Scrapeless 抓取 API 集成

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。这些能力使 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：支持对所有结果类型进行全面的 Google SERP 数据提取。
- 支持选择本地化 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之外的结果。
- 支持搜索结果过滤开关，用于控制是否排除重复或相似内容。
Google Trends：从 Google 获取关键词趋势数据，包括随时间的流行度、地区兴趣以及相关搜索。
- 支持多关键词比较。
- 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。

Universal Scraping

专为现代 JavaScript 密集型网站设计，支持动态内容提取。
- 全球高级代理支持，用于绕过地理限制并提高可靠性。

Crawler

Crawl（抓取）：递归爬取网站及其链接页面，提取全站内容。
- 支持可配置的爬取深度和范围 URL 定向。
Scrape（采集）：高精度地从单个网页提取内容。
- 支持”仅主要内容”提取，排除广告、页脚及其他非必要元素。
- 支持对多个独立 URL 进行批量采集。

概述

集成详情

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

工具功能

原生异步	返回 artifact	返回数据
✅	❌	基于工具的搜索结果

安装

该集成位于 langchain-scrapeless 包中。 !pip install langchain-scrapeless

凭证

使用此工具需要 Scrapeless API 密钥。您可以将其设置为环境变量：

import os

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

实例化

ScrapelessDeepSerpGoogleSearchTool

以下展示如何实例化 ScrapelessDeepSerpGoogleSearchTool。通用信息搜索引擎允许您检索任何数据信息。

检索任意数据信息。
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：'en'。
gl：（str）地理位置特定结果定向的国家代码，例如 us、uk、de。默认：'us'。
google_domain：（str）要使用的 Google 域名（例如 'google.com'、'google.co.jp'）。默认：'google.com'。
start：（int）定义结果偏移量，跳过指定数量的结果。用于分页。示例：
- 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。示例：
- 10（默认）：返回 10 条结果
- 40：返回 40 条结果
- 100：返回 100 条结果
ludocid：（str）定义要采集的 Google My Business 列表的 ID（CID），也称为 Google Place ID。
kgmid：（str）定义要采集的 Google 知识图谱列表的 ID（KGMID），也称为 Google 知识图谱 ID。使用 kgmid 参数的搜索将返回原始加密搜索参数的结果。对于某些搜索，kgmid 可能会覆盖除 start 和 num 之外的所有其他参数。
ibp：（str）负责渲染某些元素的布局和展开。示例：gwp;0,7 用于展开带 ludocid 的搜索以获得扩展知识图谱。
cr：（str）定义一个或多个国家以限制搜索范围。使用 country{两字母国家代码} 格式，以 | 分隔。示例：
- countryFR|countryDE 仅搜索法文和德文页面。
lr：（str）定义一种或多种语言以限制搜索范围。使用 lang_{两字母语言代码} 格式，以 | 分隔。示例：
- lang_fr|lang_de 仅搜索法文和德文页面。
tbs：（str）定义常规查询字段中无法实现的高级搜索参数。示例包括以下高级搜索：
- patents（专利）
- dates（日期）
- news（新闻）
- videos（视频）
- images（图片）
- apps（应用）
- text 内容
safe：（str）定义成人内容的过滤级别。取值：
- active：模糊显示露骨内容
- off：不过滤
nfpr：（str）定义在原始查询拼写错误时是否排除自动纠正查询的结果。取值：
- 1：排除这些结果
- 0（默认）：包含这些结果
- 注意：如果没有其他结果可用，这可能无法阻止 Google 返回自动纠正的结果。
filter：（str）定义 '类似结果' 和 '省略结果' 过滤器是否开启。取值：
- 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。取值：
- 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

以下展示如何实例化 ScrapelessDeepSerpGoogleTrendsTool。该工具允许您使用 Scrapeless API 查询 Google Trends 的实时或历史趋势数据，并对语言区域、类别和结果类型进行精细控制。该工具接受以下参数：

q（必填，str）：定义您要搜索的查询词。可以使用任何您在常规 Google Trends 搜索中会用到的内容。每次搜索最多可包含 5 个查询词（仅适用于 interest_over_time 和 compared_breakdown_by_region 数据类型）。其他数据类型每次搜索只接受 1 个查询词。
data_type（可选，str）：要检索的数据类型。默认为 '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。默认为 'today 1-m'。支持的格式：
- 相对时间：'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'
- 包含小时：'2023-07-01T10 2023-07-03T22'
hl（可选，str）：搜索中使用的语言代码。默认为 'en'。示例：
- 'es'（西班牙语）
- 'fr'（法语）
tz（可选，str）：时区偏移量。默认为 '420'（PST）。
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 表示全球搜索。
cat（可选，CategoryEnum）：用于缩小搜索上下文的类别 ID。默认为 '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. 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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. 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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': 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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': ''}}

带参数的高级使用

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 Agent 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)

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

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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

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}}

带参数的高级使用

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 Agent 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)

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 ==================================

过去一个月内关键词"iPhone"的趋势显示出波动的兴趣水平。以下是一些数据点：

- 2025年7月11日：兴趣指数 89
- 2025年7月20日：兴趣指数 99
- 2025年7月31日：兴趣指数 90
- 2025年8月10日：兴趣指数 100

兴趣似乎在2025年8月10日达到峰值，兴趣指数为 100。

API 参考

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ScrapelessDeepSerpGoogleSearchTool

ScrapelessDeepSerpGoogleTrendsTool

调用

ScrapelessDeepSerpGoogleSearchTool

基本用法

带参数的高级使用

在 Agent 中使用

ScrapelessDeepSerpGoogleTrendsTool

基本用法

带参数的高级使用

在 Agent 中使用

API 参考

Popular Providers

Integrations by component

​概述

​集成详情

​工具功能

​安装

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​实例化

​ScrapelessDeepSerpGoogleSearchTool

​ScrapelessDeepSerpGoogleTrendsTool

​调用

​ScrapelessDeepSerpGoogleSearchTool

​基本用法

​带参数的高级使用

​在 Agent 中使用

​ScrapelessDeepSerpGoogleTrendsTool

​基本用法

​带参数的高级使用

​在 Agent 中使用

​API 参考

概述

集成详情

工具功能

安装

凭证

实例化

ScrapelessDeepSerpGoogleSearchTool

ScrapelessDeepSerpGoogleTrendsTool

调用

ScrapelessDeepSerpGoogleSearchTool

基本用法

带参数的高级使用

在 Agent 中使用

ScrapelessDeepSerpGoogleTrendsTool

基本用法

带参数的高级使用

在 Agent 中使用

API 参考