MrScraper

---

name: mrscraper description: Run AI-powered, unblockable web scraping, data extraction with natural language via the MrScraper API tags: [scraping, data-extraction, web-crawling, stealth-browser, web-automation]

homepage: https://mrscraper.com/ vendor: MrScraper support_email: support@mrscraper.com

required_env_vars: [MRSCRAPER_API_TOKEN] primary_credential: MRSCRAPER_API_TOKEN

metadata: {"openclaw":{"requires":{"env":["MRSCRAPER_API_TOKEN"]},"primaryEnv":"MRSCRAPER_API_TOKEN"}}

network: {"allowed_hosts":["api.mrscraper.com","api.app.mrscraper.com","sync.scraper.mrscraper.com"]}

---

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=

Platform API auth

Use header-based auth on platform endpoints:

x-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:

| Field | Type | Required | Default | Description | | ---------------- | --------- | -------- | ------- | --------------------------------------- | | token | string | Yes | — | Unblocker token (MRSCRAPER_API_TOKEN) | | 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:

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

#### Response example:

  ...
  ...

#### 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:

curl -X POST "https://api.app.mrscraper.com/api/v1/scrapers-ai" \
  -H "x-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:
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:

curl -X POST "https://api.app.mrscraper.com/api/v1/scrapers-ai-rerun" \
  -H "accept: application/json" \
  -H "x-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:

| Field | Type | Required | Default | Description | | ----------- | --------------- | -------- | ------- | --------------------------------- | | scraperId | string | Yes | — | Existing AI scraper configuration ID | | urls | array[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:

| 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