# Connect Returnless to ScrapeGraphAI

When **Request Created** fires in [Returnless](https://apiant.ai/connections/returnless), your agent runs **Create Monitor** in [ScrapeGraphAI](https://apiant.ai/connections/scrapegraphai). Describe the whole flow and it is built, tested on every scenario and kept running.

Returnless **2** triggers Returnless **16** actions ScrapeGraphAI **9** actions

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

## What do you want Returnless and ScrapeGraphAI to do together?

Give your AI client this address.

`https://mcp.apiant.ai`

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 Returnless can start in ScrapeGraphAI

- When **Request Created** in Returnless then **Create Monitor** in ScrapeGraphAI
- When **Return Created** in Returnless then **Extract Data From URL **in ScrapeGraphAI

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 Returnless and ScrapeGraphAI

## Triggers and actions 2 triggers · 25 actions

- 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.

- Action

**Create Monitor**

Creates a monitor that fetches a web page on a cron schedule, captures it in the chosen formats and records changes between runs.

- Action

**Delete monitor**

Permanently deletes a monitor and its tick history.

- Action

**Extract Data From URL**

Uses AI to extract structured data from a web page (by URL or supplied HTML) according to your natural-language prompt.

- Action

**Get a Past Result**

Returns the full stored record of a past ScrapeGraphAI request (scrape, extract, search, crawl page, monitor tick or schema generation) by its ID, including its parameters and result.

- Action

**Get credits**

Returns the ScrapeGraphAI account's remaining credits and total credits used.

- Action

**Get Monitor Activity**

Returns the recent tick history of a monitor, including each tick's status, timing, whether the captured content changed, and per-format diffs.

- Action

**List history**

Returns your account's recent ScrapeGraphAI requests, newest first, optionally filtered by service or session ID.

- Action

**Scrape a URL**

Fetches a web page and returns its content in one or more formats, such as markdown, HTML, links, images, a summary, structured JSON, branding or a screenshot.

- Action

**Search Web**

Searches the web for a natural-language question and returns an AI-extracted answer along with the source URLs it used.

## Each app on its own

- [ **Returnless** Returnless gives e-commerce businesses a way to get their returns in check.](https://apiant.ai/connections/returnless)
- [ **ScrapeGraphAI** ScrapeGraphAI is an LLM-powered web scraping tool that extracts structured data from websites for analysis...](https://apiant.ai/connections/scrapegraphai)

Reviews

## What our customers say

## More from Returnless

- [ **Returnless to Salesforce** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/returnless-to-salesforce)
- [ **Returnless to Slack** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/returnless-to-slack)
- [ **Returnless to Stripe** Stripe is a payment processing platform for online businesses.](https://apiant.ai/connect/returnless-to-stripe)
- [ **Returnless to Shopify** Shopify is a commerce platform for online stores and retail point-of-sale.](https://apiant.ai/connect/returnless-to-shopify)
- [ **Returnless to Trello** Trello is a visual collaboration tool that organizes projects into boards, lists, and cards.](https://apiant.ai/connect/returnless-to-trello)
- [ **Returnless to Zoom** Zoom unifies cloud video conferencing, simple online meetings, group messaging, and a software-based...](https://apiant.ai/connect/returnless-to-zoom)

## More into ScrapeGraphAI

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

Questions

## Returnless and ScrapeGraphAI, answered

###

### What can start an automation from Returnless?

Any of Returnless's 2 triggers in the catalog, including Request Created and Return Created. Describe the moment in plain language and your agent picks the right one.

###

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

Any of ScrapeGraphAI's 9 actions, including Create Monitor, Extract Data From URL, Get a Past Result and Get credits. Your agent maps the data both ways and tests every scenario before it ships.

###

### Can it also run from ScrapeGraphAI to Returnless?

ScrapeGraphAI has no triggers in the catalog today, so automations start in Returnless. If you need the other direction, ask: your agent reads ScrapeGraphAI's API documentation and adds it.

###

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

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.

###

### 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.
