SurfacedBy AI Visibility & GEO Audit
com-surfacedby-ai-visibility declares 5 capabilities across 5 tools, with 1 critical issue.
Issues
5 of 5 tools declare no way for the customer to switch them off once granted. This applies to every tool because MCP has no field in which to declare a revocation mechanism; the product may provide one outside MCP that a manifest cannot show.
5 of 5 tools declare no expiry. This applies to every tool because MCP has no field in which to declare an expiry; the product may provide one outside MCP that a manifest cannot show.
5 of 5 tools declare no record of their actions that the customer can read. This applies to every tool because MCP has no field in which to declare an audit requirement; the product may provide one outside MCP that a manifest cannot show.
5 tools can read data and declare no limit.
Declared capabilities
| Tool | Read as | Basis |
|---|---|---|
surfacedby_inspect_page_evidence | read |
declared |
surfacedby_analyze_answer_evidence | read |
declared |
surfacedby_check_ai_crawler_access | read |
declared |
surfacedby_get_ai_source_landscape | read |
declared |
surfacedby_plan_ai_visibility_audit | read |
declared |
Record history
| Recorded | Exposure | Source |
|---|---|---|
| 2026-10-11 | 4 | tools/list on https://api.surfacedby.com/api/v1/mcp/public/, published in the official MCP registry as com.surfacedby/ai-visibility 1.0.1 |
tools/list response and it will be re-scored and dated.
Corrections are published alongside the original, not in place of it.