ClawHub

MrScraper

v1.0.4

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

2· 662· 5 versions· 0 current· 0 all-time· Updated 4h ago· MIT-0
byMrScraper@ai-mrscraper

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Install

openclaw skills install 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

Unblocker API auth

Use query-param auth on unblocker endpoint:

  • token=<MRSCRAPER_API_TOKEN>

Platform API auth

Use header-based auth on platform endpoints:

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:

  1. Click your User Profile at the top-right corner.
  2. Select API Tokens.
  3. Click New Token.
  4. Enter a name and set an expiration date.
  5. Click Create.
  6. Copy the new token and store it securely as MRSCRAPER_API_TOKEN.
  7. 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: token query parameter

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:

FieldTypeRequiredDefaultDescription
tokenstringYes—Unblocker token (MRSCRAPER_API_TOKEN)
urlstringYes—URL-encoded target URL
timeoutnumberNo60Max wait in seconds (example 120)
geoCodestringNoNoneGeographic routing code (example SG)
blockResourcesbooleanNofalseBlock non-essential resources

Request example:

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

Response example:

<!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):

FieldTypeRequiredDefaultDescription
urlstringYes—Target URL
messagestringYes—Extraction instruction
agentstringNogeneralThe AI agent type to use for scraping: general, listing, or map
proxyCountrystringNoNoneISO country code for proxy-based scraping

Payload parameters (for agent: map):

FieldTypeRequiredDefaultDescription
urlstringYes—Target URL
agentstringNomapThe AI agent type to use for scraping (for this case it is map)
maxDepthnumberNo2Maximum depth level for crawling links from the starting URL.<br>0 = only the starting URL, 1 = +direct links
maxPagesnumberNo50Maximum number of pages to scrape during the crawling process.
limitnumberNo1000Maximum number of data records to extract across all pages. Scraping stops when this limit is reached.
includePatternsstringNo""Regex patterns to include (separate multiple with ||)
excludePatternsstringNo""Regex patterns to exclude (separate multiple with ||)

Request example:

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:

{
  "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:<br>maxDepth (lower values 1–2 for focused scraping, max 3 recommended),<br>maxPages (limits total pages regardless of depth),<br>limit (caps total records extracted),<br>and includePatterns/excludePatterns (regex patterns separated by || to specify which URLs to crawl or skip, e.g., */products/*||*/blog/* or */cart/*||*.pdf).<br>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:

FieldTypeRequiredDefaultDescription
scraperIdstringYes—Scraper ID retrieved from created AI scraper
urlstringYes—Target URL

Optional payload parameters for map agent:

FieldTypeRequiredDefaultDescription
maxDepthnumberNo2Crawl depth
maxPagesnumberNo50Maximum pages to crawl
limitnumberNo1000Result limit
includePatternsstringNo""Regex patterns to include (separate multiple with ||)
excludePatternsstringNo""Regex patterns to exclude (separate multiple with ||)

Request example:

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:

{
  "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:

FieldTypeRequiredDefaultDescription
scraperIdstringYes—Existing AI scraper configuration ID
urlsarray[string]Yes—Target URLs to run

Request example:

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:

{
  "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:

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

Payload parameters:

FieldTypeRequiredDefaultDescription
scraperIdstringYes—ID of the manual scraper to rerun.
urlstringYes—Target URL for the rerun.
workflowarray<object>NoNoneAllows overriding the saved workflow steps. By default, uses the workflow saved during manual creation.

Request example:

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:

{
  "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:

FieldTypeRequiredDefaultDescription
scraperIdstringYes—Existing manual scraper configuration ID
urlsarray[string]Yes—Target URLs to run

Request example:

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:

{
  "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:

FieldTypeRequiredDefaultDescription
sortFieldstringYesupdatedAtSort column
sortOrderstringYesDESCSort direction
pagenumberYes1Page number
pageSizenumberYes10Items per page
searchstringNoNoneSearch keyword
dateRangeColumnstringNocreatedAtDate field to filter
startAtstringNoNoneDate range start (ISO)
endAtstringNoNoneDate 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:

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:

{
  "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:

FieldTypeRequiredDefaultDescription
idstringYes—Result ID

Request example:

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:

{
  "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:

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

Error format:

{
  "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.

Version tags

latestvk97epzjn8bgzwx3q6qa2zhkc4x829dwp

Runtime requirements

EnvMRSCRAPER_API_TOKEN
Primary envMRSCRAPER_API_TOKEN