| What it does | Point-and-click visual website feedback for AI coding agents
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| Stage | Startup
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| Founded | 2026
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| Based in | Not given
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| Pricing model | Freemium
| Free
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| Pricing | Free: $0, always free with 1 project and 50 annotations per month. Pro: $7/seat/month (introductory pricing, regular price shown struck through) with unlimited projects and annotations, 500 AI credits/month, and 14-day free trial. Business: $15/seat/month (introductory pricing) with unlimited seats,
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| Key features | - Point-and-click and region capture
- Live element inspector with CSS selectors and React/Vue components
- Structured DOM context with XPath and computed styles
- Runtime diagnostics: console errors and network requests
- Native MCP server for AI agent integration
- One-click GitHub issues with Copilot auto-assignment
- AI Diagnosis of root causes and fixes
- Read-only share links with privacy protection
- Markdown, AI prompt and JSON export formats
- Works on any framework with Shadow DOM isolation
| - 39 scientific models across mathematics, physics, chemistry, engineering, life sciences, economics and geospatial analysis
- 3,438 capabilities with worked examples and formulas
- Desktop app for Windows and Linux
- Command-line interface for scripts and terminal
- In-browser calculator on every model page
- Python packages via pip
- SpaceBuild for space system design with 146 products
- MachineBuild for engineering and mechanical design with 1,042 products
- Capability orb visualization of all 3,438 capabilities
- No internet or account required
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| What makes it different | - Captures exact element selectors and DOM context instead of just screenshots
- Native MCP server allows agents to read feedback directly without copy-paste
- Privacy-first: metadata only, no request bodies, query strings stripped
- AI diagnosis suggests root causes, fixes and source files
| - Runs completely offline with no data sent anywhere
- Shows all working and formulas for every calculation
- No sign-up required or accounts needed
- Available as desktop app, CLI, browser, and Python package
- Models improve themselves through local research
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 34 ▲ +1 (up) since last check | Not checked yet ● no change since last check |
| Trust Flow (Majestic) | 9 | 0 |
| Citation Flow (Majestic) | 32 | 0 |
| Referring domains (Majestic) | 81 | 0 |