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Comparison

Wayfound vs com.see-geo/seegeo

Wayfound is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). com.see-geo/seegeo is an MCP server published by see-geo.com. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-29. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceWayfoundcom.see-geo/seegeo
Docker MCP Catalog Listed
Version: not stated
No figure published
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.5
Downloads/month (npm): 718
Downloads/week (npm): 588
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

Wayfound vs com.see-geo/seegeo
FactWayfoundcom.see-geo/seegeo
Marketplaces that list it11
Last release (differs)Not published2026-10-19
Where it runs (differs)Remote server (app.wayfound.ai/sse)Remote server (see-geo.com/mcp/anonymous)
Transport (differs)SSEStreamable HTTP
Tools it declares (differs)4Not published
Environment variables it asks for1, secrets among them: 11, secrets among them: 1
Licence (differs)Apache-2.0Not stated
Repository (differs)Not statedgithub.com/tunisian-aaron/seegeo
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Not responding since 2026-10-28Responded 4 days ago

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

Wayfound

In its own words, on Docker MCP Catalog:

Wayfound’s MCP server allows business users to govern, supervise, and improve AI Agents.

com.see-geo/seegeo

In its own words, on Official MCP Registry:

Audit any website for AI visibility: graded report, findings with fixes, AI crawler access check.

How to run each

Wayfound As a remote MCP server

Claude Code
claude mcp add --transport sse wayfound https://app.wayfound.ai/sse

Requires: MCP_API_KEY (secret)

com.see-geo/seegeo As a remote MCP server

Claude Code
claude mcp add --transport http seegeo https://see-geo.com/mcp/anonymous

Requires: SEEGEO_API_KEY (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only the endpoint of com.see-geo/seegeo responded at the last daily check. How we check endpoints

Tools each declares

Only Wayfound has

  • get_agent_details
  • get_improvement_suggestions_for_agents
  • get_manager_analysis_for_agent
  • list_agents

Only com.see-geo/seegeo has

  • audit_site
  • crawler_check
  • get_audit

Both have

None

Tool names as the marketplaces declare them and as Ext Ops observed them on the endpoints (com.see-geo/seegeo as of 2026-10-25). More tools is not better in itself: compare what each needs for the job.

Settings each asks for

Only Wayfound asks for

  • MCP_API_KEY (secret)

Only com.see-geo/seegeo asks for

  • SEEGEO_API_KEY (secret)

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: Wayfound · What it can do: com.see-geo/seegeo · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built