SERVER

ai-pm-lab

Rank #160,621

smithery/e-umlm/ai-pm-lab

Learn how AI products work, from inside your assistant. AI PM Lab teaches product managers with interactive lessons that run real models. This server brings it into the chat: look up lessons and define AI terms, count tokens and compare model costs from live prices, replay hundreds of recorded real experiments (prompt injection, RAG, evals, agents), get quizzed on them, and use guides to review an AI spec, design evals, price a feature, plan a launch and review incidents. Free, read-only, no sign-in, and it never calls a model with your text.

Versions unknown

First listed

Oct 10, 2026

Last publish date

—

PURPOSE

What you can do with ai-pm-lab

ai-pm-lab is a Model Context Protocol (MCP) server. It ranks #160,621 of 162,202 active servers on MCP Toplist. ai-pm-lab is listed on Smithery; no version information is available from the registries that list it or from its repository. It was first listed on Oct 10, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. Its registry listings below are the authority on what it does.

CAPABILITIES AND LIMITATIONS

What ai-pm-lab can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. Check its registry listings below.

REQUIREMENTS

What you need before using ai-pm-lab

DeclaredRemote authHosted remote, sign-in declared

The hosted endpoint is declared as gated by authentication — connect via its URL and authenticate with the provider (OAuth flow or an API key/header, per its docs).

Declared by Smithery, last synced Oct 28, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint declared as requiring authentication.

INSTALLATION AND FIRST TASK

Connect ai-pm-lab and confirm it works

Remote · HTTP

claude mcp add --transport http ai-pm-lab https://server.smithery.ai/e-umlm/ai-pm-lab/mcp

This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

[mcp_servers.ai-pm-lab]
url = "https://server.smithery.ai/e-umlm/ai-pm-lab/mcp"

Add to ~/.codex/config.toml. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

https://server.smithery.ai/e-umlm/ai-pm-lab/mcp

Settings → Connectors → “Add custom connector”, then paste this URL. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "mcpServers": {
    "ai-pm-lab": {
      "url": "https://server.smithery.ai/e-umlm/ai-pm-lab/mcp"
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "servers": {
    "ai-pm-lab": {
      "type": "http",
      "url": "https://server.smithery.ai/e-umlm/ai-pm-lab/mcp"
    }
  }
}

Save as .vscode/mcp.json in your workspace. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "mcpServers": {
    "ai-pm-lab": {
      "serverUrl": "https://server.smithery.ai/e-umlm/ai-pm-lab/mcp"
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "mcpServers": {
    "ai-pm-lab": {
      "url": "https://server.smithery.ai/e-umlm/ai-pm-lab/mcp"
    }
  }
}

This endpoint requires authentication — see the server’s docs for credentials.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Oct 10, 2026
Version history: Unavailable — no registry exposes versions and no release tags were found
Requirements evidence: Declared by Smithery, last synced Oct 28, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 28, 2026

Registry sightings

Smithery ↗listed since Oct 28, 2026 · still listed

Do you maintain ai-pm-lab? to correct or enrich this profile.

VERSIONS

Version information unavailable

The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.

STANDING

#160,621of 162,202 active servers

Ranks ahead of 1,581 of 162,202 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/smithery%2Fe-umlm%2Fai-pm-lab.svg)](https://mcptoplist.com/server/smithery%2Fe-umlm%2Fai-pm-lab)

HTML

<a href="https://mcptoplist.com/server/smithery%2Fe-umlm%2Fai-pm-lab"><img src="https://mcptoplist.com/badge/smithery%2Fe-umlm%2Fai-pm-lab.svg" alt="MCP Toplist: #160,621 of 162,202" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Is ai-pm-lab listed on the Official MCP Registry?: ai-pm-lab is not on the Official MCP Registry. It is listed on Smithery.
How many versions does ai-pm-lab have?: Version information is unavailable for ai-pm-lab: no registry that lists it exposes version metadata, and no release tags were found on its repository.

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