Comparison
SurfacedBy AI Visibility & GEO Audit vs Worldmonitor
Worldmonitor has more GitHub stars (88,567 vs 0). Worldmonitor was updated more recently (last commit 4d ago). Data comes straight from GitHub and refreshes daily.
SurfacedBy AI Visibility & GEO Audit
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
$
claude mcp add --transport http surfacedby-ai-visibility-geo-a https://api.surfacedby.com/api/v1/mcp/public/
Worldmonitor
Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface
$
npx worldmonitor tools| Metric | SurfacedBy AI Visibility & GEO Audit | Worldmonitor |
|---|---|---|
| Type | MCP server | MCP server |
| GitHub stars | 0 | 88,567 |
| Stars, last 7 days | n/a | +62 |
| Forks | 0 | 13,560 |
| Upvotes | 0 | 0 |
| Language | n/a | TypeScript |
| License | n/a | AGPL-3.0 |
| Last commit | n/a | 4d ago |
| Created | n/a | Jan 2026 |
| Categories | Security | Data & analytics, Security, AI & LLM tooling |