langchain-mrscraper

LangChain tools for the MrScraper Python SDK. The toolkit exposes the same ten public services as mrscraper-sdk>=0.7.0.

Installation

pip install -U langchain-mrscraper

The Python SDK and LangChain Core are installed automatically.

Quick start

import os
from langchain_mrscraper import MrScraperJSON, MrScraperToolkit

os.environ["MRSCRAPER_API_KEY"] = "your-token"

tools = MrScraperToolkit().get_tools()
result = MrScraperJSON().invoke({
    "url": "http://cireba.com/cayman-islands-real-estate-listings/",
    "prompt": "Extract property names, prices, locations, and listing URLs.",
})
print(result)

Every tool supports .invoke(...) and await .ainvoke(...). Authentication can be supplied through token, mrscraper_api_key, MRSCRAPER_API_KEY, or MRSCRAPER_API_TOKEN (in that order). You can also inject an existing mrscraper.MrScraper client using client=....

Available tools

HTML, Markdown, and screenshot flags are selected inside the SDK and are absent from tool parameters. The shared low-level request method is internal. JSON extraction always uses the general agent; multiple-page extraction uses listing; sitemap discovery uses map.

Select tools for an agent

from langchain_mrscraper import MrScraperToolkit

tools = MrScraperToolkit(
    token="your-token",
    tool_names=["mrscraper_scraper_json", "mrscraper_scraper_sitemap"],
).get_tools()

load_mrscraper_tools(...) accepts the same configuration. tool_names filters by the exact names above; an empty list returns no tools.

Sitemap patterns and listing extraction

from langchain_mrscraper import MrScraperMultiplePage, MrScraperSitemap

listing = MrScraperMultiplePage().invoke({
    "url": "http://cireba.com/cayman-islands-real-estate-listings/",
    "prompt": "Extract all property listings with prices and URLs.",
    "max_pages": 3,
})

sitemap = MrScraperSitemap().invoke({
    "url": "https://docs.mrscraper.com",
    "max_depth": 2,
    "max_pages": 3,
    "limit": 1000,
    "include_patterns": r"/products/.*",
    "exclude_patterns": r"/blog/.*",
})

Patterns are passed unchanged as includePatterns and excludePatterns in the API JSON body. Omit them to leave the corresponding fields unset.

Brand jobs and binary output

import base64
import json
from pathlib import Path
from langchain_mrscraper import MrScraperBrand, MrScraperGetBrand

job = MrScraperBrand().invoke({"url": "https://www.brooksrunning.com", "bundle": "clean"})
print(job)  # Read the job ID from the API response.

result = json.loads(MrScraperGetBrand().invoke({"job_id": "YOUR_JOB_ID", "output": "bundle"}))
Path("brand.zip").write_bytes(base64.b64decode(result["data"]["base64"]))

Omit output to retrieve job metadata, or use html, bundle, screenshot, or screenshot_full to download a file. Tool results are JSON strings containing the SDK's status_code, data, and headers. Binary image/ZIP data is represented losslessly as {"encoding": "base64", "base64": "...", "size_bytes": 123}. HTML remains text and JSON remains structured data. The content type is retained in headers.

Google search

from langchain_mrscraper import MrScraperWebSearch

result = MrScraperWebSearch().invoke({
    "url": "Cayman Islands real estate",  # A Google search URL also works.
    "raw": False,
    "format": "json",
    "region": "us",
    "language": "en",
    "page": 1,
})

Search delegates to the Python SDK's /api/google/serp/v2/sync service. The SDK compatibility default is raw=True, which selects HTML and overrides format; set raw=False for JSON. Search also accepts render_js and a positive timeout (default 600 seconds).

Shared scraping controls

HTML, Markdown, JSON, listing, sitemap, and brand tools accept timeout (120 seconds by default), geo_code, proxy_country, block_resources, browser_rendering, super, use_proxy, proxy, wait_for_selector, wait_until, home_page (API warmStart), bypass_proxy, cookie_jar, headers, max_retries, token_cap, stream, and discard_token_secret.

Screenshot accepts the same controls except browser_rendering, which the SDK always enables, and adds full_page. get_brand accepts job_id, output, and timeout; account accepts timeout (30 seconds by default). Invalid URLs, limits, bundle/output values, or unsupported fields are rejected by the tool schema before making a request.

Migration from the earlier integration

MrScraperFetchHTML and MrScraperGoogleSerp remain import aliases for MrScraperHTML and MrScraperWebSearch; they now use the current SDK services and current tool names. Update filters from mrscraper_fetch_html to mrscraper_scraper_html and from mrscraper_google_serp to mrscraper_web_search. The old search session_cookie argument is removed.

The earlier MrScraperCreateScraper, AI/manual rerun, bulk rerun, and result-list/retrieve tools are removed because those methods are absent from the current SDK. For extraction, use MrScraperJSON or MrScraperMultiplePage and rename message to prompt. For map discovery, use MrScraperSitemap and its crawl/pattern controls. For brand follow-up, use MrScraperGetBrand with the brand job ID. These services return their API results directly.

Testing

pip install -e '.[dev]'
pytest tests/unit_tests -v
pytest -m 'not integration'

Live smoke tests are opt-in and consume API quota:

MRSCRAPER_RUN_LIVE=1 MRSCRAPER_API_KEY=your-token pytest tests/integration_tests -m integration -v

Local release workflow

1. Update version in pyproject.toml when ready to release.
2. Build: python -m build.
3. Validate: python -m twine check dist/*.
4. Upload to TestPyPI: python -m twine upload --repository testpypi dist/*.
5. Verify installation, then upload to PyPI: python -m twine upload dist/*.

Provider and per-tool documentation for a LangChain docs submission live in docs/providers/mrscraper.mdx and docs/tools/*.mdx.