AI PM Lab MCP Server

io.aipmlab/ai-pm-labv1.2.0

Learn how AI products work: lessons, model cost comparisons, real experiments, PM guides.

remoteofficial registry

context tax

pending

security

pending

cold start

hosted

freshness

Active6d ago

Our reading of AI PM Lab, from the data

AI PM Lab is a e-commerce MCP server, listed in the official MCP Registry.

We haven't measured its tool list yet, so its token cost is unknown.

Maintenance is active: the last public signal was 6 days ago (2026-10-12). For comparison, 70% of e-commerce servers are active or maintained.

It runs as a hosted endpoint, so there is nothing to install.

Install AI PM Lab MCP server

claude mcp add --transport http ai-pm-lab https://aipmlab.io/api/mcp

{
  "mcpServers": {
    "ai-pm-lab": {
      "url": "https://aipmlab.io/api/mcp"
    }
  }
}

{
  "mcpServers": {
    "ai-pm-lab": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://aipmlab.io/api/mcp"
      ]
    }
  }
}

Or add it as a custom connector under Settings → Connectors. The config above bridges via mcp-remote.

{
  "servers": {
    "ai-pm-lab": {
      "type": "http",
      "url": "https://aipmlab.io/api/mcp"
    }
  }
}

{
  "mcpServers": {
    "ai-pm-lab": {
      "serverUrl": "https://aipmlab.io/api/mcp"
    }
  }
}

Remote endpoints

streamable-httphttps://aipmlab.io/api/mcp

Freshness

Active — last maintenance signal 6d ago. The newest of the signals below sets the band.

Last commit (default branch)
no data · GitHub
Latest release
no data · GitHub
Package published
no data · npm/PyPI
Registry entry updated
2026-10-12 · 6d ago · official registry · v1.2.0

How it compares in E-commerce

Against the most-starred e-commerce servers we index. Token cost is per model turn, measured from each server's live tool list.

Server	Stars	Tools	Tokens / turn	Freshness	Runs
AI PM Lab (this)	—	—	not measured	Active	hosted
Actors	11,906	—	not measured	Active	—
Agent Toolkit	1,960	—	not measured	Active	hosted
Sessy — Amazon SES observability	941	—	not measured	Active	hosted
Amazon	273	—	not measured	Active	local
Bling	273	—	not measured	Active	local

All e-commerce MCP servers

FAQ

›How do I install the AI PM Lab MCP server in Claude Code?

Run: claude mcp add --transport http ai-pm-lab https://aipmlab.io/api/mcp. For Cursor, VS Code, Claude Desktop and Windsurf, use the install tabs above.

›Does AI PM Lab require an API key?

No required environment variables are declared in its published metadata.

›Can I use AI PM Lab as a remote (hosted) MCP server?

Yes. It is a hosted MCP server; connect to its URL with any client that supports remote MCP.

›Is AI PM Lab in the official MCP registry?

Yes, as io.aipmlab/ai-pm-lab.

Sources and method

Official MCP Registry entry: updated 2026-10-12
Last checked against all sources: 2026-10-19

The description, packages and links come from the maintainer's own published metadata. Token cost, security signals, freshness and the reading above are MCPSkillHub's own measurements; see the methodology. Spot an error? Request a correction or claim the listing.