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Wayfound vs AI Process Manager (AIPM)

Wayfound is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). AI Process Manager (AIPM) is an MCP server published by agorapassadoagora-debug. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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
MarketplaceWayfoundAI Process Manager (AIPM)
Docker MCP Catalog Listed
Version: not stated
No figure published
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.5.0
Downloads/month (npm): 151
Downloads/week (npm): 29
Forks (GitHub): 0
Stars (GitHub): 1
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 AI Process Manager (AIPM)
FactWayfoundAI Process Manager (AIPM)
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub1
Forks (GitHub) (differs)No figure on GitHub0
Last releaseNot publishedNot published
Where it runs (differs)Remote server (app.wayfound.ai/sse)On your machine (aipm-mcp-server)
Transport (differs)SSEstdio
Tools it declares (differs)4Not published
Environment variables it asks for (differs)1, secrets among them: 11, secrets among them: 0
Licence (differs)Apache-2.0Not stated
Repository (differs)Not statedgithub.com/aipm-engine/aipm
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 33 h ago, requires a keyno remote endpoint we check

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.

AI Process Manager (AIPM)

In its own words, on Official MCP Registry:

Structured Windows state for AI agents: processes, windows, UI trees. No screenshots.

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)

AI Process Manager (AIPM) As a local MCP server: npm package

Claude Code
claude mcp add --transport stdio aipm -- npx -y aipm-mcp-server

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

Only Wayfound has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of AI Process Manager (AIPM) publish no list of tools, so we do not compare tools.

Settings each asks for

Only Wayfound asks for

  • MCP_API_KEY (secret)

Only AI Process Manager (AIPM) asks for

  • AIPM_API

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

What it can do: Wayfound · What it can do: AI Process Manager (AIPM) · 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