Use case · Illustrative scenario

Their API, callable from every AI their customers use.

Mapgrid sells geocoding and routing APIs. Their customers started asking for their data inside Claude and AI IDEs — not another dashboard. Instead of building an MCP server, auth, and hosting from scratch, they published their existing API through CMD+K and listed the connect page.

MapgridAPI-firstDevToolsPLG

Fictional geodata API company · developer-first · usage-priced

new-mcp-server
$ cmdk mcp create --spec openapi.yaml
Parsing spec… 27 endpoints found. Generating tools:
orders.search
orders.refund
customers.lookup
invoices.create
Live at mcp.yourdomain.com OAuth 2.1 · per-user identity
The problem

Developers were copy-pasting Mapgrid responses into AI chats by hand. The team estimated a quarter of eng time to build and operate an MCP server properly — OAuth, token storage, rate limits, logs — for a protocol they weren't experts in.

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01

Import the spec, curate the tools

Their OpenAPI spec produced 27 endpoints; they published the 12 that make sense for AI use and rewrote descriptions so models pick the right tool.

12 of 27 endpoints exposed
02

Per-customer identity, not one shared key

Customers connect with their own Mapgrid account via OAuth. Every AI call is attributed, rate-limited, and revocable per customer.

OAuth 2.1 · per-user tokens
03

One connect page for every AI surface

A hosted connect page — mapgrid's logo, their domain — that works from Claude and any MCP-speaking client. Docs link it; sales demos start with it.

04

Usage flows into billing

Tool calls are metered per customer and forwarded to Mapgrid's existing usage-based billing, so AI traffic is just another revenue channel.

meter → your billing account
1 day
from spec to live MCP endpoint
~25%
of eng quarter not spent on plumbing
New
distribution channel: AI clients
“We didn't want to become MCP infrastructure experts. We wanted our API wherever our users' AI happens to be.”
CTO, Mapgrid (illustrative)

Illustrative scenario — Mapgrid is a fictional company; numbers show the shape of the outcome, not a measured result.

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