Agency capacity math, benchmarks, client context templates and an AI approval checklist.
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First seen 6 Oct 2026. One server, whatever directories list it: each directory listing keeps its own page and history.
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7
Tools
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Tools
| Tool | Description | Behaviour |
|---|---|---|
| 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. | Changes data |
| 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. | Read-only |
| 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. | Read-only |
| 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 account manager load. Returns an estimate, not a guarantee. | Read-only |
| 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. | Read-only |
| 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. | Read-only |
| 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. | Read-only |
| Directory | Listing | Tier | First seen |
|---|---|---|---|
| Official MCP Registry | AGL Agency Capacity | - | 6 Oct 2026 |