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MCP Integrations Returnless
MCP & AI Agent Integration

Returnless
automation.

11 AI agent actions for Returnless — callable from any MCP-compatible runtime, Claude, Cursor, or Cerebral OS workflow. Use Returnless to process payments, generate invoices, and manage financial workflows without human intervention. Full governance, audit trail, and dry-run safety on every execution.

Connect Returnless free Browse all integrations →
No credit card required
Live in production environments
<200ms median execution
Dry-run before production
Execution trace
live
11
actions
100%
governed
<200ms
latency
11
AI agent actions
4
Read operations
7
Write operations
1
High-risk actions (approval gated)
Finance & Payments Returnless is a Finance & Payments integration — use it to automate payments, invoicing, and financial operations from any AI agent or MCP-compatible runtime.
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.

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
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
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
MCP & Runtime API

Call Returnless
from any AI agent.

Any AI agent — Claude, Cursor, LangChain, AutoGen, or your own — can call Returnless actions through the Cerebral OS Runtime API. Governance, credentials, and audit trail fire automatically.

returnless:get_return READ
# Call via Runtime API
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "returnless:get_return",
    "args": {},
    "execution_id": "agent-001"
  }'
returnless:approve_return WRITE
# Dry-run first — no production risk
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "returnless:approve_return",
    "args": {},
    "execution_id": "agent-001",
    "metadata": {"dryRun": true}
  }'
Get your Runtime API key at app.cerebralos.com/signup — 1,000 free executions, no credit card required.
AI agent examples

What your AI agent
can do with Returnless.

Real patterns your AI agent can execute via MCP or the Runtime API. Every action governed, dry-run safe, and fully audited.

Trigger
AI agent needs Returnless data
Call returnless:get_return via MCP or Runtime API
AI processes result and takes next action
Full execution logged to audit trail automatically
Trigger
Workflow needs to write to Returnless
Dry-run validates returnless:approve_return before execution
Approval gate fires if risk level is high
Action executes with full governance — logged, audited, reversible
Trigger
Payment or billing event
Sync to accounting system
Generate invoice
Alert finance team
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.
Connect with

Returnless works best
alongside these.

Build multi-step workflows that connect Returnless to the rest of your stack. All governed. All audited.

Stripe Quickbooks Xero Accounting Api Hubspot Paypal
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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