ai-visibility-mcp
MCP server that audits and fixes how AI sees your website. Robots, schema, LLM mentions, Cloudflare AI defaults — audit the problem, generate the fix, re-audit in one loop.
Most websites are accidentally invisible to AI search. Cloudflare's bot-management defaults block GPTBot / ClaudeBot / PerplexityBot. SPAs render an empty <div id="root"> to crawlers that don't run JS. Marketing teams have no idea their brand isn't surfacing in ChatGPT, Claude, or Perplexity answers — until traffic dries up.
ai-visibility-mcp closes the audit-and-fix loop inside a single agent session:
- Audit — find what's blocking AI visibility
- Fix — generate the artifact that corrects it
- Paste — site owner applies the output
- Re-audit — verify the fix was picked up
Tools
Audit tools
| Tool | Purpose | Needs API keys? |
|---|---|---|
check_ai_bot_access(domain) |
Per-bot robots.txt + Cloudflare AI-default flag for 22 AI user-agents | No |
audit_ai_visibility(domain) |
0-100 composite score with explainable deductions (robots, meta, JSON-LD, sitemap, llms.txt, SPA shell) | No |
check_llm_mention(brand, query, aliases?, models?) |
Cross-model brand surfacing (Perplexity sonar + OpenAI gpt-4o-mini + Gemini 2.0 Flash by default) | Yes |
compare_competitors(your_domain, competitor_domains[]) |
Parallel ranked audit, max 10 in flight | No |
