AA

AGL Agency Capacity

com.agilegrowthlabs/agency-capacity

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

Yes, your AI can use this right now.Answered a live MCP handshake in 506 ms with no sign-in needed and exposes 7 tools.

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Settings → Connectors → Add custom connector
URL: https://connect.agilegrowthlabs.com/capacity

7 tools, verified live

Pulled straight from the server with tools/list on 2026-10-18.
capacity_checkread-only

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 account manager load. Returns an estimate, not a guarantee.

rebrief_taxread-only

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.

capacity_benchmarksread-only

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_templateread-only

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.

approval_checklistread-only

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.

define_termread-only

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_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.

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