Public agent endpoint
Free AI visibility readiness MCP
A crawlable guide and public, read-only Model Context Protocol endpoint for checking the technical signals that help AI search systems reach and interpret a website.
Connect
Streamable HTTP endpoint: https://100questionsai.com/mcp
Method: POST
Authentication: none
Tool: check_ai_visibility_readiness
What the free tool checks
- Indexability and canonical URL
- AI crawler access in robots.txt
- Metadata, H1, and structured data
- Question-oriented page content
- XML sitemap discovery
- Optional llms.txt discovery
The result is a technical preflight, not a guarantee that an AI assistant will mention or recommend the website.
Canonical resources for AI clients
Measure actual answers
Technical access is only the first layer. The paid audit freezes 25 buyer questions, sends the same set to four AI providers, preserves answer and citation evidence, and produces a prioritized action list.
Review the $9 audit