creative\"` (default tier `\"core\"`) |\n| Maximum craft on high-stakes pieces | `chat_mode=\"creative\", chat_tier=\"max\"` |\n| Quick disposable drafts | `chat_mode=\"agent\"` (defaults to `\"flash\"`) |\n\nNote: `\"creative\"` has no `\"flash\"` tier. Agent Team (`chat_mode=\"team\"`) is reserved for deep research.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\n**Claude Code, Cursor, Codex + 70 more agents:** `npx skills add cellcog/skills --skill cellcog`\n**OpenClaw:** `clawhub install cellcog`\n**CellCog plugin users:** run `/cellcog-setup` (or `/cellcog:cellcog-setup` depending on your tool)\n**Manual setup:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.16:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.16\",\n  \"publishedAt\": 1787536026644\n}\n\nFile v1.0.16:skill-card.md\n\n## Description:\n\nAI 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.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[cellcog](https://clawhub.ai/user/cellcog)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers and business users use this skill to guide agents in creating interactive dashboards, KPI trackers, data explorers, calculators, and simple web apps from prompts and supplied data.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Prompts or uploaded files may be sent to CellCog as an external AI service.\n\nMitigation: Do not upload confidential, personal, regulated, HR, salary, customer, financial, or internal business datasets unless authorized and the data has been minimized or sanitized.\n\nRisk: Generated dashboards or apps may present incorrect or misleading analytics if source data, formulas, or chart choices are wrong.\n\nMitigation: Review generated outputs, validate calculations against trusted sources, and scan the resulting app before deployment.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/cellcog/skills/dashboard-web-app-cellcog)\n- [CellCog homepage](https://cellcog.ai)\n- [CellCog publisher profile](https://clawhub.ai/user/cellcog)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown guidance with Python examples and installation commands]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [May guide an agent to create responsive HTML dashboards or apps using CellCog.]\n\n## Skill Version(s):\n\n1.0.16 (source: server release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v1.0.15: 3 files, 4808 bytes\n\nFiles: skill-card.md (1892b), SKILL.md (7768b), _meta.json (145b)\n\nFile v1.0.15:SKILL.md\n\n---\nname: dashboard-web-app-cellcog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\n    requires:\n      bins: [python3]\n      env: [CELLCOG_API_KEY]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dashboard & Web App - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\n**Claude Code, Cursor, Codex + 70 more agents:** `npx skills add cellcog/skills --skill cellcog`\n**OpenClaw:** `clawhub install cellcog`\n**CellCog plugin users:** run `/cellcog-setup` (or `/cellcog:cellcog-setup` depending on your tool)\n**Manual setup:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.15:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.15\",\n  \"publishedAt\": 1785737235343\n}\n\nFile v1.0.15:skill-card.md\n\n## Description: <br>\nGenerates interactive dashboards, KPI trackers, data visualizations, analytics apps, data explorers, calculators, games, and responsive HTML web apps using CellCog. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[cellcog](https://clawhub.ai/user/cellcog) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agents use this skill to ask CellCog to create interactive dashboards, KPI trackers, data explorers, charts, calculators, games, and responsive web apps from prompts or supplied data. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: The skill requires a CELLCOG_API_KEY and may send prompts or uploaded datasets to CellCog. <br>\nMitigation: Confirm the publisher is trusted and avoid uploading confidential business or personal datasets unless the CellCog account and data-handling terms allow it. <br>\n\n\n## Reference(s): <br>\n- [CellCog Homepage](https://cellcog.ai) <br>\n- [ClawHub Skill Page](https://clawhub.ai/cellcog/skills/dashboard-web-app-cellcog) <br>\n- [CellCog Publisher Profile](https://clawhub.ai/user/cellcog) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance] <br>\n**Output Format:** [Markdown guidance with Python examples and setup commands] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Requires python3, the cellcog dependency, and CELLCOG_API_KEY for CellCog API access.] <br>\n\n## Skill Version(s): <br>\n1.0.15 (source: server release evidence) <br>\n\n## Ethical Considerations: <br>\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment. <br>\n\nArchive v1.0.14: 3 files, 4865 bytes\n\nFiles: skill-card.md (2100b), SKILL.md (7693b), _meta.json (145b)\n\nFile v1.0.14:SKILL.md\n\n---\nname: dashboard-web-app-cellcog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\n    requires:\n      bins: [python3]\n      env: [CELLCOG_API_KEY]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dashboard & Web App - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\nRun `/cellcog-setup` (or `/cellcog:cellcog-setup` depending on your tool) to install and authenticate.\n**OpenClaw users:** Run `clawhub install cellcog` instead.\n**Manual setup:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.14:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.14\",\n  \"publishedAt\": 1785708246768\n}\n\nFile v1.0.14:skill-card.md\n\n## Description: <br>\nAI dashboard and web app generation powered by CellCog. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[cellcog](https://clawhub.ai/user/cellcog) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and analysts use this skill to generate interactive dashboards, KPI trackers, data visualizations, data explorers, calculators, simple games, and responsive web apps from prompts, inline data, uploaded files, or sample data. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: Prompts and uploaded files may be processed by CellCog, including datasets used to generate dashboards or web apps. <br>\nMitigation: Use mock, minimized, redacted, or anonymized data unless the user is authorized to share the dataset and accepts CellCog processing and retention terms. <br>\nRisk: The skill requires a CellCog API key in the CELLCOG_API_KEY environment variable. <br>\nMitigation: Store the key in the agent environment or approved secret store, avoid pasting it into prompts or generated files, and rotate it if exposure is suspected. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/cellcog/skills/dashboard-web-app-cellcog) <br>\n- [CellCog homepage](https://cellcog.ai) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance] <br>\n**Output Format:** [Markdown responses with code blocks, generated web app code, setup commands, and configuration guidance] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [May return instructions for generated files, dashboard behavior, filters, charts, and CellCog setup.] <br>\n\n## Skill Version(s): <br>\n1.0.14 (source: ClawHub release evidence) <br>\n\n## Ethical Considerations: <br>\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment. <br>\n\nArchive v1.0.13: 3 files, 4825 bytes\n\nFiles: skill-card.md (1951b), SKILL.md (7693b), _meta.json (145b)\n\nFile v1.0.13:SKILL.md\n\n---\nname: dashboard-web-app-cellcog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\n    requires:\n      bins: [python3]\n      env: [CELLCOG_API_KEY]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dashboard & Web App - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\nRun `/cellcog-setup` (or `/cellcog:cellcog-setup` depending on your tool) to install and authenticate.\n**OpenClaw users:** Run `clawhub install cellcog` instead.\n**Manual setup:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.13:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.13\",\n  \"publishedAt\": 1784259640334\n}\n\nFile v1.0.13:skill-card.md\n\n## Description: <br>\nAI dashboard and web app generation powered by CellCog, including interactive dashboards, KPI trackers, data visualizations, analytics apps, data explorers, calculators, games, and responsive HTML apps with real-time filters. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[nitishgargiitd](https://clawhub.ai/user/nitishgargiitd) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and business users use this skill to generate interactive dashboards, KPI trackers, data explorers, charts, and responsive web apps through CellCog. It supports prompts that include inline data, uploaded files, or generated sample data. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: Prompts and uploaded data may be sent to CellCog as an external AI service. <br>\nMitigation: Use mock or redacted data for demos, and upload confidential, customer, HR, financial, log, or regulated data only when authorized and aligned with CellCog data handling terms. <br>\n\n\n## Reference(s): <br>\n- [CellCog homepage](https://cellcog.ai) <br>\n- [ClawHub skill page](https://clawhub.ai/nitishgargiitd/skills/dashboard-web-app-cellcog) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [Code, Files, Markdown, Guidance] <br>\n**Output Format:** [Markdown responses with generated dashboard or web app code and files] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Requires python3 and CELLCOG_API_KEY; may use uploaded CSV, JSON, or Excel data when provided.] <br>\n\n## Skill Version(s): <br>\n1.0.13 (source: server release evidence) <br>\n\n## Ethical Considerations: <br>\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment. <br>\n\nArchive v1.0.12: 3 files, 4881 bytes\n\nFiles: skill-card.md (2194b), SKILL.md (7665b), _meta.json (145b)\n\nFile v1.0.12:SKILL.md\n\n---\nname: dash-cog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\n    requires:\n      bins: [python3]\n      env: [CELLCOG_API_KEY]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dash Cog - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\nRun `/cellcog-setup` (or `/cellcog:cellcog-setup` depending on your tool) to install and authenticate.\n**OpenClaw users:** Run `clawhub install cellcog` instead.\n**Manual setup:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.12:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.12\",\n  \"publishedAt\": 1776925125473\n}\n\nFile v1.0.12:skill-card.md\n\n## Description: <br>\nAI dashboard and web app generation powered by CellCog for interactive dashboards, KPI trackers, data visualizations, data explorers, calculators, games, and responsive HTML apps with real-time filters. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[nitishgargiitd](https://clawhub.ai/user/nitishgargiitd) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and data-focused teams use Dash Cog to ask CellCog to generate interactive dashboards, KPI trackers, data explorers, charts, calculators, games, and responsive web apps from prompts and supplied data. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: Dash Cog uses CellCog as an external service and requires CELLCOG_API_KEY. <br>\nMitigation: Protect the API key, approve CellCog for the intended data, and avoid sending secrets, credentials, regulated personal data, customer data, or sensitive logs unless that use is authorized. <br>\nRisk: Generated dashboards and web apps may contain incorrect analysis or behavior if the prompt, data, or generated output is not reviewed. <br>\nMitigation: Review generated artifacts and validate calculations, data handling, and interactive behavior before relying on the output. <br>\n\n\n## Reference(s): <br>\n- [Dash Cog on ClawHub](https://clawhub.ai/nitishgargiitd/skills/dash-cog) <br>\n- [CellCog](https://cellcog.ai) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [code, markdown, shell commands, configuration, guidance] <br>\n**Output Format:** [Markdown guidance with Python examples and generated web app artifacts from CellCog] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Requires python3, the cellcog dependency, and CELLCOG_API_KEY for CellCog API access.] <br>\n\n## Skill Version(s): <br>\n1.0.12 (source: server release evidence) <br>\n\n## Ethical Considerations: <br>\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment. <br>\n\nArchive v1.0.11: 2 files, 3697 bytes\n\nFiles: SKILL.md (7600b), _meta.json (145b)\n\nFile v1.0.11:SKILL.md\n\n---\nname: dash-cog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dash Cog - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\nRun `/cellcog-setup` (or `/cellcog:cellcog-setup` depending on your tool) to install and authenticate.\n**OpenClaw users:** Run `clawhub install cellcog` instead.\n**Manual setup:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.11:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.11\",\n  \"publishedAt\": 1776187924349\n}\n\nArchive v1.0.10: 2 files, 3690 bytes\n\nFiles: SKILL.md (7609b), _meta.json (145b)\n\nFile v1.0.10:SKILL.md\n\n---\nname: dash-cog\ndescription: \"Interactive dashboards and web apps powered by CellCog. Data visualization, analytics dashboards, KPI trackers, charts and graphs, interactive HTML apps, data explorers, calculators, games. Build web applications with AI. Real-time filters, responsive design.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dash Cog - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\n**Cursor / Claude Code / Other agents (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\n**Cursor:** Run `/cellcog-setup` to install and authenticate.\n**OpenClaw:** Run `clawhub install cellcog` for SDK setup.\n**Other agents:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.10:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.10\",\n  \"publishedAt\": 1776042037533\n}\n\nArchive v1.0.9: 2 files, 3627 bytes\n\nFiles: SKILL.md (7446b), _meta.json (144b)\n\nFile v1.0.9:SKILL.md\n\n---\nname: dash-cog\ndescription: \"Powered by CellCog. Interactive dashboards and web apps. Data visualization, analytics dashboards, KPI trackers, charts, interactive HTML apps, calculators, and games. Responsive design with real-time filters.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dash Cog - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\n**Cursor / Claude Code / Other agents (blocks until done):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\n---\n\n## If CellCog is not installed\n\n**Cursor:** Run `/cellcog-setup` to install and authenticate.\n**OpenClaw:** Run `clawhub install cellcog` for SDK setup.\n**Other agents:** `pip install -U cellcog` and set `CELLCOG_API_KEY`. See the **cellcog** skill for SDK reference.\n\nFile v1.0.9:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.9\",\n  \"publishedAt\": 1776036914524\n}\n\nArchive v1.0.8: 2 files, 3600 bytes\n\nFiles: SKILL.md (7447b), _meta.json (144b)\n\nFile v1.0.8:SKILL.md\n\n---\nname: dash-cog\ndescription: \"Interactive dashboards and web apps powered by CellCog. Data visualization, analytics dashboards, KPI trackers, charts and graphs, interactive HTML apps, data explorers, calculators, games. Build web applications with AI. Real-time filters, responsive design.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n\n# Dash Cog - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n---\n\n## Prerequisites\n\nThis skill requires the `cellcog` skill for SDK setup and API calls.\n\n```bash\nclawhub install cellcog\n```\n\n**Read the cellcog skill first** for SDK setup. This skill shows you what's possible.\n\n**OpenClaw agents (fire-and-forget — recommended for long tasks):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",  # OpenClaw only\n    task_label=\"my-task\",\n    chat_mode=\"agent\",  # See cellcog skill for all modes\n)\n```\n\n**All other agents (blocks until done):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\n```\n\nSee the **cellcog** mothership skill for complete SDK API reference — delivery modes, timeouts, file handling, and more.\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build an interactive tool to explore survey responses with cross-tabulation\"\n- **Log Analyzer**: \"Create a log exploration tool with search, filtering, and pattern detection\"\n\n### Interactive Apps\n\nWeb applications beyond dashboards:\n\n- **Calculators**: \"Build an interactive ROI calculator with adjustable inputs and visual output\"\n- **Configurators**: \"Create a product configurator that shows pricing based on selected options\"\n- **Quizzes**: \"Build an interactive quiz app with scoring and result explanations\"\n- **Timelines**: \"Create an interactive timeline of company milestones\"\n\n### Games\n\nSimple web-based games:\n\n- **Puzzle Games**: \"Create a word puzzle game like Wordle\"\n- **Memory Games**: \"Build a memory matching card game\"\n- **Trivia**: \"Create a trivia game about [topic] with scoring\"\n- **Arcade Style**: \"Build a simple space invaders style game\"\n\n---\n\n## Dashboard Features\n\nCellCog dashboards can include:\n\n| Feature | Description |\n|---------|-------------|\n| **Interactive Charts** | Line, bar, pie, scatter, area, heatmaps, treemaps, and more |\n| **Filters** | Date ranges, dropdowns, search, multi-select |\n| **KPI Cards** | Key metrics with trends and comparisons |\n| **Data Tables** | Sortable, searchable, paginated tables |\n| **Drill-Down** | Click to explore deeper levels of data |\n| **Responsive Design** | Works on desktop, tablet, and mobile |\n| **Dark/Light Themes** | Automatic theme support |\n\n---\n\n## Data Sources\n\nYou can provide data via:\n\n1. **Inline data in prompt**: Small datasets described directly\n2. **File upload**: CSV, JSON, Excel files via SHOW_FILE\n3. **Sample/mock data**: \"Generate realistic sample data for a SaaS company\"\n\n---\n\n## Chat Mode for Dashboards\n\nChoose based on complexity:\n\n| Scenario | Recommended Mode |\n|----------|------------------|\n| Standard dashboards, KPI trackers, data visualizations, charts | `\"agent\"` |\n| Complex interactive apps, games, novel data explorers | `\"agent team\"` |\n\n**Default to `\"agent\"`** for most dashboard requests. CellCog's agent mode handles charts, tables, filters, and interactivity efficiently.\n\nReserve `\"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.\n\n---\n\n## Example Dashboard Prompts\n\n**Sales analytics dashboard:**\n> \"Create an interactive sales analytics dashboard with:\n> - KPI cards: Total Revenue, Orders, Average Order Value, Growth Rate\n> - Line chart: Monthly revenue trend (last 12 months)\n> - Bar chart: Revenue by product category\n> - Pie chart: Sales by region\n> - Data table: Top 10 products by revenue\n> \n> Include date range filter. Use this data: [upload CSV or describe data]\n> Modern, professional design with blue color scheme.\"\n\n**Startup metrics dashboard:**\n> \"Build a SaaS metrics dashboard for a startup showing:\n> - MRR and growth rate\n> - Customer acquisition funnel (visitors → signups → trials → paid)\n> - Churn rate trend\n> - LTV:CAC ratio\n> - Revenue by plan tier\n> \n> Generate realistic sample data for a B2B SaaS company growing from $10K to $100K MRR over 12 months.\"\n\n**Interactive data explorer:**\n> \"Create an interactive explorer for this employee dataset [upload CSV]. Include:\n> - Searchable, sortable data table\n> - Filters for department, location, tenure\n> - Charts: headcount by department, salary distribution, tenure histogram\n> - Summary statistics panel\n> \n> Allow users to download filtered data as CSV.\"\n\n**Simple game:**\n> \"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.\"\n\n---\n\n## Tips for Better Dashboards\n\n1. **Prioritize key metrics**: Don't cram everything. Lead with the 3-5 most important KPIs.\n\n2. **Describe the data**: What columns exist? What do they mean? What time period?\n\n3. **Specify chart types**: \"Line chart for trends, bar chart for comparisons, pie for composition.\"\n\n4. **Include interactivity**: \"Filter by date range\", \"Click to drill down\", \"Hover for details.\"\n\n5. **Design direction**: \"Modern minimal\", \"Corporate professional\", \"Playful and colorful\", specific color schemes.\n\n6. **Responsive needs**: \"Desktop only\" vs \"Must work on mobile.\"\n\nFile v1.0.8:_meta.json\n\n{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.8\",\n  \"publishedAt\": 1775627869387\n}","readmeExcerpt":"Skill: Dashboard Owner: cellcog Summary: 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. Tags: latest:1.0.17 Version history: v1.0.17 | 2026-08-24T02:02:28.248Z | user Content updated. v1.0.16 | 2026-08-24T01:47:06.644Z | user Content updated. v1.0.","codeSnippets":[],"executableExamples":[{"language":"python","snippet":"result = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)"},{"language":"python","snippet":"from cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\nprint(result[\"message\"])"},{"language":"python","snippet":"result = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)"},{"language":"python","snippet":"from cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\nprint(result[\"message\"])"},{"language":"python","snippet":"result = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)"},{"language":"python","snippet":"from cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"agent\",\n)\nprint(result[\"message\"])"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: dashboard-web-app-cellcog\ndescription: \"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.\"\nmetadata:\n  openclaw:\n    emoji: \"🖥️\"\n    os: [darwin, linux, windows]\n    requires:\n      bins: [python3]\n      env: [CELLCOG_API_KEY]\nauthor: CellCog\nhomepage: https://cellcog.ai\ndependencies: [cellcog]\n---\n# Dashboard & Web App - Interactive Dashboards & Apps Powered by CellCog\n\nBuild interactive dashboards, data visualizations, and web apps with AI.\n\n## How to Use\n\nFor your first CellCog task in a session, read the **cellcog** skill for the full SDK reference — file handling, chat modes, timeouts, and more.\n\n**OpenClaw (fire-and-forget):**\n```python\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    notify_session_key=\"agent:main:main\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\n```\n\n**All agents except OpenClaw (blocks until done):**\n```python\nfrom cellcog import CellCogClient\nclient = CellCogClient(agent_provider=\"openclaw|cursor|claude-code|codex|...\")\nresult = client.create_chat(\n    prompt=\"[your task prompt]\",\n    task_label=\"my-task\",\n    chat_mode=\"creative\",\n)\nprint(result[\"message\"])\n```\n\n\n---\n\n## What You Can Build\n\n### Analytics Dashboards\n\nInteractive dashboards for data analysis:\n\n- **Sales Dashboard**: \"Create an interactive sales analytics dashboard with revenue trends, top products, regional breakdown, and monthly comparisons\"\n- **Marketing Dashboard**: \"Build a marketing performance dashboard showing campaign ROI, channel attribution, and conversion funnels\"\n- **Financial Dashboard**: \"Create a financial overview dashboard with P&L, cash flow, and key financial ratios\"\n- **HR Dashboard**: \"Build an employee analytics dashboard with headcount trends, attrition, and department breakdowns\"\n\n### KPI Trackers\n\nMonitor key performance indicators:\n\n- **Business KPIs**: \"Create a KPI tracker showing MRR, churn rate, CAC, LTV, and growth metrics\"\n- **Project KPIs**: \"Build a project health dashboard with timeline, budget, resource allocation, and risk indicators\"\n- **SaaS Metrics**: \"Create a SaaS metrics dashboard with activation, retention, and expansion revenue\"\n\n### Data Visualizations\n\nInteractive charts and graphs:\n\n- **Time Series**: \"Visualize stock price history with interactive zoom and technical indicators\"\n- **Comparisons**: \"Create an interactive bar chart comparing market share across competitors\"\n- **Geographic**: \"Build a map visualization showing sales by region with drill-down\"\n- **Hierarchical**: \"Create a treemap showing budget allocation across departments\"\n- **Network**: \"Visualize relationship data as an interactive network graph\"\n\n### Data Explorers\n\nTools for exploring datasets:\n\n- **Dataset Explorer**: \"Create an interactive explorer for this CSV data with filtering, sorting, and charts\"\n- **Survey Results**: \"Build "},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn7a96cj9q65e0bhmzahv790en80ffqm\",\n  \"slug\": \"dashboard-web-app-cellcog\",\n  \"version\": \"1.0.17\",\n  \"publishedAt\": 1787536948248\n}"},{"path":"skill-card.md","content":"## Description:\n\nAI 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.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[cellcog](https://clawhub.ai/user/cellcog)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers, analysts, and business teams use this skill to generate interactive dashboards, KPI trackers, data explorers, calculators, simple games, and responsive HTML web apps from prompts, inline data, or uploaded datasets.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Uploaded files or prompts may contain secrets, regulated personal data, or confidential business datasets.\n\nMitigation: Do not send sensitive data to CellCog unless organizational approval and data handling requirements are in place.\n\nRisk: The workflow depends on installing and using the CellCog package and service.\n\nMitigation: Install from the official CellCog source you trust, and consider pinning or reviewing package versions before use.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/cellcog/skills/dashboard-web-app-cellcog)\n- [CellCog Publisher Profile](https://clawhub.ai/user/cellcog)\n- [CellCog Homepage](https://cellcog.ai)\n\n## Skill Output:\n\n**Output Type(s):** [Guidance, Code, Files, Shell commands, Configuration]\n\n**Output Format:** [Markdown guidance with Python and shell code blocks; generated dashboard or web app artifacts may be returned through CellCog.]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Requires python3, the CellCog dependency, and CELLCOG_API_KEY; outputs may depend on prompt-supplied data or uploaded CSV, JSON, or Excel files.]\n\n## Skill Version(s):\n\n1.0.17 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment."}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"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. Skill: Dashboard Owner: cellcog Summary: 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. 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