AI Friendliness
CBrowser's AI-Friendliness suite helps you make your website ready for AI agents. Your site needs to work for both humans and machines.
Why AI-Friendliness Matters
AI agents are now browsing the web:
- Retrieval agents extract product info, prices, and content
- Task agents fill forms, complete checkouts, book appointments
- Conversational agents answer questions using your site data
- Crawl agents index and understand your content
Sites that work well for AI agents see:
- Higher visibility in AI-powered search
- Better integration with AI assistants
- Less support load as AI handles common tasks
The Four Pillars
| Pillar | Weight | What It Measures |
|---|---|---|
| Findability | 35% | Can agents locate elements by intent? (ARIA labels, data-testid, semantic HTML) |
| Stability | 30% | Will selectors survive DOM changes? (Stable IDs, no dynamic classes) |
| Accessibility | 20% | ARIA labels, semantic HTML, keyboard navigation |
| Semantics | 15% | JSON-LD, llms.txt, heading hierarchy, meaningful labels |
Tools
Tool-Agent-Ready-Audit
Score your site's AI-friendliness (A-F grade) with 17 detection functions.
npx cbrowser agent-ready-audit "https://example.com"
Tool-AI-Benchmark
Compare AI-friendliness across competitor sites.
npx cbrowser ai-benchmark "https://yoursite.com" "https://competitor.com"
Tool-Remediation
Get code patches to fix AI-unfriendly patterns.
npx cbrowser remediation-patches "https://example.com"
Tool-Llms-Txt
Generate, validate, and diff llms.txt files.
npx cbrowser llms-txt generate "https://example.com"
npx cbrowser llms-txt validate "https://example.com"
MCP Tools
| Tool | Description |
|---|---|
agent_ready_audit |
Audit site for AI-agent friendliness |
ai_benchmark |
Compare AI-friendliness across sites |
remediation_patches |
Generate code patches for issues |
llms_txt_generate |
Generate llms.txt from site content |
llms_txt_validate |
Validate existing llms.txt |
llms_txt_diff |
Compare llms.txt versions |
structured_data_suggest |
Suggest JSON-LD improvements |
Grading Scale
| Grade | Score | Meaning |
|---|---|---|
| A | 90-100 | Excellent - AI agents work seamlessly |
| B | 80-89 | Good - Minor improvements possible |
| C | 70-79 | Fair - Some friction for AI agents |
| D | 60-69 | Poor - Significant barriers |
| F | 0-59 | Failing - Major overhaul needed |
Web Documentation
For full guides with interactive examples, visit:
- AI-Friendliness Hub - Complete overview
- Agent-Ready Audit - Detection functions & scoring
- llms.txt Ecosystem - Machine-readable instructions
- AI Benchmark - Competitive analysis
- Remediation Engine - Fix patterns
Related
- UX-Analysis-Suite - UX analysis features
- Tool-Empathy-Audit - Accessibility testing
- Constitutional-Safety - Safe AI automation
Copyright: (c) 2026 Alexa Eden.
License: MIT License
Contact: [email protected]