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AI Engineering Leader Toolkit MCP server

marian-kamenistak/ai-engineering-leader-toolkit

Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,662 sessions.

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Install AI Engineering Leader Toolkit in Claude Code

Claude Code
claude mcp add --transport http ai-engineering-leader-toolkit https://www.marian.coach/mcp
mcp.json (Claude Desktop, Cursor, VS Code, Windsurf)
{
  "mcpServers": {
    "ai-engineering-leader-toolkit": {
      "url": "https://www.marian.coach/mcp"
    }
  }
}

Frequently asked questions

What does the AI Engineering Leader Toolkit MCP server do?

Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3,662 sessions.

Is the AI Engineering Leader Toolkit MCP server free?

The server is free, but you will likely need an account. The server itself is free, but it connects to a service that needs an account or API key, which may have paid tiers. Check the provider for current pricing.

Does AI Engineering Leader Toolkit run locally or remotely?

Remote. Hosted by the provider. You connect with a URL, nothing to install.

How do I add AI Engineering Leader Toolkit to Claude Code?

Run: claude mcp add --transport http ai-engineering-leader-toolkit https://www.marian.coach/mcp

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