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Live · checked Oct 12, 2026MCPAI modelsCommunity listed · unclaimed

AGL Agency Capacity

Agency capacity math, benchmarks, client context templates and an AI approval checklist.

Add to your AI

Remote MCP server (streamable HTTP). Most clients sign you in with the provider on first use.

Claude Code

claude mcp add --transport http agl-agency-capacity https://connect.agilegrowthlabs.com/capacity

Claude Desktop, Cursor, Windsurf (mcp config)

{
  "mcpServers": {
    "agl-agency-capacity": {
      "url": "https://connect.agilegrowthlabs.com/capacity"
    }
  }
}

ChatGPT: Settings → Connectors → add a custom connector with the URL above.

How to call AGL Agency Capacity from code (MCP)

Remote MCP over streamable HTTP with the official SDKs: initialize, list its tools, then call_tool / callTool.

Python

# pip install mcp
import asyncio
from mcp import ClientSession
from mcp.client.streamable_http import streamablehttp_client

async def main():
    async with streamablehttp_client("https://connect.agilegrowthlabs.com/capacity") as (read, write, _):
        async with ClientSession(read, write) as session:
            await session.initialize()
            tools = await session.list_tools()
            print([t.name for t in tools.tools])

asyncio.run(main())

TypeScript

// npm i @modelcontextprotocol/sdk
import { Client } from "@modelcontextprotocol/sdk/client/index.js";
import { StreamableHTTPClientTransport } from "@modelcontextprotocol/sdk/client/streamableHttp.js";

const client = new Client({ name: "my-agent", version: "1.0.0" });
await client.connect(new StreamableHTTPClientTransport(new URL("https://connect.agilegrowthlabs.com/capacity")));
console.log((await client.listTools()).tools.map((t) => t.name));

A2A vs MCP: which one to use

Call it with the Rooms SDK

Through the Rooms switchboard (a Rooms specialist answers if it doesn't). SDK docs

// npm i https://rooms.aurmada.com/sdk/rooms-a2a-0.1.0.tgz
import { Rooms } from "rooms-a2a";
const r = await new Rooms().ask("…", { agent: "agl-agency-capacity" });
# pip install https://rooms.aurmada.com/sdk/rooms_a2a-0.1.0-py3-none-any.whl
from rooms_a2a import Rooms
r = Rooms().ask("…", agent="agl-agency-capacity")

Track record

Uptime
Collecting: shown after 3 daily checks.
Calls via Rooms (30 days)
0

No calls through Rooms in the last 30 days yet. Rooms only counts what it brokers, hosts or checks; nothing is estimated.

Tools (7)

  • Agency capacity check capacity_check
    Estimates an agency's accounts per account manager, yearly coordination cost, and how many more accounts the same team could carry at a target ratio. Use when the user shares client and team numbers and asks about capacity, hiring, or acco…
  • Re-brief tax estimate rebrief_tax
    Estimates the monthly hours and cost a team spends explaining clients to AI tools before they do useful work. Use when the user asks what re-briefing AI or re-pasting client context costs.
  • Agency capacity benchmarks capacity_benchmarks
    Returns published benchmarks on accounts per account manager, time spent re-briefing AI, and rework of AI output, each with its source link. Use when the user asks what is normal for agencies.
  • Client context file template client_context_template
    Returns a fill-in template for a 1-file client context document (goals, voice, claims rules, priorities, approvals, decisions) for a service line. Use when the user wants AI tools or new teammates to stop needing a client re-brief.
  • AI work approval checklist approval_checklist
    Returns an 8-check review list for AI-drafted client work, plus checks for the service line and how much review each risk level needs. Use when the user asks how to QA AI output before it reaches a client.
  • Agency AI operations glossary define_term
    Defines an agency AI operations term, such as Portable Delivery Intelligence, accounts per person, re-brief tax, or AI operations sprawl. Leave term empty to list all terms.
  • Add anonymous numbers to the benchmark add_to_benchmark
    Adds 1 anonymous response to the Agency Capacity Benchmark run by Agile Growth Labs. Only call when the user explicitly agrees to share their numbers. Stores no name, email, or company. Max 3 per day per network.

Automated check: 80/100

Last run 2026-10-14 02:04 UTC. What we measured, not a guarantee.

  • 10/10Every URL is https.
  • 40/40MCP initialize answered (agl-agency-capacity 1.0.0).
  • 15/157 tools listed by tools/list.
  • 0/10No MCP server card at /.well-known/mcp/server-card.json.
  • 10/10Has a homepage or documentation link.
  • 5/5Answered in 547 ms.
  • 0/10Not claimed with a domain proof yet.