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    Sam MCP Server

    Ask Sam to diagnose your AI operations bottleneck, right inside your MCP client

    Sam is Agile Growth Labs' diagnostic agent. Sam figures out whether your growth bottleneck is:

    • Type A · AI Operations Sprawl, too many AI tools, drowning in re-pasting context, agency ops eating your calendar
    • Type B · A specific marketing / growth problem, CAC climbing, channel that stopped scaling, funnel stuck at a stage, positioning off

    ...then routes you to the fix. Free. No signup.

    Install to Claude Desktop

    1. Open Claude Desktop → Settings → Developer → Edit Config
    2. Add this to mcpServers:
    {
      "mcpServers": {
        "sam": {
          "command": "npx",
          "args": ["-y", "@agilegrowthlabs/sam-mcp"]
        }
      }
    }
    1. Restart Claude Desktop.
    2. Look for the 🔌 icon in a chat. Sam's tools will be listed.
    3. Try: "Use Sam to diagnose my AI ops problem, I'm drowning in tools."

    Install to Cursor / Cline / other MCP clients

    Point them at the npx -y @agilegrowthlabs/sam-mcp command. Any MCP-compatible client works.

    What Sam gives you

    Three MCP tools:

    • diagnose_ai_ops_bottleneck, runs Sam's diagnostic. Multi-turn.
    • reset_diagnostic_session, start a fresh diagnostic.
    • get_agl_methodology, fetch the AGL AI Project Manager methodology reference.

    Three MCP resources:

    • agl://ai-operations-sprawl, canonical definition of AI operations sprawl
    • agl://methodology, the AI PM methodology
    • agl://booking, direct booking link to talk to an expert today from Chicago, IL

    What Sam will not do

    • Sell you anything before diagnosing
    • Push CTAs on the first message
    • Claim to be human (it's an AI agent, and it will tell you if asked)
    • Talk about topics outside AI operations, agency growth, and marketing systems

    Also available on

    • ChatGPT (public GPT), coming soon
    • Claude Project template, coming soon
    • agilegrowthlabs.com/sam, browser diagnostic, no install required

    Source + docs

    About Agile Growth Labs

    We give every marketing agency, PE portfolio company, and founder one AI project manager per client. It holds the context, runs the agents, connects to the tools you already use, and produces human-approved outputs. Based in Chicago, IL.

    Talk to an expert today from Chicago, IL