MCP & AI Agent Integration

Returnless
automation.

11 automated actions available through Cerebral OS. Connect Returnless to any workflow, Cerebral, or Map — with full governance, audit trail, and dry-run safety on every execution.

No credit card required · 1,000 free runs · 11 actions available

Execution trace
live
11
actions
100%
governed
<200ms
latency
11
Automated actions
4
Read operations
7
Write operations
2,800+
Compatible Maps
Actions

What you can do
with Returnless.

Every action below is available as an MCP tool and a verb in Cerebral OS — callable from any AI agent, Claude, Cursor, Windsurf, or your own runtime via the BYOA API. All executions are governed, audited, and dry-run safe.

Approve Return
returnless:approve_return
Approve a return request and optionally process refund automatically.
Write Medium risk
Cancel Return
returnless:cancel_return
Cancel a return request. Only pending or approved returns can be cancelled.
Write High risk
Create Return
returnless:create_return
Create a new return request for a customer order.
Write Medium risk
Generate Shipping Label
returnless:generate_shipping_label
Generate a prepaid return shipping label for an approved return.
Write Medium risk
Get Return
returnless:get_return
Fetch a single return by ID with all details including items and status.
Read Low risk
Get Return Analytics
returnless:get_return_analytics
Get return analytics and metrics for a specified date range.
Read Low risk
List Refunds
returnless:list_refunds
List refunds with optional filtering and pagination.
Read Low risk
List Returns
returnless:list_returns
List returns with optional filtering and pagination.
Read Low risk
Process Refund
returnless:process_refund
Process a refund for an approved return. This will charge your payment processor.
Write Medium risk
Reject Return
returnless:reject_return
Reject a return request with reason and optional notes.
Write Medium risk
Update Return
returnless:update_return
Update an existing return with new status, notes, or tracking information.
Write Medium risk
How it works

Every Returnless action
governed end-to-end.

Cerebral OS isn't a connector. It's the execution layer that sits in front of Returnless — adding governance, dry-run safety, and a full audit trail to every operation.

Governance first
Every verb carries a risk classification. High-risk writes require explicit approval gates before they execute in production.
Dry-run safe
Simulate any Returnless action before it touches production. See exactly what would happen before a single real call is made.
Immutable audit trail
Every Returnless action is logged — what ran, what changed, who approved it, when it happened. Full history on every verb, forever.
Returnless integration

Start free.
No credit card required.

Start free with 1,000 runs — no credit card required. Connect Returnless in minutes, dry-run every action before it touches production, full audit trail on everything.

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