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ralph-starter
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. ralph-starter just got measured.
8/10 means ralph-starter is well-positioned for AI search. The full breakdown below shows where you are still leaving points on the table.
About ralph-starter
AI-powered autonomous coding from specs to production. Connect Figma, GitHub, Linear, and Notion to run AI coding loops with visual validation.
Key Topics
Details
Category: Technology
ralphstarter.aiAI Visibility Breakdown
9
Structured Data
9
Content Structure
6
Entity Clarity
3
E-E-A-T Signals
10
Technical AEO
9
AI Discoverability
Frequently Asked Questions
What is ralph-starter?
ralph-starter is a CLI tool that runs autonomous AI coding loops. Give it a task or specification, and it will build production-ready code automatically using Claude Code or other AI coding agents.
Is ralph-starter free?
ralph-starter is open source and free to use. Costs come from the AI agent you choose — typically $0.10 to $1.00 per feature depending on complexity and model.
Can ralph-starter convert Figma designs to code?
Yes. ralph-starter has a dedicated Figma wizard (ralph-starter figma) that converts Figma designs to production-ready code with three-layer visual validation achieving 98%+ pixel match accuracy.
Which AI coding agents does ralph-starter support?
ralph-starter supports Claude Code, Cursor, OpenAI Codex, Gemini CLI, GitHub Copilot, OpenCode, Amp, and Openclaw. It auto-detects which agents are installed and lets you choose the model.
What integrations does ralph-starter support?
ralph-starter integrates with Figma (design specs and visual validation), GitHub (issues and PRs), Linear (tickets and projects), and Notion (pages and databases). It can also read from URLs, PDFs, and local files.
Do I need to be a developer to use ralph-starter?
No. ralph-starter includes an interactive wizard that guides anyone through creating projects. Just run ralph-starter with no arguments and follow the prompts.
Is this your brand?
Claim free. You'll see:
Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on May 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ralphstarter-ai
Cite this score: Engagemii (2026). "AEO Score for ralph-starter." Retrieved from https://engagemii.com/aeo/brands/ralphstarter-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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