Scrapeless 提供灵活且功能丰富的数据采集服务,支持广泛的参数定制和多格式导出支持。这些功能使 LangChain 能够更有效地集成和利用外部数据。核心功能模块包括:
DeepSerp
- Google 搜索:全面提取所有结果类型的 Google SERP 数据。
- - 支持选择本地化的 Google 域名(例如,
google.com,google.ad)以获取特定地区的搜索结果。 - - 支持分页以获取第一页以外的结果。
- - 支持搜索结果过滤开关,以控制是否排除重复或相似内容。
- Google 趋势:从 Google 获取关键词趋势数据,包括随时间变化的热门程度、地区兴趣和相关搜索。
- - 支持多关键词对比。
- - 支持多种数据类型:
interest_over_time,interest_by_region,related_queries和related_topics. - - 支持按特定 Google 属性(网页、YouTube、新闻、购物)进行过滤,以进行特定来源的趋势分析。
通用爬虫
- - 专为现代重度 JavaScript 网站设计,支持动态内容提取。
- - 全球优质代理支持,可绕过地理限制并提高可靠性。
爬虫
- 爬取:递归爬取网站及其链接页面以提取全站内容。
- - 支持可配置的爬取深度和范围 URL 定位。
- 抓取:高精度提取单个网页内容。
- - 支持"仅主要内容"提取,以排除广告、页脚和其他非必要元素。
- - 支持批量抓取多个独立 URL。
概览
集成详情
| 类 | 包 | 可序列化 | JS 支持 | 版本 |
|---|---|---|---|---|
ScrapelessDeepSerpGoogleSearchTool | langchain-scrapeless | ✅ | ❌ | !PyPI - 版本 |
ScrapelessDeepSerpGoogleTrendsTool | langchain-scrapeless | ✅ | ❌ | !PyPI - 版本 |
工具特性
|原生异步|返回产物|返回数据| |:-:|:-:|:-:| |✅|❌|基于工具的搜索结果|
设置
集成位于 langchain-scrapeless package. !pip install langchain-scrapeless
凭证
您需要一个 Scrapeless API 密钥才能使用此工具。您可以将其设置为环境变量:
os.environ["SCRAPELESS_API_KEY"] = "your-api-key"
实例化
ScrapelessDeepSerpGoogleSearchTool
这里我们展示如何实例化一个 ScrapelessDeepSerpGoogleSearchTool。通用信息搜索引擎允许您检索任何数据信息。
- - 检索任何数据信息。
- - 处理解释性查询(例如 "为什么"、"如何")。
- - 支持比较分析请求。
该工具接受以下参数:
- -
q:(str) 搜索查询字符串。支持高级 Google 语法,如inurl:,site:,intitle:,as_eq等。 - -
hl:(str) 结果内容的语言代码,例如en,es,fr。默认值:'en'. - -
gl:(str) 用于地理位置特定结果定位的国家代码,例如us,uk,de。默认值:'us'. - -
google_domain:(str) 指定要使用的 Google 域名(例如'google.com','google.co.jp')。默认值:'google.com'. - -
start:(int) 定义结果偏移量。它会跳过指定数量的结果。用于分页。例如: - -
0(默认):第一页结果 - -
10:第二页 - -
20:第三页 - -
num:(int) 定义返回的最大结果数量。例如: - -
10(默认):返回 10 个结果 - -
40:返回 40 个结果 - -
100:返回 100 个结果 - -
ludocid:(str) 定义您要抓取的 Google 我的商家列表的 ID(CID)。也称为 Google Place ID。 - -
kgmid:(str) 定义您要抓取的 Google 知识图谱列表的 ID(KGMID)。也称为 Google 知识图谱 ID。使用 kgmid 参数的搜索将根据原始加密的搜索参数返回结果。对于某些搜索,kgmid可能会覆盖除start和num. - -
ibp之外的所有其他参数:(str) 负责某些元素的布局和展开渲染。例如:gwp;0,7 以展开带有 ludocid 的搜索,获取扩展的知识图谱。 - -
cr:(str) 定义一个或多个国家/地区以限制搜索范围。使用格式country{two-letter country code},用|分隔。例如: - -
countryFR|countryDE仅搜索法语和德语页面。 - -
lr:(str) 定义一种或多种语言以限制搜索范围。使用格式lang_{two-letter language code},用|分隔。例如: - -
lang_fr|lang_de仅搜索法语和德语页面。 - -
tbs:(str) 定义常规查询字段中无法实现的高级搜索参数。包括高级搜索: - -
patents - -
dates - -
news - -
videos - -
images - -
apps - -
text内容 - -
safe:(str) 定义成人内容过滤级别。值: - -
active:模糊处理露骨内容 - -
off:不过滤 - -
nfpr:(str) 定义当原始查询拼写错误时是否排除自动纠正查询的结果。值: - -
1:排除这些结果 - -
0(默认):包含它们 - - 注意:如果没有其他可用结果,这可能无法阻止 Google 返回自动纠正的结果。
- -
filter:(str) 定义'Similar Results'和'Omitted Results'过滤器是开启还是关闭。值: - -
1(默认):启用过滤器 - -
0:禁用过滤器 - -
tbm:(str) 定义要执行的搜索类型。值: - -
none:常规 Google 搜索 - -
isch:Google 图片 - -
lcl:Google 本地 - -
vid:Google 视频 - -
nws:Google 新闻 - -
shop:Google 购物 - -
pts:Google 专利 - -
jobs:Google 招聘
ScrapelessDeepSerpGoogleTrendsTool
这里展示如何实例化一个 ScrapelessDeepSerpGoogleTrendsTool。此工具允许您使用 Scrapeless API 精细控制地区、类别和结果类型来查询 Google 趋势的实时或历史趋势数据。
该工具接受以下参数:
- -
q(必填,str):参数定义您要搜索的查询。您可以使用在常规 Google 趋势搜索中使用的任何内容。每次搜索的最大查询数为 **5**。(仅适用于interest_over_time和compared_breakdown_by_region数据类型。)其他类型的数据仅接受 **1 个查询** 每次搜索。 - -
data_type(可选,str):要检索的数据类型。默认值为'interest_over_time'。选项包括: - -
autocomplete - -
interest_over_time - -
compared_breakdown_by_region - -
interest_by_subregion - -
related_queries - -
related_topics - -
date(可选,str):定义要获取数据的日期范围。默认值为'today 1-m'。支持的格式: - - Relative:
'now 1-H','now 7-d','today 12-m','today 5-y','all' - - 自定义日期范围:
'2023-01-01 2023-12-31' - - 带小时数:
'2023-07-01T10 2023-07-03T22' - -
hl(可选,str):搜索中使用的语言代码。默认值为'en'。示例: - -
'es'(西班牙语) - -
'fr'(法语) - -
tz(可选,str):时区偏移。默认值为'420'(太平洋标准时间)。 - -
geo(可选,str):定义搜索地理来源的两字母国家代码。示例包括: - -
'US'(美国) - -
'GB'(英国) - -
'JP'(日本) - - 留空或
None进行全球搜索。 - -
cat(可选,CategoryEnum):类别 ID,用于缩小搜索范围。默认值为'all_categories'(0)。类别可包括: - -
'0'– 所有类别 - - 其他如
'3'– 新闻、'29'– 体育等。
调用
ScrapelessDeepSerpGoogleSearchTool
基本用法
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. Our enterprise-grade solutions are\xa0...', 'snippet_highlighted_words': ['Scrapeless offers AI-powered, robust, and scalable web scraping and automation services'], 'site_links': {'inline': [{'title': 'Scrapeless', 'link': 'https://app.scrapeless.com/'}, {'title': 'Sign up', 'link': 'https://app.scrapeless.com/passport/register'}, {'title': 'Pricing', 'link': 'https://www.scrapeless.com/en/pricing'}, {'title': 'Scraping API', 'link': 'https://www.scrapeless.com/en/product/scraping-api'}]}, 'source': 'Scrapeless'}, {'position': 2, 'title': 'Scrapeless FAQs and Solutions | Quick Help Center', 'link': 'https://www.scrapeless.com/en/faq', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.scrapeless.com/en/faq&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECBkQAQ', '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.', 'snippet_highlighted_words': ['Scrapeless'], 'source': 'Scrapeless'}, {'position': 3, '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=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECCAQAQ', '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': 4, '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=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECCIQAQ', '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'}, {'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=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECCQQAQ', 'favicon': 'data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAtElEQVR4AWJwL/ChKyZL038vBh9Aa3VsAyAMA1G0pM0Q7MIc2YM9mCZ1JmARFoAgXWEh4KQvF7+yxRNJkVFHIMRO1RgIsNCGQYDt/A85xkGKaa+MGgQBprlDszGLJmMeTcY8mo2tDs3EZs3rH5qKqS+0R7CMDvch7Tawc1efRzoB9G3Wv7AAAhRgAQQowAJIUY85EN+pwSzIUWEAROgCnyeOAhCgCORoBSBAAYZAoQVgAEzoAqDcNlRrPzhlAAAAAElFTkSuQmCC', 'snippet': 'Apr 24, 2025 — Apr 24, 2025Scrapeless is a full-stack web scraping solution. It offers browser-based and API-based scraping, AI-powered automation, rotating proxies,\xa0...', 'snippet_highlighted_words': ['Scrapeless is a full-stack web scraping solution'], 'source': 'Geekflare'}, {'position': 6, 'title': 'Scrapeless Review 2025', 'link': 'https://affmaven.com/scrapeless-review/', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://affmaven.com/scrapeless-review/&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECCMQAQ', 'favicon': 'data:image/png;base64,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', 'snippet': "My favorite discovery was Scrapeless browser's ability to handle JavaScript-heavy sites. CAPTCHA solving worked flawlessly – I never had to solve one manually.", 'snippet_highlighted_words': ["Scrapeless browser's ability to handle JavaScript-heavy sites"], 'source': 'AffMaven'}, {'position': 7, 'title': 'Meet Scrapeless: The Most Cost-effective No-Code Web ...', 'link': 'https://www.reddit.com/r/AIinBusinessNews/comments/1hylunb/meet_scrapeless_the_most_costeffective_nocode_web/', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.reddit.com/r/AIinBusinessNews/comments/1hylunb/meet_scrapeless_the_most_costeffective_nocode_web/&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECCYQAQ', 'favicon': 'data:image/png;base64,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', 'snippet': 'This AI web scraping toolkit can handle small-scale projects and millions of requests daily. Scrapeless can be used by businesses, developers,\xa0...', 'snippet_highlighted_words': ['can handle small-scale projects'], 'source': 'Reddit\xa0·\xa0r/AIinBusinessNews'}, {'position': 8, 'title': 'Scrapeless - AI Agent', 'link': 'https://aiagentstore.ai/ai-agent/scrapeless', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://aiagentstore.ai/ai-agent/scrapeless&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECCUQAQ', 'snippet': 'Feb 6, 2025 — Feb 6, 2025Scrapeless is an AI-driven web scraping toolkit designed to provide enterprises with efficient access to public web data.', 'snippet_highlighted_words': ['Scrapeless'], 'source': 'AI Agent Store'}, {'position': 9, 'title': 'Scrapeless Reviews 2025: Details, Pricing, & Features', 'link': 'https://www.g2.com/products/scrapeless/reviews', 'redirect_link': 'https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.g2.com/products/scrapeless/reviews&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4QFnoECCEQAQ', 'favicon': 'data:image/png;base64,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', 'snippet': 'Scrapeless is a powerful and flexible web scraping solution that helps businesses of all sizes access critical public web data with ease.', 'snippet_highlighted_words': ['Scrapeless is a powerful and flexible web scraping solution'], 'source': 'G2'}], 'pagination': {'current': 1, 'next': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=10&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8NMDegQIChAW', 'other_pages': {'10': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=90&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAU', '2': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=10&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAE', '3': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=20&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAG', '4': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=30&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAI', '5': 'https://www.google.com/search?q=I+want+to+know+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=UWWaaMvfCsaJptQPyO2H8AM&start=40&sa=N&sstk=Ac65TH4S2Efk7veeqCXMSTw9cckfRJtP6_2AWF4wscNLO3ZE5TqDrBT8EHxsHOWi1jbiCPF8cF_COPsIAQ0Ud4fn5jmzYdfcqH6CQg&ved=2ahUKEwiLzOej3oOPAxXGhIkEHcj2AT4Q8tMDegQIChAK', '6': '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': ''}}
带参数的高级用法
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'}]}}
在代理中使用
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)
stream = agent.stream_events(
{"messages": [("human", "I want to what is Scrapeless")]}, version="v3"
)
for snapshot in stream.values:
snapshot["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. Our enterprise-grade solutions are ...", "snippet_highlighted_words": ["AI-powered, robust, and scalable web scraping and automation services"], "site_links": {"inline": [{"title": "Scrapeless", "link": "https://app.scrapeless.com/"}, {"title": "Sign up", "link": "https://app.scrapeless.com/passport/register"}, {"title": "Pricing", "link": "https://www.scrapeless.com/en/pricing"}, {"title": "Scraping API", "link": "https://www.scrapeless.com/en/product/scraping-api"}]}, "source": "Scrapeless"}, {"position": 2, "title": "Scrapeless — Unlock a New Era of Data Scraping!", "link": "https://www.scrapeless.com/en/blog/scrapeless-web-scraping-toolkit", "redirect_link": "https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.scrapeless.com/en/blog/scrapeless-web-scraping-toolkit&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECBkQAQ", "favicon": "data:image/png;base64,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", "snippet": "Jan 6, 2025 — Jan 6, 2025Scrapeless is an AI-powered web scraping toolkit designed for efficient and seamless extraction of publicly available web data.", "snippet_highlighted_words": ["an AI-powered web scraping toolkit"], "source": "Scrapeless"}, {"position": 3, "title": "Scrapeless", "link": "https://www.futuretools.io/tools/scrapeless", "redirect_link": "https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.futuretools.io/tools/scrapeless&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECEMQAQ", "favicon": "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAMAAABF0y+mAAAAUVBMVEVHcExJ0P5J4P5J0f5Jyv5J0f5J1f5J3/5J0P5J0f5J0P5J3/5J3v5Jz/9Jzv5JzP5Jzv5J0f5Jyv5Jzf5Jw/5J3v5JyP5J2v5JxP5Jwf5JxP4u0o9eAAAAG3RSTlMAfv9gTfn/7z4hz72OB6r/tRfnMP/idFKX3/XEimscAAAA+UlEQVR4Ab3RRWLEMBAEwBZYzBrL8P+HRhte8DHpa6lHhH8I41xckFyUFFwbPMc6xSCVD9zZB4opF1S3GNToeYp3m+VmkZQSYDyhax5+LJFjNScYtVp4PiC4/8a2jd3O6iyqglVzs63feEi2Y+QSTYeHlnPubxzubB1FzSL0VhHukASQ87IoNZshPI5tmDZ1Np/Q0Beu9QHH3s+vsdj4He6o5gRKzgV2Ve4O6eyzWdANkmJgdygMnSdSZhCz2u/QkcSgBNvyrWrZqvw3xkKHRaKB7bZrXdXdv9hjFmvsx22RevpRedLYacPIzeA5g0iYMwu8zk7E8Pd5A0uOD9Ixt5caAAAAAElFTkSuQmCC", "snippet": "Scrapeless is an AI-powered web scraping toolkit that helps businesses extract data from websites efficiently, even from those with complex features or ...", "snippet_highlighted_words": ["Scrapeless"], "source": "Future Tools"}, {"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=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECEIQAQ", "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": "Meet Scrapeless: The Most Cost-effective No-Code Web ...", "link": "https://www.reddit.com/r/AIinBusinessNews/comments/1hylunb/meet_scrapeless_the_most_costeffective_nocode_web/", "redirect_link": "https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.reddit.com/r/AIinBusinessNews/comments/1hylunb/meet_scrapeless_the_most_costeffective_nocode_web/&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECEYQAQ", "favicon": "data:image/png;base64,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", "snippet": "Scrapeless is a no-code, cost-effective, all-in-one AI web scraping toolkit that simplifies data extraction for developers and businesses of all ...", "snippet_highlighted_words": ["Scrapeless is a no-code, cost-effective, all-in-one AI web scraping toolkit"], "source": "Reddit · r/AIinBusinessNews"}, {"position": 6, "title": "Scrapeless - Ai Tool Details & Features", "link": "https://airespo.com/ai-tools/scrapeless/", "redirect_link": "https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://airespo.com/ai-tools/scrapeless/&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECEEQAQ", "favicon": "data:image/jpeg;base64,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", "snippet": "Scrapeless is an AI scraping platform that extracts web data at scale using smart APIs, real browser tech, and full compliance.", "snippet_highlighted_words": ["an AI scraping platform"], "source": "AIRespo"}, {"position": 7, "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=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECEQQAQ", "favicon": "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAYAAAByDd+UAAAAtElEQVR4AWJwL/ChKyZL038vBh9Aa3VsAyAMA1G0pM0Q7MIc2YM9mCZ1JmARFoAgXWEh4KQvF7+yxRNJkVFHIMRO1RgIsNCGQYDt/A85xkGKaa+MGgQBprlDszGLJmMeTcY8mo2tDs3EZs3rH5qKqS+0R7CMDvch7Tawc1efRzoB9G3Wv7AAAhRgAQQowAJIUY85EN+pwSzIUWEAROgCnyeOAhCgCORoBSBAAYZAoQVgAEzoAqDcNlRrPzhlAAAAAElFTkSuQmCC", "snippet": "Apr 24, 2025 — Apr 24, 2025Scrapeless has a built-in headless browser that mimics human behavior when scraping data. It renders JavaScript to load dynamic content, ...", "snippet_highlighted_words": ["Scrapeless has a built-in headless browser that mimics human behavior"], "source": "Geekflare"}, {"position": 8, "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=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECEcQAQ", "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"], "site_links": {"inline": [{"title": "What", "link": "https://www.google.com/search?sca_esv=81a4eb9d017737df&gl=us&hl=en&q=%22What%22+is+Scrapeless&sa=X&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ5t4CegQIWRAB"}]}, "source": "GitHub", "missing": ["What"]}, {"position": 9, "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=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQFnoECEUQAQ", "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 ...", "snippet_highlighted_words": ["Scrapeless"], "source": "LinkedIn · Scrapeless"}], "pagination": {"current": 1, "next": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=10&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8NMDegQIDRAU", "other_pages": {"2": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=10&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAE", "3": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=20&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAG", "4": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=30&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAI", "5": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=40&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAK", "6": "https://www.google.com/search?q=What+is+Scrapeless&sca_esv=81a4eb9d017737df&gl=us&hl=en&ei=VmWaaPbQD9ewhbIP-6WWiQE&start=50&sa=N&sstk=Ac65TH4zqLfkUk3LtzFgh4CMrmKB7zPojfFEfSbrmRj4OoUbfBgGNJl2QVq60dWKPnpU61FCErTmf6dEJJPY7nqFuY_nRMI0jBmjYg&ved=2ahUKEwj2052m3oOPAxVXWEEAHfuSJREQ8tMDegQIDRAM", "7": "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 overview of Scrapeless and its features](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
基本用法
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}}
带参数的高级用法
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': {}}
在代理中使用
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)
stream = agent.stream_events(
{"messages": [("human", "I want to know the iPhone keyword trends")]},
version="v3",
)
for snapshot in stream.values:
snapshot["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.