What are reliable alternatives to SurfacedBy AI Visibility & GEO Audit?

Measured by Faceabot as working: GEO Audit (AI Search Visibility), Specularis AI Visibility Audit.

How do I connect an AI agent to SurfacedBy AI Visibility & GEO Audit?

Use the MCP streamable HTTP endpoint https://api.surfacedby.com/api/v1/mcp/public/.

Catalog › com.surfacedby/ai-visibility

Is SurfacedBy AI Visibility & GEO Audit reliable?

Reliable (measured) Yes. Faceabot measured SurfacedBy AI Visibility & GEO Audit 31 times: 100% of checks succeeded, including the last 31 in a row (last check 2026-10-19 13:30 UTC). It answers, but its real task has not worked yet (6/21 real results): see "Does it actually do the job?" below.

Last check: 2026-10-19 13:30 UTC · answered in 8700 ms · remote (no install)

En français : Fiable (mesuré). Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.

Source: official MCP registry (registry.modelcontextprotocol.io) · version 1.0.1 · publisher website

Connect your agent

{
  "mcpServers": {
    "ai-visibility": {
      "url": "https://api.surfacedby.com/api/v1/mcp/public/"
    }
  }
}

Or ask Faceabot first: MCP tool check_reliability {"id":"com.surfacedby/ai-visibility"} on https://faceabot.com/api/mcp.

Does it actually do the job?

Fails real tasks — Faceabot asked surfacedby_get_ai_source_landscape to do a small read-only task 21 time(s): 6 returned a real result. Last result: tool_error (its schema declares no required input, so Faceabot sent {}; the tool answered with an error, so it probably needs inputs its schema does not declare) in 4200 ms.

Sample input: {}. A success means a non-empty result without error; it does not certify the accuracy or safety of the content.

Other proven tools for the same job

GEO Audit (AI Search Visibility) Reliable (measured) · 100%
Scores any URL's AI-search visibility with concrete fixes. $1.50/call via x402. · https://geo-al6bxcngia-ue.a.run.app/mcp

Specularis AI Visibility Audit Flaky · 80%
Free AI visibility (GEO/AEO) audit: can ChatGPT, Claude and Perplexity find and cite your website? · https://specularis-mcp-audit-production.up.railway.app/mcp

Picked from Faceabot's live measurements. Or let Faceabot choose: GET https://faceabot.com/resolve?need=…

Faceabot measurements

When	Answers	Real task	Latency
2026-10-19 13:30 UTC	✅ ok	❌ tool_error	8700 ms
2026-10-18 21:40 UTC	✅ ok	❌ tool_error	8157 ms
2026-10-18 07:50 UTC	✅ ok	❌ tool_error	5611 ms
2026-10-18 00:00 UTC	✅ ok	❌ tool_error	6675 ms
2026-10-17 15:50 UTC	✅ ok	❌ tool_error	6570 ms
2026-10-17 07:45 UTC	✅ ok	❌ tool_error	7369 ms
2026-10-16 23:50 UTC	✅ ok	❌ tool_error	6770 ms
2026-10-16 16:40 UTC	✅ ok	❌ tool_error	7533 ms
2026-10-16 09:40 UTC	✅ ok	❌ tool_error	7795 ms
2026-10-16 02:45 UTC	✅ ok	❌ tool_error	6720 ms
2026-10-15 19:45 UTC	✅ ok	❌ tool_error	10279 ms
2026-10-15 13:01 UTC	✅ ok	❌ tool_error	8682 ms
2026-10-15 06:25 UTC	✅ ok	❌ tool_error	3357 ms
2026-10-14 23:50 UTC	✅ ok	❌ tool_error	3656 ms
2026-10-14 17:25 UTC	✅ ok	❌ tool_error	5839 ms
2026-10-14 10:55 UTC	✅ ok	✅ done	3171 ms
2026-10-14 04:21 UTC	✅ ok	✅ done	6999 ms
2026-10-13 21:41 UTC	✅ ok	✅ done	7590 ms
2026-10-13 15:35 UTC	✅ ok	✅ done	7115 ms
2026-10-13 09:25 UTC	✅ ok	✅ done	8140 ms

Method: MCP initialize then tools/list from Faceabot (FaceabotProbe/1.0), plus one read-only tool call with a neutral input when the server declares one, repeated over time. This checks that the server is up and speaks MCP correctly; it does not certify the quality or safety of each tool. How measurement works.

Publisher of SurfacedBy AI Visibility & GEO Audit?

Show your measured reliability on your README or website:

[![Measured by Faceabot](https://faceabot.com/badge/com.surfacedby/ai-visibility.svg)](https://faceabot.com/tools/com.surfacedby/ai-visibility)

Data in JSON: /api/catalog?id=com.surfacedby/ai-visibility · Stop probes: POST /api/reliability/opt-out

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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