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Merge branch 'main' into pre/beta
Resolve conflicts: - pyproject.toml: keep beta version 2.2.0b2 - CHANGELOG.md: keep both 2.2.0-beta.2 and 2.1.2 release entries - README.md: adopt main's standardized relative doc links (#1074) - docs/italian.md: adopt main's standardized version for consistency Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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CHANGELOG.md

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* upgrade MiniMax default model to M3 ([#1080](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1080)) ([1b16c26](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/1b16c268f4e9044c1386ccfaf67b38692b487e5a))
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## [2.1.2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.1...v2.1.2) (2026-06-01)
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### Bug Fixes
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* **nodes:** update outdated ChatOllama import path to langchain_ollama ([#1076](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1076)) ([e6054cb](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/e6054cbf19a7fe940899ea70b30706f676f86fa7))
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### Docs
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* 📚 Standardize and fix links across translated READMEs ([#1074](https://github.com/ScrapeGraphAI/Scrapegraph-ai/issues/1074)) ([458d36a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/458d36a6b83f4a412206cdbe9935a059e9d47f57))
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## [2.2.0-beta.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v2.1.1...v2.2.0-beta.1) (2026-05-16)
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README.md

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</a>
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[English](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/README.md) | [中文](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/chinese.md) | [日本語](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/japanese.md)
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| [한국어](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/korean.md)
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| [Русский](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/russian.md) | [Türkçe](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/turkish.md)
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| [Deutsch](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=de)
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| [Español](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=es)
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| [français](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=fr)
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| [Português](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/portuguese.md)
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| [Italiano](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/italian.md)
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[English](README.md) | [中文](docs/chinese.md) | [日本語](docs/japanese.md)
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| [한국어](docs/korean.md)
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| [Русский](docs/russian.md) | [Türkçe](docs/turkish.md)
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| [Deutsch](docs/german.md)
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| [Español](docs/spanish.md)
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| [français](docs/french.md)
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| [Português](docs/portuguese.md)
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| [Italiano](docs/italian.md)
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[![PyPI Downloads](https://static.pepy.tech/personalized-badge/scrapegraphai?period=total&units=INTERNATIONAL_SYSTEM&left_color=BLACK&right_color=GREEN&left_text=downloads)](https://pepy.tech/projects/scrapegraphai)
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## 🚀 Integrations
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ScrapeGraphAI offers seamless integration with popular frameworks and tools to enhance your scraping capabilities. Whether you're building with Python or Node.js, using LLM frameworks, or working with no-code platforms, we've got you covered with our comprehensive integration options..
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<p align="center">
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<img src="https://raw.githubusercontent.com/ScrapeGraphAI/Scrapegraph-ai/main/docs/assets/sgai-hero.png" alt="ScrapeGraphAI Hero" style="width: 100%;">
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</p>
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You can find more informations at the following [link](https://scrapegraphai.com)
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**Integrations**:
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| SDK | Language | GitHub Link |
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|-----------|----------|-----------------------------------------------------------------------------|
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| Python SDK | Python | [scrapegraph-py](https://github.com/ScrapeGraphAI/scrapegraph-sdk/tree/main/scrapegraph-py) |
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| Node.js SDK | Node.js | [scrapegraph-js](https://github.com/ScrapeGraphAI/scrapegraph-sdk/tree/main/scrapegraph-js) |
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| Python SDK | Python | [scrapegraph-py](https://docs.scrapegraphai.com/sdks/python) |
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| Node.js SDK | Node.js | [scrapegraph-js](https://docs.scrapegraphai.com/sdks/javascript) |
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The Official API Documentation can be found [here](https://docs.scrapegraphai.com/introduction).
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docs/chinese.md

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# 🕷️ ScrapeGraphAI: 只需抓取一次
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[English](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/README.md) | [中文](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/chinese.md) | [日本語](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/japanese.md)
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| [한국어](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/korean.md)
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| [Русский](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/russian.md) | [Türkçe](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/turkish.md)
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| [Deutsch](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=de)
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| [Español](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=es)
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| [français](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=fr)
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| [Português](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/portuguese.md)
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[English](../README.md) | [中文](chinese.md) | [日本語](japanese.md)
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| [한국어](korean.md)
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| [Русский](russian.md) | [Türkçe](turkish.md)
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| [Deutsch](german.md)
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| [Español](spanish.md)
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| [français](french.md)
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| [Português](portuguese.md)
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| [Italiano](italian.md)
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[![PyPI Downloads](https://static.pepy.tech/personalized-badge/scrapegraphai?period=total&units=INTERNATIONAL_SYSTEM&left_color=BLACK&right_color=GREEN&left_text=downloads)](https://pepy.tech/projects/scrapegraphai)
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[![linting: pylint](https://img.shields.io/badge/linting-pylint-yellowgreen?style=for-the-badge)](https://github.com/pylint-dev/pylint)
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[![Pylint](https://img.shields.io/github/actions/workflow/status/VinciGit00/Scrapegraph-ai/code-quality.yml?label=Pylint&logo=github&style=for-the-badge)](https://github.com/VinciGit00/Scrapegraph-ai/actions/workflows/code-quality.yml)
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[![CodeQL](https://img.shields.io/github/actions/workflow/status/VinciGit00/Scrapegraph-ai/codeql.yml?label=CodeQL&logo=github&style=for-the-badge)](https://github.com/VinciGit00/Scrapegraph-ai/actions/workflows/codeql.yml)
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[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg?style=for-the-badge)](https://opensource.org/licenses/MIT)
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[![](https://dcbadge.vercel.app/api/server/gkxQDAjfeX)](https://discord.gg/gkxQDAjfeX)
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[![API Banner](https://raw.githubusercontent.com/ScrapeGraphAI/Scrapegraph-ai/main/docs/assets/api_banner.png)](https://scrapegraphai.com/?utm_source=github&utm_medium=readme&utm_campaign=api_banner&utm_content=api_banner_image)
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<p align="center">
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<a href="https://trendshift.io/repositories/9761" target="_blank"><img src="https://trendshift.io/api/badge/repositories/9761" alt="VinciGit00%2FScrapegraph-ai | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
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<a href="https://trendshift.io/repositories/15078" target="_blank"><img src="https://trendshift.io/api/badge/repositories/15078" alt="ScrapeGraphAI%2FScrapegraph-ai | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
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[ScrapeGraphAI](https://scrapegraphai.com) 是一个*网络爬虫* Python 库,使用大型语言模型和直接图逻辑为网站和本地文档(XML,HTML,JSON,Markdown 等)创建爬取管道。
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只需告诉库您想提取哪些信息,它将为您完成!
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<img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/sgai-hero.png" alt="ScrapeGraphAI Hero" style="width: 100%;">
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## 🚀 集成
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ScrapeGraphAI 提供与流行框架和工具的无缝集成,以增强您的抓取能力。无论您使用 Python 还是 Node.js 构建,使用 LLM 框架,还是使用无代码平台,我们都为您提供全面的集成选项。
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<img src="https://raw.githubusercontent.com/ScrapeGraphAI/Scrapegraph-ai/main/docs/assets/sgai-hero.png" alt="ScrapeGraphAI Hero" style="width: 100%;">
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</p>
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您可以在以下[链接](https://scrapegraphai.com)找到更多信息
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**集成**
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欢迎贡献并加入我们的 Discord 服务器与我们讨论改进和提出建议!
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请参阅[贡献指南](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/CONTRIBUTING.md)
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请参阅[贡献指南](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/CONTRIBUTING.md)
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[![My Skills](https://skillicons.dev/icons?i=discord)](https://discord.gg/uJN7TYcpNa)
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[![My Skills](https://skillicons.dev/icons?i=linkedin)](https://www.linkedin.com/company/scrapegraphai/)
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| SDK | 语言 | GitHub 链接 |
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| Python SDK | Python | [scrapegraph-py](https://github.com/ScrapeGraphAI/scrapegraph-sdk/tree/main/scrapegraph-py) |
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| Python SDK | Python | [scrapegraph-py](https://docs.scrapegraphai.com/sdks/python) |
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| Node.js SDK | Node.js | [scrapegraph-js](https://docs.scrapegraphai.com/sdks/javascript) |
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官方 API 文档可以在[这里](https://docs.scrapegraphai.com/introduction)找到。
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## 🔥 基准测试
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根据 Firecrawl 基准测试 [Firecrawl benchmark](https://github.com/firecrawl/scrape-evals/pull/3),ScrapeGraph 是市场上最好的抓取工具!
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根据 Firecrawl 基准测试 [Firecrawl benchmark](https://scrapegraphai.com/compare/firecrawl),ScrapeGraph 是市场上最好的抓取工具!
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![here](assets/histogram.png)
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## 📈 遥测
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我们收集匿名使用指标以增强我们包的质量和用户体验。这些数据帮助我们确定改进的优先级并确保兼容性。如果您希望退出,请设置环境变量 SCRAPEGRAPHAI_TELEMETRY_ENABLED=false。有关更多信息,请参阅[这里](https://docs.scrapegraphai.com/introduction)的文档。
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## ❤️ 贡献者
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[![Contributors](https://contrib.rocks/image?repo=VinciGit00/Scrapegraph-ai)](https://github.com/VinciGit00/Scrapegraph-ai/graphs/contributors)
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[![Contributors](https://contrib.rocks/image?repo=ScrapeGraphAI/Scrapegraph-ai)](https://github.com/ScrapeGraphAI/Scrapegraph-ai/graphs/contributors)
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## 🎓 引用
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如果您将我们的库用于研究目的,请使用以下参考文献引用我们:
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author = {Lorenzo Padoan, Marco Vinciguerra},
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year = {2024},
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url = {https://github.com/ScrapeGraphAI/Scrapegraph-ai},
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note = {一个利用大型语言模型进行爬取的 Python 库}
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}
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```
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## 📜 许可证
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ScrapeGraphAI 采用 MIT 许可证。更多信息请查看 [LICENSE](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/LICENSE) 文件。
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ScrapeGraphAI 采用 MIT 许可证。更多信息请查看 [LICENSE](https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/LICENSE) 文件。
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## 鸣谢
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