hanselhansel/aeo-cli

Overview

A CLI tool that audits websites for LLM readiness by checking robots.txt, llms.txt, Schema.org, and content density. This tool scores each audit from 0 to 100 and includes an MCP server for extensibility. It is installable via pip as context-cli.

Best for

Best for
Developers who need a quick, actionable assessment of a website's optimization for LLM crawlers

Use cases

• Auditing website compatibility with LLM crawlers
• Verifying Schema.org markup for structured data
• Checking robots.txt and llms.txt for proper directives

Notes

A CLI tool that audits websites for LLM readiness by checking robots.txt, llms.txt, Schema.org, and content density. This tool scores each audit from 0 to 100 and includes an MCP server for extensibility. It is installable via pip as context-cli.

3 stars on GitHub. Last updated 2026-03-17. Licensed MIT.

Use cases

• Auditing website compatibility with LLM crawlers
• Verifying Schema.org markup for structured data
• Checking robots.txt and llms.txt for proper directives

Pros

• Provides a specific, quantifiable score for LLM readiness
• Includes an MCP server for integration into larger workflows
• Simple pip install and command-line usage

Cons

• Low community adoption (3 GitHub stars) may indicate limited support
• Only audits a narrow set of factors for LLM readiness
• Requires manual setup and understanding of each checked component

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.