AGC exposes a standard MCP endpoint. Connect any agent and it gets live inventory, confirmed pricing, payment execution, and fulfilment routing — through the full Discovery → UCP → Fulfillment stack.
No redirect to build. No webhook to handle. No payment infrastructure to manage. Your agent passes a quote ID. AGC handles the rest.
Every tool call is logged. Successful checkout flows become training data. Export your interactions as JSONL to fine-tune a smaller, cheaper model on your exact commerce workflows — and stop paying frontier model prices at scale.
Most agent stacks stop at search and recommendation — the fuzzy, stateless layer. Completing a real purchase means solving an entirely different class of infrastructure problem before you write a line of product logic.
What you'd build from scratch
Weeks of infrastructure before you've written agent logic.
What you write with AGC
Everything else is handled. Including the telemetry.
The full lifecycle — where your agent fits
Discover
Your agent
Search, intent, match
Quote + Pay
AGC
State, pricing, Stripe
Fulfil
AGC + Shippo
Label, pack, track
Optimize
You + AGC
Telemetry → fine-tune
Buyer and Merchant MCP endpoints are live now. The Shippo SDK is in early access.
Connect any MCP-compatible agent to the AGC managed catalog — a unified, normalized index of every connected merchant's live inventory. Confirmed pricing with 15-minute quote TTLs, payment execution via Stripe, fulfilment routing via Shippo, and tracking fed back to your agent. Two tool calls. Discovery happens inside AGC. Not across the open web.
Give a merchant's AI assistant the ability to audit, enrich, and publish products. The same tools that power AGC's AI Readiness scoring — audit the catalog, enrich drafts with Gemini, push structured attributes back to Shopify. 32 tools across catalog, orders, fulfilment, team, and execution mode.
Every MCP platform that wants to integrate Shippo solves the same problem from scratch — OAuth per merchant, token management, webhook routing, order lifecycle. The SDK packages our production implementation. Three lines to register, one route to mount.
The AI agent (your Spoke) is architecturally isolated from the payment backend (the Hub). The Hub executes payments, manages tokens, and routes webhooks. The Spoke handles conversation. They share only opaque tokens.
This isn't a policy promise — it's an architectural guarantee. Raw card numbers never enter the LLM context window. The Hub holds PCI SAQ-A compliance because it has no access to card data at all.
Hub-Spoke isolation
Receives: quoteId · orderName · trackingNumber
Never sees: card · token · address · secret
Holds: Stripe tokens · merchant OAuth · webhook secrets
Executes: payment · order · label · fulfilment routing
PCI SAQ-A · Stripe Connect · HMAC webhook verification
When you hand commerce execution to an LLM, you can't fly blind. AGC captures every JSON-RPC request, latency metric, and schema validation error your agent generates — automatically, on every tool call.
Successful checkout flows are logged as Golden Paths. Failed tool calls are flagged with error type. Export as JSONL to fine-tune a smaller, faster model on your exact commerce data — the same autonomous vehicle playbook used to replace expensive human drivers with learned autopilots.
Your frontier model is the human driver collecting the data. Your fine-tuned Apprentice model is the autopilot it trains.
Telemetry API
Your agent's failures become tomorrow's training data.
The flywheel
Buyer and Merchant MCP endpoints are live now. SDK is early access. Telemetry is active on all live endpoints.
Buyer MCP
Live inventory, confirmed quotes, payment, fulfilment, tracking. Standard MCP protocol. Five minutes to a test order.
Merchant MCP
Audit, enrich, and publish products. Give a merchant's AI assistant full catalog operator access across 27 tools.
Shippo SDK
Multi-tenant Shippo integration for MCP platforms. OAuth, webhooks, order lifecycle — packaged and production-tested.