---
title: "Connect Arize AX and Returnless - APIANT.ai"
description: "When \"New Project\" fires in Arize AX, your agent runs \"Find customers\" in Returnless, or \"Request Created\" in Returnless to \"Create Project\" in Arize AX."
canonical: "https://apiant.ai/connect/arize-ax-to-returnless"
---

# Connect Arize AX and Returnless

When **New Project** fires in [Arize AX](https://apiant.ai/connections/arize-ax), your agent runs **Find customers** in [Returnless](https://apiant.ai/connections/returnless), or **Request Created** in Returnless to **Create Project** in Arize AX. Describe the whole flow and it is built, tested on every scenario and kept running.

Arize AX **1** trigger Arize AX **18** actions Returnless **2** triggers Returnless **16** actions

What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.

## What do you want Arize AX and Returnless to do together?

Give your AI client this address.

`https://mcp.apiant.ai`

One connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser.

### Set it up in your client

### Claude Code

Run this in the directory you want to work in.

`claude mcp add --transport http -s project apiant-ai https://mcp.apiant.ai`

Start Claude Code there, approve the server, and sign in in the browser page it opens.

[Claude Code guide (opens in a new tab)](https://apiant.ai/docs/mcp/claude-code)

### Claude, web and desktop

Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Cursor

Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Zed

Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Codex and the ChatGPT desktop app

Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### Any other MCP client

Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

Example flows

## What Arize AX and Returnless can do together

### From Arize AX to Returnless

- When **New Project** in Arize AX then **Find customers** in Returnless
- When **New Project** in Arize AX then **Add note** in Returnless

### From Returnless to Arize AX

- When **Request Created** in Returnless then **Create Project** in Arize AX
- When **Return Created** in Returnless then **Update project** in Arize AX

Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships.

Everything your agent can do with Arize AX and Returnless

## Triggers and actions 3 triggers · 34 actions

- Trigger

**New Project**

Triggers when a new project is created in Arize AX.

- Action

**Add dataset examples**

Append examples to an existing dataset (CLI: ax datasets append). Endpoint under /v2/datasets/{dataset_id}/examples; confirm in OpenAPI spec.

- Action

**Add prompt**

Create a prompt.

- Action

**Add prompt version**

Create a new version of a prompt (ax prompts create-version).

- Action

**Create Dataset**

Creates a new dataset in Arize AX.

- Action

**Create Experiment**

Creates a new experiment in Arize AX.

- Action

**Create Project**

Creates a new project in Arize AX.

- Action

**Delete dataset**

Delete a dataset.

- Action

**Delete experiment**

Delete an experiment.

- Action

**Delete project**

Delete a project.

- Action

**Find Dataset**

Searches for datasets in Arize AX by ID or name.

- Action

**Find Experiment**

Searches for experiments in Arize AX by ID, name, or project.

- Action

**Find Experiment Runs**

Lists runs for a given experiment in Arize AX. Runs are sorted by insertion order.

- Action

**Find Project**

Searches for projects in Arize AX by ID or name.

- Action

**Get prompt**

Retrieve a prompt by id.

- Action

**List annotation configs**

List annotation configs.

- Action

**List Dataset Examples**

Lists the examples in a dataset, each with its id and its own named values.

- Action

**Update dataset**

Update a dataset's name/description.

- Action

**Update project**

Update a project.

- Trigger

**Request Created**

Triggers when a customer creates a new return request that needs approval.

- Trigger

**Return Created**

Triggers when a new return is created, including a request once it is approved.

- Action

**Add note**

Adds an internal note to a return or return request.

- Action

**Add Request**

Creates a return request in Returnless for items from an existing sales order.

- Action

**Approve a Request**

Approves a return request in Returnless so the customer can send the items back.

- Action

**Approve a Request Without Shipment**

Approves a pending return request without a return shipment, so the customer keeps the items.

- Action

**Find customers**

Returns the customers in your Returnless account that match an email address.

- Action

**Find products**

Returns the products in your Returnless account that match a SKU.

- Action

**Find Requests**

Finds a Request in your Returnless account.

- Action

**Find Returns**

Finds returns (return orders) in Returnless by return number.

- Action

**Find sales orders**

Finds sales orders in Returnless by order number.

- Action

**Get customer**

Returns a single Returnless customer by its id.

- Action

**Get Request (By Request ID)**

Returns a single return request (return order) from Returnless by its ID.

- Action

**Get Return (By Return ID)**

Returns a single return in Returnless, with all of its details, by its return ID.

- Action

**Get sales order**

Returns a single sales order by its ID, including its customer, address and order details.

- Action

**List return reasons**

Returns the return reasons configured in your Returnless account.

- Action

**Reject Request**

Rejects a pending return request in Returnless.

- Action

**Update return**

Changes the status of a return, such as Checked, Approved or Resolved.

## Each app on its own

- [ **Arize AX** Arize AX is a platform for AI evaluation and experimentation.](https://apiant.ai/connections/arize-ax)
- [ **Returnless** Returnless gives e-commerce businesses a way to get their returns in check.](https://apiant.ai/connections/returnless)

Reviews

## What our customers say

## More from Arize AX

- [ **Arize AX to HubSpot** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/arize-ax-to-hubspot)
- [ **Arize AX to Salesforce** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/arize-ax-to-salesforce)
- [ **Arize AX to Slack** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/arize-ax-to-slack)
- [ **Arize AX to Google Sheets** Google Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.](https://apiant.ai/connect/arize-ax-to-google-sheets)
- [ **Arize AX to Gmail** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/arize-ax-to-gmail)
- [ **Arize AX to Google Calendar** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/arize-ax-to-google-calendar)

## More into Returnless

- [ **HubSpot to Returnless** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-returnless)
- [ **Google Sheets to Returnless** Google Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.](https://apiant.ai/connect/google-sheets-to-returnless)
- [ **Gmail to Returnless** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-returnless)
- [ **Google Calendar to Returnless** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/google-calendar-to-returnless)
- [ **Google Drive to Returnless** Google Drive is a cloud storage solution for uploading, sharing, and collaborating on files across devices...](https://apiant.ai/connect/google-drive-to-returnless)
- [ **Mailchimp to Returnless** Mailchimp marketing automation and email platform.](https://apiant.ai/connect/mailchimp-to-returnless)

Questions

## Arize AX and Returnless, answered

###

### What can start an automation from Arize AX?

Any of Arize AX's 1 trigger in the catalog, including New Project. Describe the moment in plain language and your agent picks the right one.

###

### What can your agent do in Returnless when something happens in Arize AX?

Any of Returnless's 16 actions, including Update return, Add note, Add Request and Approve a Request. Your agent maps the data both ways and tests every scenario before it ships.

###

### Can it also run from Returnless to Arize AX?

Yes. When something happens in Returnless, your agent can act in Arize AX too. This page covers both directions: Returnless's triggers and Arize AX's actions are listed here as well.

###

### Do I have to build a connector for Arize AX or Returnless?

No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running.

###

### Can my AI client use Arize AX and Returnless without building an automation?

Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both.

###

### What happens when something fails?

Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships.

###

### Is there a free plan?

Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.
