#data-extraction #web-scraping #stealth-browser #web-automation

MrScraper

Run AI-powered, unblockable web scraping, data extraction with natural language via the MrScraper API

Install

openclaw skills install @ai-mrscraper/mrscraper

MrScraper

Run AI-powered, unblockable web scraping, data extraction with natural language via the MrScraper API

Actions

This skill supports:

Opening blocked pages through unblocker (stealth browser + IP rotation)
Starting AI scraper runs from natural-language instructions
Rerunning existing scraper configurations on one or multiple URLs
Running manual workflow-based reruns
Fetching paginated results and detailed results by ID

This skill is API-only and does not depend on bundled local scripts.

Base URLs

Unblocker API: https://api.mrscraper.com
Platform API: https://api.app.mrscraper.com

Authentication

Use header-based auth on all endpoints:

http

x-api-token: <MRSCRAPER_API_TOKEN>
accept: application/json
content-type: application/json

How to get `MRSCRAPER_API_TOKEN`?

An API token lets your applications securely interact with MrScraper APIs and rerun scrapers created in the dashboard.

Follow these steps in the dashboard:

Click your User Profile at the top-right corner.
Select API Tokens.
Click New Token.
Enter a name and set an expiration date.
Click Create.
Copy the new token and store it securely as MRSCRAPER_API_TOKEN.
Use it in requests through the x-api-token header.

Security rule:

Never expose tokens in client-side code (browser/mobile app bundles).
Store tokens in environment variables or server-side secret managers.

Notes from the auth docs:

The API key works for all V3 Platform endpoints.
The same key can be used for endpoints on sync.scraper.mrscraper.com.
For access to endpoints on other hosts, contact support@mrscraper.com.

Install and Runtime

No local install step is required by this skill document.
No bundled scripts/ are required.
Calls are direct HTTPS requests to the two base URLs above.

Data and Scope

Data is sent only to api.app.mrscraper.com and api.mrscraper.com.
Responses may contain extracted page content and scrape metadata.
This skill does not define hidden persistence or background jobs.
Never expose tokens in logs, commits, or output.

Endpoints

1. Unblocker

Method: GET
URL: https://api.mrscraper.com
Auth: x-api-token header

Opens a target URL through stealth browsing and IP rotation, then returns HTML. Use this when direct access is blocked by captcha or anti-bot protections.

Query parameters:

Field	Type	Required	Default	Description
`url`	`string`	Yes	—	URL-encoded target URL
`timeout`	`number`	No	60	Max wait in seconds (example `120`)
`geoCode`	`string`	No	None	Geographic routing code (example `SG`)
`blockResources`	`boolean`	No	false	Block non-essential resources

Request example:

bash

curl --location 'https://api.mrscraper.com?timeout=120&geoCode=SG&url=https%3A%2F%2Fwww.lazada.sg%2Fproducts%2Fpdp-i111650098-s23209659764.html&blockResources=false' \
  -H "x-api-token: <MRSCRAPER_API_TOKEN>"

Response example:

html

<!doctype html>
<html>
  <head>...</head>
  <body>...</body>
</html>

Notes:

Prefer explicit geoCode and practical timeouts for repeatable behavior.
Only pass cookies when session-specific content is required.

2. Create AI Scraper

Method: POST
Host: https://api.app.mrscraper.com
Path: /api/v1/scrapers-ai
Auth: x-api-token

Create a new AI scraper run from natural-language instructions.

Payload parameters (for `agent`: `general` or `agent`: `listing`):

Field	Type	Required	Default	Description
`url`	string	Yes	—	Target URL
`message`	string	Yes	—	Extraction instruction
`agent`	string	No	general	The AI agent type to use for scraping: `general`, `listing`, or `map`
`proxyCountry`	string	No	None	ISO country code for proxy-based scraping

Payload parameters (for `agent`: `map`):

Field	Type	Required	Default	Description
`url`	`string`	Yes	—	Target URL
`agent`	`string`	No	map	The AI agent type to use for scraping (for this case it is `map`)
`maxDepth`	`number`	No	2	Maximum depth level for crawling links from the starting URL. 0 = only the starting URL, 1 = +direct links
`maxPages`	`number`	No	50	Maximum number of pages to scrape during the crawling process.
`limit`	`number`	No	1000	Maximum number of data records to extract across all pages. Scraping stops when this limit is reached.
`includePatterns`	`string`	No	""	Regex patterns to include (separate multiple with `\|\|`)
`excludePatterns`	`string`	No	""	Regex patterns to exclude (separate multiple with `\|\|`)

Request example:

bash

curl -X POST "https://api.app.mrscraper.com/api/v1/scrapers-ai" \
  -H "x-api-token: <MRSCRAPER_API_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.html",
    "message": "Extract title, price, stocks, and rating",
    "agent": "general"
  }'

Response example:

json

{
  "id": "497f6eca-6276-4993-bfeb-53cbbbba6f08",
  "createdAt": "2019-08-24T14:15:22Z",
  "createdById": "e13e432a-5323-4484-a91d-b5969bc564d9",
  "updatedAt": "2019-08-24T14:15:22Z",
  "updatedById": "d8bc6076-4141-4a88-80b9-0eb31643066f",
  "deletedAt": "2019-08-24T14:15:22Z",
  "deletedById": "8ef578ad-7f1e-4656-b48b-b1b4a9aaa1cb",
  "userId": "2c4a230c-5085-4924-a3e1-25fb4fc5965b",
  "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
  "type": "AI",
  "url": "http://example.com",
  "status": "Finished",
  "error": "string",
  "tokenUsage": 0,
  "runtime": 0,
  "data": {}, // MAIN SCRAPED DATA
  "htmlPath": "string",
  "recordingPath": "string",
  "screenshotPath": "string",
  "dataPath": "string"
}

Notes:

Choose agent type correctly as each agent is specialized for specified use cases. Use general for most standard web scraping tasks. The go to agent if the user doesn't specify or the connected LLM is not confident about the type of page. But mostly used for scraping product page, but handles any type of page very well as well. Use listing for scraping listing pages like product listings, job listings, etc. Choose this if the connected LLM can confidently identify whether the given URL is a listing page. Use map for crawling and getting all subdomain or subpages of a website. Choose this if the user specifies that the given URL is a website and not a specific page. For map agent type, there is a special args that can be used to configure the scraping process.
For the map agent, you can use special arguments to control crawling:
maxDepth (lower values 1–2 for focused scraping, max 3 recommended),
maxPages (limits total pages regardless of depth),
limit (caps total records extracted),
and includePatterns/excludePatterns (regex patterns separated by || to specify which URLs to crawl or skip, e.g., */products/*||*/blog/* or */cart/*||*.pdf).
If includePatterns is an empty string, all URLs are included. If excludePatterns is an empty string, no URLs are excluded.

3. Rerun AI Scraper

Method: POST
Host: https://api.app.mrscraper.com
Path: /api/v1/scrapers-ai-rerun
Auth: x-api-token

Reruns an existing scraper configuration on a new URL.

Payload parameters:

Field	Type	Required	Default	Description
`scraperId`	`string`	Yes	—	Scraper ID retrieved from created AI scraper
`url`	`string`	Yes	—	Target URL

Optional payload parameters for `map` agent:

Field	Type	Required	Default	Description
`maxDepth`	number	No	2	Crawl depth
`maxPages`	number	No	50	Maximum pages to crawl
`limit`	number	No	1000	Result limit
`includePatterns`	string	No	""	Regex patterns to include (separate multiple with `\|\|`)
`excludePatterns`	string	No	""	Regex patterns to exclude (separate multiple with `\|\|`)

Request example:

bash

curl -X POST "https://api.app.mrscraper.com/api/v1/scrapers-ai-rerun" \
  -H "accept: application/json" \
  -H "x-api-token: <MRSCRAPER_API_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{
    "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
    "url": "https://shopee.sg/"
  }'

Response example:

json

{
  "message": "Successful operation!",
  "data": {
    "id": "497f6eca-6276-4993-bfeb-53cbbbba6f08",
    "createdAt": "2019-08-24T14:15:22Z",
    "createdById": "e13e432a-5323-4484-a91d-b5969bc564d9",
    "updatedAt": "2019-08-24T14:15:22Z",
    "updatedById": "d8bc6076-4141-4a88-80b9-0eb31643066f",
    "deletedAt": "2019-08-24T14:15:22Z",
    "deletedById": "8ef578ad-7f1e-4656-b48b-b1b4a9aaa1cb",
    "userId": "2c4a230c-5085-4924-a3e1-25fb4fc5965b",
    "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
    "type": "Rerun-AI",
    "url": "http://example.com",
    "status": "Finished",
    "error": "string",
    "tokenUsage": 0,
    "runtime": 0,
    "data": {}, // MAIN SCRAPED DATA
    "htmlPath": "string",
    "recordingPath": "string",
    "screenshotPath": "string",
    "dataPath": "string",
    "htmlContent": "string"
  }
}

4. Bulk Rerun AI Scraper

Method: POST
Host: https://api.app.mrscraper.com
Path: /api/v1/scrapers-ai-rerun/bulk
Auth: x-api-token

Runs one scraper configuration over multiple URLs.

Payload parameters:

Field	Type	Required	Default	Description
`scraperId`	`string`	Yes	—	Existing AI scraper configuration ID
`urls`	`array[string]`	Yes	—	Target URLs to run

Request example:

bash

curl -X POST "https://api.app.mrscraper.com/api/v1/scrapers-ai-rerun/bulk" \
  -H "x-api-token: " \
  -H "Content-Type: application/json" \
  -d '{
    "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
    "urls": [
      "https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.html",
      "https://books.toscrape.com/catalogue/tipping-the-velvet_999/index.html",
      "https://books.toscrape.com/catalogue/soumission_998/index.html"
    ]
  }'

Response example:

json

{
  "message": "Bulk rerun started successfully",
  "data": {
    "bulkResultId": "f89f8f58-3c9a-42e5-a72e-59fa6c389f09",
    "status": "Running",
    "totalUrls": 3
  }
}

5. Rerun Manual Scraper

Method: POST
Host: https://api.app.mrscraper.com
Path: /api/v1/scrapers-manual-rerun
Auth: x-api-token

Executes a rerun using a manual browser workflow.

Creating a Manual Scraper

Before calling the manual rerun endpoint, you need to create and save a manual scraper from the dashboard. Follow these steps:

Open the MrScraper dashboard and go to Scraper.
Click New Manual Scraper +.
Enter your target URL.
Add workflow steps that match your site's behavior (e.g., Input, Click, Delay, Extract, Inject JavaScript).
Configure pagination if needed (using options like Query Pagination, Directory Pagination, or Next Page Link).
Test and save the scraper, then copy its scraperId to use in API reruns.

Payload parameters:

Field	Type	Required	Default	Description
`scraperId`	`string`	Yes	—	ID of the manual scraper to rerun.
`url`	`string`	Yes	—	Target URL for the rerun.
`workflow`	`array<object>`	No	None	Allows overriding the saved workflow steps. By default, uses the workflow saved during manual creation.

Request example:

bash

curl -X POST "https://api.app.mrscraper.com/api/v1/scrapers-manual-rerun" \
  -H "accept: application/json" \
  -H "x-api-token: " \
  -H "Content-Type: application/json" \
  -d '{
    "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
    "url": "https://books.toscrape.com/",
    "workflow": [
      {
        "type": "extract",
        "data": {
          "extraction_type": "text",
          "attribute": null,
          "name": "book",
          "selector": "h3 a"
        }
      }
    ],
    "record": false,
    "paginator": {
      "type": "query_pagination",
      "max_page": 1,
      "enabled": false
    }
  }'

Response example:

json

{
  "message": "Successful operation!",
  "data": {
    "id": "497f6eca-6276-4993-bfeb-53cbbbba6f08",
    "createdAt": "2019-08-24T14:15:22Z",
    "createdById": "e13e432a-5323-4484-a91d-b5969bc564d9",
    "updatedAt": "2019-08-24T14:15:22Z",
    "updatedById": "d8bc6076-4141-4a88-80b9-0eb31643066f",
    "deletedAt": "2019-08-24T14:15:22Z",
    "deletedById": "8ef578ad-7f1e-4656-b48b-b1b4a9aaa1cb",
    "userId": "2c4a230c-5085-4924-a3e1-25fb4fc5965b",
    "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
    "type": "Rerun-AI",
    "url": "http://example.com",
    "status": "Finished",
    "error": "string",
    "tokenUsage": 0,
    "runtime": 0,
    "data": {}, // MAIN SCRAPED DATA
    "htmlPath": "string",
    "recordingPath": "string",
    "screenshotPath": "string",
    "dataPath": "string",
    "htmlContent": "string"
  }
}

6. Bulk Rerun Manual Scraper

Method: POST
Host: https://api.app.mrscraper.com
Path: /api/v1/scrapers-manual-rerun/bulk
Auth: x-api-token

Runs one scraper configuration over multiple URLs.

Payload parameters:

Field	Type	Required	Default	Description
`scraperId`	`string`	Yes	—	Existing manual scraper configuration ID
`urls`	`array[string]`	Yes	—	Target URLs to run

Request example:

bash

curl -X POST "https://api.app.mrscraper.com/api/v1/scrapers-manual-rerun/bulk" \
  -H "x-api-token: " \
  -H "Content-Type: application/json" \
  -d '{
    "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
    "urls": [
      "https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.html",
      "https://books.toscrape.com/catalogue/tipping-the-velvet_999/index.html",
      "https://books.toscrape.com/catalogue/soumission_998/index.html"
    ]
  }'

Response example:

json

{
  "message": "Bulk rerun started successfully",
  "data": {
    "bulkResultId": "f89f8f58-3c9a-42e5-a72e-59fa6c389f09",
    "status": "Running",
    "totalUrls": 3
  }
}

7. Fetch Results

Method: GET
Host: https://api.app.mrscraper.com
Path: /api/v1/results
Auth: x-api-token

Returns paginated scrape results.

Query parameters:

Field	Type	Required	Default	Description
`sortField`	string	Yes	`updatedAt`	Sort column
`sortOrder`	string	Yes	`DESC`	Sort direction
`page`	number	Yes	1	Page number
`pageSize`	number	Yes	10	Items per page
`search`	string	No	None	Search keyword
`dateRangeColumn`	string	No	`createdAt`	Date field to filter
`startAt`	string	No	None	Date range start (ISO)
`endAt`	string	No	None	Date range end (ISO)

Notes:

sortField options: createdAt, updatedAt, id, type, url, status, error, tokenUsage, runtime
sortOrder options: ASC, DESC
dateRangeColumn options: createdAt, updatedAt

Request example:

bash

curl -X GET "https://api.app.mrscraper.com/api/v1/results?sortField=updatedAt&sortOrder=DESC&pageSize=10&page=1" \
  -H "accept: application/json" \
  -H "x-api-token: <MRSCRAPER_API_TOKEN>"

Response example:

json

{
  "message": "Successful fetch",
  "data": [
    {
      "createdAt": "2025-11-11T09:50:09.722Z",
      "id": "497f6eca-6276-4993-bfeb-53cbbbba6f08",
      "userId": "2c4a230c-5085-4924-a3e1-25fb4fc5965b",
      "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
      "type": "AI",
      "url": "http://example.com",
      "status": "Finished",
      "error": "string",
      "tokenUsage": 5,
      "runtime": 0,
      "data": "{ \"title\": \"Product A\", \"price\": \"$10\" }",
      "htmlPath": "string",
      "recordingPath": "string",
      "screenshotPath": "string",
      "dataPath": "string"
    }
  ],
  "meta": {
    "page": 1,
    "pageSize": 10,
    "total": 1,
    "totalPage": 1
  }
}

8. Fetch Detailed Result by ID

Method: GET
Host: https://api.app.mrscraper.com
Path: /api/v1/results/{id}
Auth: x-api-token

Returns one detailed result object for a specific result ID.

Query parameters:

Field	Type	Required	Default	Description
`id`	`string`	Yes	—	Result ID

Request example:

bash

curl -X GET "https://api.app.mrscraper.com/api/v1/results/497f6eca-6276-4993-bfeb-53cbbbba6f08" \
  -H "accept: application/json" \
  -H "x-api-token: <MRSCRAPER_API_TOKEN>"

Response example:

json

{
  "message": "Successful fetch",
  "data": [
    {
      "createdAt": "2025-11-11T09:50:09.722Z",
      "id": "497f6eca-6276-4993-bfeb-53cbbbba6f08",
      "userId": "2c4a230c-5085-4924-a3e1-25fb4fc5965b",
      "scraperId": "6695bf87-aaa6-46b0-b1ee-88586b222b0b",
      "type": "AI",
      "url": "http://example.com",
      "status": "Finished",
      "error": "string",
      "tokenUsage": 5,
      "runtime": 0,
      "data": "string",
      "htmlPath": "string",
      "recordingPath": "string",
      "screenshotPath": "string",
      "dataPath": "string"
    }
  ]
}

Errors

Standard platform API errors:

Status	Meaning
`400`	Invalid request payload
`401`	Missing or invalid API token
`404`	Scraper or result not found
`429`	Rate limit exceeded
`500`	Internal scraper error

Error format:

json

{
  "message": "string",
  "error": "string",
  "statusCode": "number"
}

Operating Rules

Validate required fields before every call.
Use pagination for large result sets.
Retry on 429 with exponential backoff.
Never expose credentials in outputs.

MrScraper

Install

MrScraper

Actions

Base URLs

Authentication

How to get MRSCRAPER_API_TOKEN?

Install and Runtime

Data and Scope

Endpoints

1. Unblocker

Query parameters:

Request example:

Response example:

Notes:

2. Create AI Scraper

Payload parameters (for agent: general or agent: listing):

Payload parameters (for agent: map):

Request example:

Response example:

Notes:

3. Rerun AI Scraper

Payload parameters:

Optional payload parameters for map agent:

Request example:

Response example:

4. Bulk Rerun AI Scraper

Payload parameters:

Request example:

Response example:

5. Rerun Manual Scraper

Creating a Manual Scraper

Payload parameters:

Request example:

Response example:

6. Bulk Rerun Manual Scraper

Payload parameters:

Request example:

Response example:

7. Fetch Results

Query parameters:

Notes:

Request example:

Response example:

8. Fetch Detailed Result by ID

Query parameters:

Request example:

Response example:

Errors

Operating Rules

Related skills

How to get `MRSCRAPER_API_TOKEN`?

Payload parameters (for `agent`: `general` or `agent`: `listing`):

Payload parameters (for `agent`: `map`):

Optional payload parameters for `map` agent: