—
/100
Unscored
○ Unscored 0⁄0
ai-visibility-mcp
Audit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider, etc), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. 0-100 score with explainable deductions; parallel competitor compare. SSRF-guarded, per-call and daily LLM spend caps. MIT, 24 tests, stdio + HTTP.
Anthropic
Cloudflare
OpenAI
Perplexity
Glama
Unscored visibility
— 0/0 applicable dimensions scored
○ Schema Quality
— Protocol
— Reliability
○ Docs & Maintenance
○ Security Hygiene
— Schema Interpretability
Schema Quality
—
42% weight
Protocol Compliance
N/A
Local server
Reliability
N/A
Local server
Docs & Maintenance
—
25% weight
Security Hygiene
—
33% weight
Add this to your README to display your MCP Scoreboard grade:
