Scrapeless Scraping API

Scrapeless는 광범위한 parameter 커스터마이징과 다중 형식 export 지원을 통해 유연하고 기능이 풍부한 데이터 수집 서비스를 제공합니다. 이러한 기능은 LangChain이 외부 데이터를 보다 효과적으로 통합하고 활용할 수 있도록 지원합니다. 핵심 기능 모듈은 다음과 같습니다: DeepSerp

Google Search: 모든 결과 유형에 걸쳐 Google SERP 데이터의 포괄적인 추출을 가능하게 합니다.
- 지역별 검색 결과를 검색하기 위해 지역화된 Google domain 선택을 지원합니다 (예: google.com, google.ad).
- 첫 페이지 이후의 결과를 검색하기 위한 pagination을 지원합니다.
- 중복되거나 유사한 콘텐츠를 제외할지 제어하는 검색 결과 필터링 토글을 지원합니다.
Google Trends: 시간 경과에 따른 인기도, 지역별 관심도, 관련 검색을 포함한 Google의 키워드 트렌드 데이터를 검색합니다.
- 다중 키워드 비교를 지원합니다.
- 여러 데이터 유형을 지원합니다: interest_over_time, interest_by_region, related_queries, related_topics.
- 소스별 트렌드 분석을 위해 특정 Google 속성(Web, YouTube, News, Shopping)별 필터링을 허용합니다.

Universal Scraping

JavaScript가 많이 사용되는 최신 웹사이트를 위해 설계되어 동적 콘텐츠 추출을 허용합니다.
- 지역 제한을 우회하고 안정성을 향상시키기 위한 글로벌 프리미엄 proxy 지원.

Crawler

Crawl: 웹사이트와 연결된 페이지를 재귀적으로 크롤링하여 사이트 전체 콘텐츠를 추출합니다.
- 구성 가능한 크롤링 깊이와 범위가 지정된 URL 타겟팅을 지원합니다.
Scrape: 높은 정밀도로 단일 웹페이지에서 콘텐츠를 추출합니다.
- 광고, footer 및 기타 필수적이지 않은 요소를 제외하는 “주요 콘텐츠만” 추출을 지원합니다.
- 여러 독립 URL의 일괄 스크래핑을 허용합니다.

Overview

Integration details

Class	Package	Serializable	JS support	Version
ScrapelessDeepSerpGoogleSearchTool	langchain-scrapeless	✅	❌
ScrapelessDeepSerpGoogleTrendsTool	langchain-scrapeless	✅	❌

Tool features

Native async	Returns artifact	Return data
✅	❌	Tool에 따른 검색 결과

Setup

이 integration은 langchain-scrapeless package에 포함되어 있습니다. !pip install langchain-scrapeless

Credentials

이 tool을 사용하려면 Scrapeless API key가 필요합니다. 환경 변수로 설정할 수 있습니다:

import os

os.environ["SCRAPELESS_API_KEY"] = "your-api-key"

Instantiation

ScrapelessDeepSerpGoogleSearchTool

여기서는 ScrapelessDeepSerpGoogleSearchTool의 instance를 인스턴스화하는 방법을 보여줍니다. 범용 정보 검색 엔진을 사용하면 모든 데이터 정보를 검색할 수 있습니다.

모든 데이터 정보를 검색합니다.
설명 쿼리(예: “why”, “how”)를 처리합니다.
비교 분석 요청을 지원합니다.

이 tool은 다음 parameter를 허용합니다:

q: (str) 검색 쿼리 문자열. inurl:, site:, intitle:, as_eq 등과 같은 고급 Google 구문을 지원합니다.
hl: (str) 결과 콘텐츠의 언어 코드, 예: en, es, fr. 기본값: 'en'.
gl: (str) 지역별 결과 타겟팅을 위한 국가 코드, 예: us, uk, de. 기본값: 'us'.
google_domain: (str) 사용할 Google domain (예: 'google.com', 'google.co.jp'). 기본값: 'google.com'.
start: (int) 결과 offset을 정의합니다. 주어진 수의 결과를 건너뜁니다. pagination에 사용됩니다. 예시:
- 0 (기본값): 첫 번째 결과 페이지
- 10: 두 번째 페이지
- 20: 세 번째 페이지
num: (int) 반환할 최대 결과 수를 정의합니다. 예시:
- 10 (기본값): 10개의 결과 반환
- 40: 40개의 결과 반환
- 100: 100개의 결과 반환
ludocid: (str) 스크래핑하려는 Google My Business listing의 ID (CID)를 정의합니다. Google Place ID로도 알려져 있습니다.
kgmid: (str) 스크래핑하려는 Google Knowledge Graph listing의 ID (KGMID)를 정의합니다. Google Knowledge Graph ID로도 알려져 있습니다. kgmid parameter를 사용한 검색은 원래 암호화된 검색 parameter에 대한 결과를 반환합니다. 일부 검색의 경우 kgmid는 start와 num을 제외한 다른 모든 parameter를 재정의할 수 있습니다.
ibp: (str) 일부 요소의 layout 및 확장 렌더링을 담당합니다. 예시: gwp;0,7은 확장된 knowledge graph를 위해 ludocid로 검색을 확장합니다.
cr: (str) 검색을 제한할 하나 이상의 국가를 정의합니다. country{두 글자 국가 코드} 형식을 사용하며 |로 구분됩니다. 예시:
- countryFR|countryDE는 프랑스어 및 독일어 페이지만 검색합니다.
lr: (str) 검색을 제한할 하나 이상의 언어를 정의합니다. lang_{두 글자 언어 코드} 형식을 사용하며 |로 구분됩니다. 예시:
- lang_fr|lang_de는 프랑스어 및 독일어 페이지만 검색합니다.
tbs: (str) 일반 쿼리 필드에서는 불가능한 고급 검색 parameter를 정의합니다. 다음에 대한 고급 검색을 포함합니다:
- patents
- dates
- news
- videos
- images
- apps
- text contents
safe: (str) 성인 콘텐츠 필터링 수준을 정의합니다. 값:
- active: 노골적인 콘텐츠 흐리게 처리
- off: 필터링 없음
nfpr: (str) 원래 쿼리의 철자가 틀렸을 때 자동 수정된 쿼리의 결과 제외를 정의합니다. 값:
- 1: 이러한 결과 제외
- 0 (기본값): 포함
- 참고: 다른 결과를 사용할 수 없는 경우 Google이 자동 수정된 결과를 반환하는 것을 방지하지 못할 수 있습니다.
filter: (str) 'Similar Results' 및 'Omitted Results' 필터가 켜져 있는지 꺼져 있는지 정의합니다. 값:
- 1 (기본값): 필터 활성화
- 0: 필터 비활성화
tbm: (str) 수행할 검색 유형을 정의합니다. 값:
- none: 일반 Google Search
- isch: Google Images
- lcl: Google Local
- vid: Google Videos
- nws: Google News
- shop: Google Shopping
- pts: Google Patents
- jobs: Google Jobs

ScrapelessDeepSerpGoogleTrendsTool

여기서는 ScrapelessDeepSerpGoogleTrendsTool의 instance를 인스턴스화하는 방법을 보여줍니다. 이 tool을 사용하면 Scrapeless API를 사용하여 locale, category 및 결과 유형에 대한 세밀한 제어를 통해 Google Trends에서 실시간 또는 과거 트렌드 데이터를 쿼리할 수 있습니다. 이 tool은 다음 parameter를 허용합니다:

q (필수, str): 검색하려는 쿼리를 정의하는 parameter입니다. 일반 Google Trends 검색에서 사용하는 모든 것을 사용할 수 있습니다. 검색당 최대 쿼리 수는 5개입니다. (이는 interest_over_time 및 compared_breakdown_by_region 데이터 유형에만 적용됩니다.) 다른 유형의 데이터는 검색당 1개의 쿼리만 허용합니다.
data_type (선택, str): 검색할 데이터 유형. 기본값은 'interest_over_time'입니다. 옵션은 다음과 같습니다:
- autocomplete
- interest_over_time
- compared_breakdown_by_region
- interest_by_subregion
- related_queries
- related_topics
date (선택, str): 데이터를 가져올 날짜 범위를 정의합니다. 기본값은 'today 1-m'입니다. 지원되는 형식:
- 상대적: 'now 1-H', 'now 7-d', 'today 12-m', 'today 5-y', 'all'
- 사용자 지정 날짜 범위: '2023-01-01 2023-12-31'
- 시간 포함: '2023-07-01T10 2023-07-03T22'
hl (선택, str): 검색에 사용할 언어 코드. 기본값은 'en'입니다. 예시:
- 'es' (스페인어)
- 'fr' (프랑스어)
tz (선택, str): 시간대 offset. 기본값은 '420' (PST)입니다.
geo (선택, str): 검색의 지리적 출처를 정의하는 두 글자 국가 코드. 예시:
- 'US' (미국)
- 'GB' (영국)
- 'JP' (일본)
- 전 세계 검색의 경우 비워두거나 None으로 설정합니다.
cat (선택, CategoryEnum): 검색 컨텍스트를 좁히기 위한 category ID. 기본값은 'all_categories' (0)입니다. category는 다음을 포함할 수 있습니다:
- '0' – 모든 category
- '3' – News, '29' – Sports 등

Invocation

ScrapelessDeepSerpGoogleSearchTool

Basic Usage

from langchain_scrapeless import ScrapelessDeepSerpGoogleSearchTool

tool = ScrapelessDeepSerpGoogleSearchTool()

# Basic usage
result = tool.invoke("I want to know Scrapeless")
print(result)

{'inline_images': [{'position': 1, 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTyTSMoVoK_U4eIL_sta9g-jpa0WkrHb8g4Ww&s', 'related_content_id': 'W25Uu31q8mmB1M,IdsKzFwOrIHamM', 'related_content_link': 'https://www.google.com/search/about-this-image?img=H4sIAAAAAAAA_wEXAOj_ChUIobar4MzLg9aBARDb3NHa28-a-WmbHuN1FwAAAA%3D%3D&q=https://www.parsehub.com/blog/web-scraping-examples/&ctx=iv&hl=en-US', 'source': 'www.parsehub.com', 'source_logo': '', 'title': 'Web Scraping Examples: How are Businesses Using Web Scraping ...', 'link': 'https://www.parsehub.com/blog/web-scraping-examples/', 'original': 'https://www.parsehub.com/blog/content/images/2019/10/web-scraping-examples.jpg', 'original_width': 800, 'original_height': 400, 'in_stock': False, 'is_product': False}], 'inline_videos': [{'position': 1, 'title': 'How This AI Tool Makes Web Scraping Cheaper & 10x ...', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc', 'channel': 'SkillCurb', 'duration': '7:44', 'platform': 'YouTube', 'key_moments': [{'time': '00:00', 'title': 'Introduction', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=0', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQa-iXYOifpWDZZJLq8V45waX8C_mRTvar2rFgKASqipA&s'}, {'time': '00:20', 'title': 'Overview', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=20', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQ2I1-L6_cnRoz_nbhUYcLsG8KOjJL8aM2tMZAez_zigg&s'}, {'time': '01:20', 'title': 'How to Use SERP API', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=80', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRettKVpkN7yFSzZBeYPNhmhTdhzmjSJ3p4vTP9oY5VmA&s'}, {'time': '03:30', 'title': 'Additional Features', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=210', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRBSPraPiDau9kIyxZbygn_csUKH3q8Eop_E8jzYTyBOg&s'}, {'time': '07:05', 'title': 'Final Thoughts', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=425', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSiSXSUSq3hJH7XOukFzMfXWj7iVcb-F2b9Lwug0KjXHQ&s'}]}, {'position': 2, 'title': 'Finally! Web Scraping Without Code That ACTUALLY Works ...', 'link': 'https://www.youtube.com/watch?v=bQTxINH9GbI', 'channel': 'Execute Automation', 'duration': '15:44', 'platform': 'YouTube'}, {'position': 3, 'title': 'Web Scraping 101: How To Scrape 99% of Sites', 'link': 'https://www.youtube.com/watch?v=WYp0dmZOHXM&pp=0gcJCdgAo7VqN5tD', 'channel': 'Dorian Develops', 'duration': '18:58', 'platform': 'YouTube'}], 'metadata': {'engine': 'google.search', 'rawUrl': 'https://api.scrapeless.com/storage/scrapeless.scraper.google.search/806ff29bc59caf4b65eaaca9aea80740/b4b20ee690f50282a5919181c2d72ae5_1754948945.html'}, 'organic_results': [{'position': 1, 'title': 'Scrapeless: Effortless Web Scraping Toolkit', 'link': 'https://www.scrapeless.com/', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.scrapeless.com/&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECB0QAQ', 'favicon': 'data:image/png;base64,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', 'snippet': 'Scrapeless offers AI-powered, robust, and scalable web scraping and automation services trusted by leading enterprises. 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'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=50&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAM', '7': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=60&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAO', '8': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=70&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAQ', '9': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=80&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAS'}}, 'related_questions': [{'question': 'How much does simplescraper cost?', 'snippet': 'Simplescraper Pricing Plans Free: $0/month \\u2013 100 cloud scrape credits per month. Unlimited local (in-browser) scrapes, but limited cloud automation. Plus: $39/month \\u2013 ~6,000 cloud scrape credits. Adds recipe storage and priority email support.', 'date': 'May 20, 2025'}, {'question': 'Can websites detect scrapers?', 'snippet': "The number one way sites detect web scrapers is by examining their IP address and tracking how it's behaving. If the server finds a pattern, strange behaviors, or an impossible request frequency (to name a few) for a real user, the server can block the IP address from accessing the site again.", 'date': 'Jan 23, 2025'}, {'question': 'What is an example of scraping?', 'snippet': 'Web scraping refers to the extraction of web data on to a format that is more useful for the user. For example, you might scrape product information from an ecommerce website onto an excel spreadsheet. Although web scraping can be done manually, in most cases, you might be better off using an automated tool.', 'date': 'Feb 1, 2022'}, {'question': 'How do I scrape 99% of websites?', 'snippet': 'Bypass Anti-Bot Protections Websites often block scraping attempts using TLS fingerprinting or IP monitoring. To avoid these roadblocks: Use rotating proxies to mimic real users. Set headers, such as a custom User-Agent , to make requests look like they come from a browser.', 'date': 'Jan 15, 2025'}], 'related_searches': [{'block_position': '3', 'query': 'I want to know scrapeless javascript', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=I+want+to+know+scrapeless+javascript&sa=X&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q1QJ6BAg-EAE'}, {'block_position': '3', 'query': 'I want to know scrapeless github', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=I+want+to+know+scrapeless+github&sa=X&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q1QJ6BAg_EAE'}, {'block_position': '3', 'query': 'I want to know scrapeless html', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=I+want+to+know+scrapeless+html&sa=X&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q1QJ6BAg8EAE'}, {'block_position': '3', 'query': 'Zenrow', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Zenrow&sa=X&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q1QJ6BAg7EAE'}, {'block_position': '3', 'query': 'ZenRows tutorial', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=ZenRows+tutorial&sa=X&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q1QJ6BAg3EAE'}, {'block_position': '3', 'query': 'Zenrows screenshot', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Zenrows+screenshot&sa=X&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q1QJ6BAgrEAE'}], 'search_information': {'organic_results_state': 'Results for exact spelling', 'query_displayed': 'I want to know Scrapeless', 'total_results': 0, 'time_taken_displayed': ''}}

Advanced Usage with Parameters

from langchain_scrapeless import ScrapelessDeepSerpGoogleSearchTool

tool = ScrapelessDeepSerpGoogleSearchTool()

# Advanced usage
result = tool.invoke({"q": "Scrapeless", "hl": "en", "google_domain": "google.com"})
print(result)

{'inline_videos': [{'position': 1, 'title': 'How This AI Tool Makes Web Scraping Cheaper & 10x ...', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc', 'channel': 'SkillCurb', 'duration': '7:44', 'platform': 'YouTube', 'key_moments': [{'time': '00:00', 'title': 'Introduction', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=0', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQa-iXYOifpWDZZJLq8V45waX8C_mRTvar2rFgKASqipA&s'}, {'time': '00:20', 'title': 'Overview', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=20', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQ2I1-L6_cnRoz_nbhUYcLsG8KOjJL8aM2tMZAez_zigg&s'}, {'time': '01:20', 'title': 'How to Use SERP API', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=80', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRettKVpkN7yFSzZBeYPNhmhTdhzmjSJ3p4vTP9oY5VmA&s'}, {'time': '03:30', 'title': 'Additional Features', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=210', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRBSPraPiDau9kIyxZbygn_csUKH3q8Eop_E8jzYTyBOg&s'}, {'time': '07:05', 'title': 'Final Thoughts', 'link': 'https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=425', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSiSXSUSq3hJH7XOukFzMfXWj7iVcb-F2b9Lwug0KjXHQ&s'}]}, {'position': 2, 'title': '[100% DONE] How to Bypass Cloudflare | Fast & Secure ...', 'link': 'https://www.youtube.com/watch?v=5brhS7FpcuE', 'channel': 'Daniel | Tech & Data', 'duration': '10:10', 'platform': 'YouTube', 'key_moments': [{'time': '00:00', 'title': 'Scrapeless Review', 'link': 'https://www.youtube.com/watch?v=5brhS7FpcuE&t=0', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcT5fwopDijht5tfX5x2M2vdZ3EmXYZdSSUq-1aVO_f1uw&s'}, {'time': '00:41', 'title': 'What Is Scrapeless?', 'link': 'https://www.youtube.com/watch?v=5brhS7FpcuE&t=41', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRym_G7tzv4Oykpw1pJliD4-eTwdbS22UqSooTUJcGYGQ&s'}, {'time': '02:38', 'title': 'How to Bypass Cloudflare When Web Scraping Using Scrapeless Scraping Browser', 'link': 'https://www.youtube.com/watch?v=5brhS7FpcuE&t=158', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSG0OEEi89Kvgcje0HSledZVZG1XGF4VevxM0C_z1MPsw&s'}, {'time': '08:57', 'title': 'Final Thoughts', 'link': 'https://www.youtube.com/watch?v=5brhS7FpcuE&t=537', 'thumbnail': 'https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQaQKuz16Q7C5xPWWanLZYCeEo2VPAlj3FpKWXQ6lSbEg&s'}]}, {'position': 3, 'title': 'Scrapeless + N8N + Cline,Roo,Kilo : This CRAZY DEEP ...', 'link': 'https://www.youtube.com/watch?v=mDhdJWyo4uY', 'channel': 'AICodeKing', 'duration': '8:04', 'platform': 'YouTube'}], 'metadata': {'engine': 'google.search', 'rawUrl': 'https://api.scrapeless.com/storage/scrapeless.scraper.google.search/a68966fbee93aebd47a3cbac944eaab5/510b01c4cc6c1a898a06ceb6c8994451_1754948948.html'}, 'organic_results': [{'position': 1, 'snippet': 'Scrapeless offers AI-powered, robust, and scalable web scraping and automation services trusted by leading enterprises. Our enterprise-grade solutions are\xa0...', 'site_links': {'expanded': [{'title': 'Pricing', 'link': 'https://www.scrapeless.com/en/pricing', 'snippet': 'Scrapeless offers AI-powered, robust, and scalable web ...'}, {'title': 'Scraping Browser', 'link': 'https://www.scrapeless.com/en/product/scraping-browser', 'snippet': 'Scrapeless offers AI-powered, robust, and scalable web ...'}, {'title': 'Web Scraping Services', 'link': 'https://www.scrapeless.com/en/product', 'snippet': 'Experience AI-driven web scraping with Scrapeless! Try Scraping ...'}, {'title': 'Sign up', 'link': 'https://app.scrapeless.com/passport/register', 'snippet': 'Scrapeless is the best full-stack web scraping toolkit offering ...'}, {'title': 'Scraping API', 'link': 'https://www.scrapeless.com/en/product/scraping-api', 'snippet': 'Effortlessly extract structured data at scale from popular websites ...'}, {'title': 'More results from scrapeless.com\xa0»', 'link': '/search?q=Scrapeless+site:scrapeless.com&sca_esv=81a4eb9d017737df&gl=us&hl=en&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QrAN6BAgdEAE'}]}, 'source': 'ScrapelessScrapeless'}, {'position': 2, 'title': 'Scrapeless', 'link': 'https://github.com/scrapeless-ai', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://github.com/scrapeless-ai&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QFnoECBgQAQ', 'favicon': 'data:image/png;base64,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', 'snippet': 'Scrapeless.com offers an enterprise-grade, AI-driven web scraping toolkit designed to help businesses efficiently access public web data.', 'snippet_highlighted_words': ['enterprise-grade, AI-driven web scraping toolkit'], 'source': 'GitHub'}, {'position': 3, 'title': 'Scrapeless', 'link': 'https://www.linkedin.com/company/scrapeless', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.linkedin.com/company/scrapeless&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QFnoECEkQAQ', 'favicon': 'data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAAm0lEQVR4AWP4//8/RRhMyLfs3sNQvOk/KRikB24ATNB2yhEQJtoQuAEwzVAAYtPVAMJe4Cjf8l+0bsd/RkIGQAGc/ej9t/+TDt/7/+vPXzD/6Yfv/+2nHSXWAAT49P33/z9//4HZl559JM2Aqm3XwXyXGcfA/H///pFmgFj9DjCfp3IrTIgkA5ADbbAbQA6mKDPp9x7YBTOAIgwAVba5DGceMlQAAAAASUVORK5CYII=', 'snippet': 'Scrapeless has developed a powerful and flexible web scraping toolkit specifically designed for enterprises, enabling them to easily and efficiently access\xa0...', 'snippet_highlighted_words': ['Scrapeless'], 'source': 'LinkedIn\xa0·\xa0Scrapeless'}, {'position': 4, 'title': 'Scrapeless - Crunchbase Company Profile & Funding', 'link': 'https://www.crunchbase.com/organization/scrapeless', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.crunchbase.com/organization/scrapeless&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QFnoECEoQAQ', 'favicon': 'data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcBAMAAACAI8KnAAAAIVBMVEUTav8DZf8AXf9Xiv////+KrP8oc//O2/+kvv/0+P/b5v/gmsTqAAAAfklEQVR4AWOgNxASQOYxmgQSyWUSU2Q0CUpUgMqku3gompS4FAhAuFNWTGky8ezyhHAlPJQ0HUwmCbU0grnqTgxMikCjVIogXEcGgQSTIAYRCFfUXSnF0WSaUkkgxJ4ls1yCTFxWekFt0piyWNG8y7MJ5iQlRQYhISUBegYZAIzOGVhxAEKFAAAAAElFTkSuQmCC', 'snippet': 'Scrapeless is an innovative web scraping and data extraction company specializing in providing powerful, scalable, and flexible solutions for enterprises.', 'snippet_highlighted_words': ['an innovative web scraping and data extraction company'], 'source': 'Crunchbase'}, {'position': 5, 'title': 'Scrapeless Review: Hands-on Testing and My Opinion', 'link': 'https://geekflare.com/proxy/scrapeless-review/', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://geekflare.com/proxy/scrapeless-review/&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QFnoECE4QAQ', 'favicon': 'data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAtElEQVR4AWJwL/ChKyZL038vBh9Aa3VsAyAMA1G0pM0Q7MIc2YM9mCZ1JmARFoAgXWEh4KQvF7+yxRNJkVFHIMRO1RgIsNCGQYDt/A85xkGKaa+MGgQBprlDszGLJmMeTcY8mo2tDs3EZs3rH5qKqS+0R7CMDvch7Tawc1efRzoB9G3Wv7AAAhRgAQQowAJIUY85EN+pwSzIUWEAROgCnyeOAhCgCORoBSBAAYZAoQVgAEzoAqDcNlRrPzhlAAAAAElFTkSuQmCC', 'snippet': 'Apr 24, 2025 — Apr 24, 2025Scrapeless is an excellent choice for businesses, developers, and data professionals who need a powerful, AI-driven web scraping solution.', 'snippet_highlighted_words': ['Scrapeless'], 'source': 'Geekflare'}, {'position': 6, 'title': 'Read Customer Service Reviews of scrapeless.com', 'link': 'https://www.trustpilot.com/review/scrapeless.com', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.trustpilot.com/review/scrapeless.com&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QFnoECEwQAQ', 'favicon': 'data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAMAAABF0y+mAAAAaVBMVEUAAC4AAC0EUkkAACkHiWQAACgKs3oDP0EKvX8HgF8KuX0AACYJr3gKtnsBKTkBIjYAHjUAGTMDREQDPkELwoEETUgACzAIm20AACIGg1cCMTsCXDMARhMGd1sJoXAFd0oHlWMAEDEAFTKjCe25AAAAuUlEQVR4AWIY1ABQC1ngQAwCAfAotkjdXf7/x7qTxm8iyGQVWRb6lJgQ/CkpY/QzKwfgX3mxkFIYedGG0rat1f44neN6M34Atg2Bv9xd57AoZBEs2DOwENlXbYQJ2DeA4HtfKrbloaQdq1enSbpbSBOz40xvcblC5gYKWJQuK/9ngOs5LTRtZ9fYkErbUsaxBKmVkdUBaHqM+wagQEbWqF46QWq+4LdsuNrz8+Yt++H8wUNvFL1f/8sEsfMKSuZ/jrMAAAAASUVORK5CYII=', 'snippet': "Do you agree with Scrapeless's 4-star rating? Check out what 34 people have written so far, and share your own experience.", 'snippet_highlighted_words': ["Scrapeless's 4-star rating"], 'source': 'Trustpilot'}], 'pagination': {'current': 1, 'next': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=10&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8NMDegQICxAS', 'other_pages': {'2': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=10&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8tMDegQICxAE', '3': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=20&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8tMDegQICxAG', '4': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=30&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8tMDegQICxAI', '5': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=40&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8tMDegQICxAK', '6': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=50&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8tMDegQICxAM', '7': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=60&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8tMDegQICxAO', '8': 'https://www.google.com/search?q=Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=U2WaaKKoDKzc1sQPjs7p-Ak&start=70&sa=N&sstk=Ac65TH5XpLz_rkhp583Of7nAh8bK-zcYHvYSNYVUJ_2S4NE58P8BKBgFGrJXmXbv5UCifNmvb1_ZzdOwJ0hVniny2xj6gAe8z5cK_w&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q8tMDegQICxAQ'}}, 'related_questions': [{'question': 'What is scraping?', 'snippet': 'Scraping, in the context of computers, refers to the automated extraction of data from websites or other sources.'}, {'question': 'How much do web scrapers get paid?', 'snippet': 'Web scrapers can earn varying amounts depending on their experience, location, and the specific nature of their work (freelance vs. full-time, etc.).'}, {'question': 'Can sites detect web scraping?', 'snippet': "The number one way sites detect web scrapers is by examining their IP address and tracking how it's behaving. If the server finds a pattern, strange behaviors, or an impossible request frequency (to name a few) for a real user, the server can block the IP address from accessing the site again."}, {'question': 'Can AutoGPT do web scraping?', 'snippet': 'Web Scraping: AutoGPT can extract data from websites through web scraping. It can gather the necessary information based on the specific task you want to complete.', 'date': 'Nov 29, 2023'}], 'related_searches': [{'block_position': '3', 'query': 'Scrapeless Shopee', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Scrapeless+Shopee&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAhNEAE'}, {'block_position': '3', 'query': 'Scrapeless pricing', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Scrapeless+pricing&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAhIEAE'}, {'block_position': '3', 'query': 'Scrapeless app', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Scrapeless+app&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAhEEAE'}, {'block_position': '3', 'query': 'Scrapeless software', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Scrapeless+software&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAhBEAE'}, {'block_position': '3', 'query': 'Scrapeless mcp server', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Scrapeless+mcp+server&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAg_EAE'}, {'block_position': '3', 'query': 'ScrapeGraphAI', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=ScrapeGraphAI&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAg8EAE'}, {'block_position': '3', 'query': 'Octoparse', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Octoparse&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAg6EAE'}, {'block_position': '3', 'query': 'N8n', 'link': 'htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=N8n&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8Q1QJ6BAg4EAE'}], 'search_information': {'organic_results_state': 'Results for exact spelling', 'query_displayed': 'Scrapeless', 'total_results': 0, 'time_taken_displayed': ''}, 'things_to_know': {'buttons': [{'text': 'Legal Status', 'subtitle': 'How legal is web scraping?', 'displayed_link': 'https://', 'search_link': '/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=how legal is web scraping&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QrooIegQIHBAJ'}, {'text': 'Instructions', 'subtitle': 'how to web scraping', 'displayed_link': 'https://'}, {'text': 'Benefits', 'subtitle': 'web scraping benefits', 'displayed_link': 'https://', 'search_link': '/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=web scraping benefits&sa=X&ved=2ahUKEwjineOk3oOPAxUsrpUCHQ5nGp8QrooIegQIHBAZ'}]}}

Use within an agent

from langchain_openai import ChatOpenAI
from langchain_scrapeless import ScrapelessDeepSerpGoogleSearchTool
from langchain.agents import create_agent


model = ChatOpenAI()

tool = ScrapelessDeepSerpGoogleSearchTool()

# Use the tool with an agent
tools = [tool]
agent = create_agent(model, tools)

for chunk in agent.stream(
    {"messages": [("human", "I want to what is Scrapeless")]}, stream_mode="values"
):
    chunk["messages"][-1].pretty_print()

================================ Human Message =================================

I want to what is Scrapeless
================================== Ai Message ==================================
Tool Calls:
  scrapeless_deepserp_google_search (call_wqdCO6YiU1bkxpSuqXaht87f)
 Call ID: call_wqdCO6YiU1bkxpSuqXaht87f
  Args:
    q: What is Scrapeless
================================= Tool Message =================================
Name: scrapeless_deepserp_google_search

{"inline_videos": [{"position": 1, "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc", "key_moments": [{"time": "00:00", "title": "Introduction", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=0", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQa-iXYOifpWDZZJLq8V45waX8C_mRTvar2rFgKASqipA&s"}, {"time": "00:20", "title": "Overview", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=20", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQ2I1-L6_cnRoz_nbhUYcLsG8KOjJL8aM2tMZAez_zigg&s"}, {"time": "01:20", "title": "How to Use SERP API", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=80", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRettKVpkN7yFSzZBeYPNhmhTdhzmjSJ3p4vTP9oY5VmA&s"}, {"time": "03:30", "title": "Additional Features", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=210", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRBSPraPiDau9kIyxZbygn_csUKH3q8Eop_E8jzYTyBOg&s"}, {"time": "07:05", "title": "Final Thoughts", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=425", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSiSXSUSq3hJH7XOukFzMfXWj7iVcb-F2b9Lwug0KjXHQ&s"}]}], "knowledge_graph": {"web_results": [{"link": "https://www.google.comhttps://en.wikipedia.org/wiki/Web_scraping"}], "source": {}}, "metadata": {"engine": "google.search", "rawUrl": "https://api.scrapeless.com/storage/scrapeless.scraper.google.search/49b6a0d866d5d0f0250ba8276a0c0661/44192a678eb7f46a8768a7da6f05870d_1754948950.html"}, "organic_results": [{"position": 1, "title": "Scrapeless: Effortless Web Scraping Toolkit", "link": "https://www.scrapeless.com/", "redirect_link": "https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.scrapeless.com/&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECBgQAQ", "favicon": "data:image/png;base64,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", "snippet": "Scrapeless offers AI-powered, robust, and scalable web scraping and automation services trusted by leading enterprises. 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"https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=60&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAO", "8": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=70&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAQ", "9": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=80&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAS"}}, "related_questions": [{"question": "What is the purpose of scraping?", "snippet": "Scraping is a specialized form of manual therapy used in physical therapy to treat soft tissue injuries and dysfunctions. Scraping (aka Instrument-Assisted Soft Tissue Mobilization (IASTM) and the Graston Technique) is a form of manual therapy used in physical therapy to treat soft tissue injuries and dysfunctions.", "date": "Sep 5, 2024"}, {"question": "Is scraping a site illegal?", "snippet": "There are no specific laws prohibiting web scraping, and many companies employ it in legitimate ways to gain data-driven insights. However, there can be situations where other laws or regulations may come into play and make web scraping illegal.", "date": "Jan 7, 2025"}, {"question": "What is scraping in simple words?", "snippet": "the act of removing the surface from something using a sharp edge or something rough : Use techniques that generate less dust, such as wet sanding or scraping.", "date": "6 days ago"}, {"question": "What is an example of scraping?", "snippet": "Web scraping refers to the extraction of web data on to a format that is more useful for the user. For example, you might scrape product information from an ecommerce website onto an excel spreadsheet. Although web scraping can be done manually, in most cases, you might be better off using an automated tool.", "date": "Feb 1, 2022"}], "related_searches": [{"block_position": "2", "query": "What is scrapeless tools", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=What+is+scrapeless+tools&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAhaEAE"}, {"block_position": "2", "query": "What is scrapeless app", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=What+is+scrapeless+app&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAhREAE"}, {"block_position": "2", "query": "What is scrapeless api", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=What+is+scrapeless+api&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAhKEAE"}, {"block_position": "2", "query": "Scrapeless github", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Scrapeless+github&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAhJEAE"}, {"block_position": "2", "query": "Scrapeless mcp server", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Scrapeless+mcp+server&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAhIEAE"}, {"block_position": "2", "query": "ZenRows vs Selenium", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=ZenRows+vs+Selenium&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAhAEAE"}, {"block_position": "2", "query": "ZenRows documentation", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=ZenRows+documentation&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAg_EAE"}, {"block_position": "2", "query": "Python ZenRows", "link": "htts://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=Python+ZenRows&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ1QJ6BAg-EAE"}], "search_information": {"organic_results_state": "Results for exact spelling", "query_displayed": "What is Scrapeless", "total_results": 0, "time_taken_displayed": ""}, "video_results": [{"key_moments": [{"time": "00:00", "title": "Introduction", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=0", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQa-iXYOifpWDZZJLq8V45waX8C_mRTvar2rFgKASqipA&s"}, {"time": "00:20", "title": "Overview", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=20", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQ2I1-L6_cnRoz_nbhUYcLsG8KOjJL8aM2tMZAez_zigg&s"}, {"time": "01:20", "title": "How to Use SERP API", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=80", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRettKVpkN7yFSzZBeYPNhmhTdhzmjSJ3p4vTP9oY5VmA&s"}, {"time": "03:30", "title": "Additional Features", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=210", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRBSPraPiDau9kIyxZbygn_csUKH3q8Eop_E8jzYTyBOg&s"}, {"time": "07:05", "title": "Final Thoughts", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc&t=425", "thumbnail": "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSiSXSUSq3hJH7XOukFzMfXWj7iVcb-F2b9Lwug0KjXHQ&s"}], "position": 1, "title": "How This AI Tool Makes Web Scraping Cheaper & 10x ...", "link": "https://www.youtube.com/watch?v=4xQ1UVxW0Pc", "snippet": "scrapeless is an all-in-one data extraction platform offering a scraping browser which is a headless browser for bypassing anti-bolt mayors.", "duration": "7:44", "rich_snippet": {"top": {"detected_extensions": {}, "extensions": []}}, "video_link": "https://encrypted-vtbn0.gstatic.com/video?q=tbn:ANd9GcT8EfwcqzUeELPUtULSJ5LC7wWLZgMQA-oN2Q"}]}
================================== Ai Message ==================================

Scrapeless is an AI-powered web scraping toolkit designed for efficient and seamless extraction of publicly available web data. It offers enterprise-grade solutions that are AI-powered, robust, and scalable for web scraping and automation services. You can learn more about Scrapeless on their [official website](https://www.scrapeless.com/). Additionally, you can watch a video that provides an overview of Scrapeless and its features [here](https://www.youtube.com/watch?v=4xQ1UVxW0Pc).

If you need more detailed information or have specific questions about Scrapeless, feel free to explore the provided links for a deeper understanding.

ScrapelessDeepSerpGoogleTrendsTool

Basic Usage

from langchain_scrapeless import ScrapelessDeepSerpGoogleTrendsTool

tool = ScrapelessDeepSerpGoogleTrendsTool()

# Basic usage
result = tool.invoke("Funny 2048, negamon monster trainer")
print(result)

{'parameters': {'engine': 'google.trends.search', 'hl': 'en', 'data_type': 'INTEREST_OVER_TIME', 'tz': '0', 'cat': '0', 'date': 'today 1-m', 'q': 'Funny 2048,negamon monster trainer'}, 'interest_over_time': {'timeline_data': [{'date': 'Jul 11, 2025', 'timestamp': '1752192000', 'value': [0, 0]}, {'date': 'Jul 12, 2025', 'timestamp': '1752278400', 'value': [0, 0]}, {'date': 'Jul 13, 2025', 'timestamp': '1752364800', 'value': [0, 0]}, {'date': 'Jul 14, 2025', 'timestamp': '1752451200', 'value': [0, 0]}, {'date': 'Jul 15, 2025', 'timestamp': '1752537600', 'value': [0, 0]}, {'date': 'Jul 16, 2025', 'timestamp': '1752624000', 'value': [0, 0]}, {'date': 'Jul 17, 2025', 'timestamp': '1752710400', 'value': [0, 0]}, {'date': 'Jul 18, 2025', 'timestamp': '1752796800', 'value': [0, 0]}, {'date': 'Jul 19, 2025', 'timestamp': '1752883200', 'value': [0, 0]}, {'date': 'Jul 20, 2025', 'timestamp': '1752969600', 'value': [0, 0]}, {'date': 'Jul 21, 2025', 'timestamp': '1753056000', 'value': [0, 0]}, {'date': 'Jul 22, 2025', 'timestamp': '1753142400', 'value': [0, 0]}, {'date': 'Jul 23, 2025', 'timestamp': '1753228800', 'value': [0, 0]}, {'date': 'Jul 24, 2025', 'timestamp': '1753315200', 'value': [0, 0]}, {'date': 'Jul 25, 2025', 'timestamp': '1753401600', 'value': [0, 0]}, {'date': 'Jul 26, 2025', 'timestamp': '1753488000', 'value': [0, 0]}, {'date': 'Jul 27, 2025', 'timestamp': '1753574400', 'value': [0, 0]}, {'date': 'Jul 28, 2025', 'timestamp': '1753660800', 'value': [0, 0]}, {'date': 'Jul 29, 2025', 'timestamp': '1753747200', 'value': [0, 0]}, {'date': 'Jul 30, 2025', 'timestamp': '1753833600', 'value': [0, 0]}, {'date': 'Jul 31, 2025', 'timestamp': '1753920000', 'value': [0, 0]}, {'date': 'Aug 1, 2025', 'timestamp': '1754006400', 'value': [0, 0]}, {'date': 'Aug 2, 2025', 'timestamp': '1754092800', 'value': [0, 0]}, {'date': 'Aug 3, 2025', 'timestamp': '1754179200', 'value': [0, 0]}, {'date': 'Aug 4, 2025', 'timestamp': '1754265600', 'value': [0, 0]}, {'date': 'Aug 5, 2025', 'timestamp': '1754352000', 'value': [0, 0]}, {'date': 'Aug 6, 2025', 'timestamp': '1754438400', 'value': [0, 0]}, {'date': 'Aug 7, 2025', 'timestamp': '1754524800', 'value': [0, 0]}, {'date': 'Aug 8, 2025', 'timestamp': '1754611200', 'value': [0, 0]}, {'date': 'Aug 9, 2025', 'timestamp': '1754697600', 'value': [0, 0]}, {'date': 'Aug 10, 2025', 'timestamp': '1754784000', 'value': [0, 100]}, {'date': 'Aug 11, 2025', 'timestamp': '1754870400', 'value': [0, 0]}], 'averages': [{'value': 0}, {'value': 3}], 'isPartial': True}}

Advanced Usage with Parameters

from langchain_scrapeless import ScrapelessDeepSerpGoogleTrendsTool

tool = ScrapelessDeepSerpGoogleTrendsTool()

# Advanced usage
result = tool.invoke({"q": "Scrapeless", "data_type": "related_topics", "hl": "en"})
print(result)

{'parameters': {'engine': 'google.trends.search', 'hl': 'en', 'data_type': 'RELATED_TOPICS', 'tz': '0', 'cat': '0', 'date': 'today 1-m', 'q': 'Scrapeless'}, 'related_topics': {}}

Use within an agent

from langchain_openai import ChatOpenAI
from langchain_scrapeless import ScrapelessDeepSerpGoogleTrendsTool
from langchain.agents import create_agent


model = ChatOpenAI()

tool = ScrapelessDeepSerpGoogleTrendsTool()

# Use the tool with an agent
tools = [tool]
agent = create_agent(model, tools)

for chunk in agent.stream(
    {"messages": [("human", "I want to know the iPhone keyword trends")]},
    stream_mode="values",
):
    chunk["messages"][-1].pretty_print()

================================ Human Message =================================

I want to know the iPhone keyword trends
================================== Ai Message ==================================
Tool Calls:
  scrapeless_deepserp_google_trends (call_i7vhiCvbfFjjZTJXZMvD5iQM)
 Call ID: call_i7vhiCvbfFjjZTJXZMvD5iQM
  Args:
    q: iPhone
    data_type: interest_over_time
    date: today 1-m
    hl: en
================================= Tool Message =================================
Name: scrapeless_deepserp_google_trends

{"parameters": {"engine": "google.trends.search", "hl": "en", "data_type": "INTEREST_OVER_TIME", "tz": "0", "cat": "0", "date": "today 1-m", "q": "iPhone"}, "interest_over_time": {"timeline_data": [{"date": "Jul 11, 2025", "timestamp": "1752192000", "value": [89]}, {"date": "Jul 12, 2025", "timestamp": "1752278400", "value": [93]}, {"date": "Jul 13, 2025", "timestamp": "1752364800", "value": [91]}, {"date": "Jul 14, 2025", "timestamp": "1752451200", "value": [87]}, {"date": "Jul 15, 2025", "timestamp": "1752537600", "value": [85]}, {"date": "Jul 16, 2025", "timestamp": "1752624000", "value": [81]}, {"date": "Jul 17, 2025", "timestamp": "1752710400", "value": [86]}, {"date": "Jul 18, 2025", "timestamp": "1752796800", "value": [86]}, {"date": "Jul 19, 2025", "timestamp": "1752883200", "value": [91]}, {"date": "Jul 20, 2025", "timestamp": "1752969600", "value": [99]}, {"date": "Jul 21, 2025", "timestamp": "1753056000", "value": [87]}, {"date": "Jul 22, 2025", "timestamp": "1753142400", "value": [87]}, {"date": "Jul 23, 2025", "timestamp": "1753228800", "value": [85]}, {"date": "Jul 24, 2025", "timestamp": "1753315200", "value": [84]}, {"date": "Jul 25, 2025", "timestamp": "1753401600", "value": [87]}, {"date": "Jul 26, 2025", "timestamp": "1753488000", "value": [90]}, {"date": "Jul 27, 2025", "timestamp": "1753574400", "value": [92]}, {"date": "Jul 28, 2025", "timestamp": "1753660800", "value": [86]}, {"date": "Jul 29, 2025", "timestamp": "1753747200", "value": [92]}, {"date": "Jul 30, 2025", "timestamp": "1753833600", "value": [94]}, {"date": "Jul 31, 2025", "timestamp": "1753920000", "value": [90]}, {"date": "Aug 1, 2025", "timestamp": "1754006400", "value": [89]}, {"date": "Aug 2, 2025", "timestamp": "1754092800", "value": [92]}, {"date": "Aug 3, 2025", "timestamp": "1754179200", "value": [92]}, {"date": "Aug 4, 2025", "timestamp": "1754265600", "value": [96]}, {"date": "Aug 5, 2025", "timestamp": "1754352000", "value": [87]}, {"date": "Aug 6, 2025", "timestamp": "1754438400", "value": [90]}, {"date": "Aug 7, 2025", "timestamp": "1754524800", "value": [94]}, {"date": "Aug 8, 2025", "timestamp": "1754611200", "value": [95]}, {"date": "Aug 9, 2025", "timestamp": "1754697600", "value": [98]}, {"date": "Aug 10, 2025", "timestamp": "1754784000", "value": [100]}, {"date": "Aug 11, 2025", "timestamp": "1754870400", "value": [89]}], "isPartial": true}}
================================== Ai Message ==================================

The trend for the keyword "iPhone" over the past month shows a fluctuating interest level. Here are some data points:

- July 11, 2025: Interest level 89
- July 20, 2025: Interest level 99
- July 31, 2025: Interest level 90
- August 10, 2025: Interest level 100

The interest seems to have peaked on August 10, 2025, with an interest level of 100.

API reference

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Popular Providers

Integrations by component

Overview

Integration details

Tool features

Setup

Credentials

Instantiation

ScrapelessDeepSerpGoogleSearchTool

ScrapelessDeepSerpGoogleTrendsTool

Invocation

ScrapelessDeepSerpGoogleSearchTool

Basic Usage

Advanced Usage with Parameters

Use within an agent

ScrapelessDeepSerpGoogleTrendsTool

Basic Usage

Advanced Usage with Parameters

Use within an agent

API reference

Popular Providers

Integrations by component

​Overview

​Integration details

​Tool features

​Setup

​Credentials

​Instantiation

​ScrapelessDeepSerpGoogleSearchTool

​ScrapelessDeepSerpGoogleTrendsTool

​Invocation

​ScrapelessDeepSerpGoogleSearchTool

​Basic Usage

​Advanced Usage with Parameters

​Use within an agent

​ScrapelessDeepSerpGoogleTrendsTool

​Basic Usage

​Advanced Usage with Parameters

​Use within an agent

​API reference

Overview

Integration details

Tool features

Setup

Credentials

Instantiation

ScrapelessDeepSerpGoogleSearchTool

ScrapelessDeepSerpGoogleTrendsTool

Invocation

ScrapelessDeepSerpGoogleSearchTool

Basic Usage

Advanced Usage with Parameters

Use within an agent

ScrapelessDeepSerpGoogleTrendsTool

Basic Usage

Advanced Usage with Parameters

Use within an agent

API reference