com.surfacedby/ai-visibility
SurfacedBy AI Visibility & GEO Audit
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
alive probed 2026-10-13 · HTTP 200
5tools
1.9ktokens in Claude Opus 5.5
2.0ktokens in Claude Code
1.0 %of a 200k context window
1.1ko200k_base estimate
963 msto initialize
618 msto list tools
- Endpoint
- https://api.surfacedby.com/api/v1/mcp/public/ (streamable-http)
- Host
- api.surfacedby.com
- Protocol
- 2025-11-25
- Reports itself as
- SurfacedBy AI Visibility Audit 1.28.1
- Capabilities
- experimental, prompts, resources, tools
- Instructions
- 3 423 characters
- Claude count
- Claude Opus 5.5, measured 2026-10-13. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/surfacedby/ai-visibility-mcp
- Website
- https://surfacedby.com/tools/chatgpt-ai-visibility
- Registry
- active, updated 2026-10-10 · registry entry
- Reachable
- 2 of the last 2 probes
Most expensive tools
| Tool | Tokens (o200k) | Share of this server |
|---|---|---|
| surfacedby_analyze_answer_evidence | 318 | 29 % |
| surfacedby_plan_ai_visibility_audit | 246 | 23 % |
| surfacedby_get_ai_source_landscape | 232 | 21 % |
| surfacedby_inspect_page_evidence | 145 | 13 % |
| surfacedby_check_ai_crawler_access | 143 | 13 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-13 11:09 | alive | 141 ms | 5 | 1.9k | 1.1k |
| 2026-10-11 10:18 | alive | 963 ms | 2 | 513 | 271 |
Badge and feed
[](https://mcpcost.ulehla.dev/s/com.surfacedby/ai-visibility)
An entry for every probe that changed the result, the tool count or the token cost: Atom feed. Add it to a feed reader or a Slack RSS app to hear when the server stops answering or its tool set grows.