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# ๐Ÿ•ท๏ธ ScrapeGraphAI: ํ•œ ๋ฐฉ์— ๋๋‚ด๋Š” ์›น์Šคํฌ๋ž˜ํ•‘
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ScrapeGraphAI๋Š” ์›น ์‚ฌ์ดํŠธ์™€ ๋กœ์ปฌ ๋ฌธ์„œ(XML, HTML, JSON ๋“ฑ)์— ๋Œ€ํ•œ ์Šคํฌ๋ž˜ํ•‘ ํŒŒ์ดํ”„๋ผ์ธ์„ ๋งŒ๋“ค๊ธฐ ์œ„ํ•ด LLM ๋ฐ ์ง์ ‘ ๊ทธ๋ž˜ํ”„ ๋กœ์ง์„ ์‚ฌ์šฉํ•˜๋Š” ํŒŒ์ด์ฌ ์›น์Šคํฌ๋ž˜ํ•‘ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์ž…๋‹ˆ๋‹ค.
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[ScrapeGraphAI](https://scrapegraphai.com)๋Š” ์›น ์‚ฌ์ดํŠธ์™€ ๋กœ์ปฌ ๋ฌธ์„œ(XML, HTML, JSON ๋“ฑ)์— ๋Œ€ํ•œ ์Šคํฌ๋ž˜ํ•‘ ํŒŒ์ดํ”„๋ผ์ธ์„ ๋งŒ๋“ค๊ธฐ ์œ„ํ•ด LLM ๋ฐ ์ง์ ‘ ๊ทธ๋ž˜ํ”„ ๋กœ์ง์„ ์‚ฌ์šฉํ•˜๋Š” ํŒŒ์ด์ฌ ์›น์Šคํฌ๋ž˜ํ•‘ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์ž…๋‹ˆ๋‹ค.
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์ถ”์ถœํ•˜๋ ค๋Š” ์ •๋ณด๋ฅผ ๋งํ•˜๊ธฐ๋งŒ ํ•˜๋ฉด ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๊ฐ€ ์•Œ์•„์„œ ์ฒ˜๋ฆฌํ•ด ์ค๋‹ˆ๋‹ค!
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<p align="center">
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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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</p>
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## ๐Ÿš€ ํ†ตํ•ฉ
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ScrapeGraphAI๋Š” ์ธ๊ธฐ ์žˆ๋Š” ํ”„๋ ˆ์ž„์›Œํฌ ๋ฐ ๋„๊ตฌ์™€์˜ ์›ํ™œํ•œ ํ†ตํ•ฉ์„ ์ œ๊ณตํ•˜์—ฌ ์Šคํฌ๋ž˜ํ•‘ ๋Šฅ๋ ฅ์„ ํ–ฅ์ƒ์‹œํ‚ต๋‹ˆ๋‹ค. ํŒŒ์ด์ฌ์ด๋“  Node.js๋กœ ๊ฐœ๋ฐœํ•˜๋“ , LLM ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์‚ฌ์šฉํ•˜๋“ , ๋…ธ์ฝ”๋“œ ํ”Œ๋žซํผ์ด๋“  ์ €ํฌ์˜ ํฌ๊ด„์ ์ธ ํ†ตํ•ฉ ์˜ต์…˜์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
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๋” ๋งŽ์€ ์ •๋ณด๋Š” ๋‹ค์Œ [๋งํฌ](https://scrapegraphai.com)์—์„œ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค
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**Integrations**:
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- **API**: [Documentation](https://docs.scrapegraphai.com/introduction)
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- **SDKs**: [Python](https://docs.scrapegraphai.com/sdks/python), [Node](https://docs.scrapegraphai.com/sdks/javascript)
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- **LLM Frameworks**: [Langchain](https://docs.scrapegraphai.com/integrations/langchain), [Llama Index](https://docs.scrapegraphai.com/integrations/llamaindex), [Crew.ai](https://docs.scrapegraphai.com/integrations/crewai), [Agno](https://docs.scrapegraphai.com/integrations/agno), [CamelAI](https://github.com/camel-ai/camel)
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- **Low-code Frameworks**: [Pipedream](https://pipedream.com/apps/scrapegraphai), [Bubble](https://bubble.io/plugin/scrapegraphai-1745408893195x213542371433906180), [Zapier](https://zapier.com/apps/scrapegraphai/integrations), [n8n](http://localhost:5001/dashboard), [Dify](https://dify.ai), [Toolhouse](https://app.toolhouse.ai/mcp-servers/scrapegraph_smartscraper)
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- **MCP server**: [Link](https://smithery.ai/server/@ScrapeGraphAI/scrapegraph-mcp)
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## ๐Ÿš€ ๋น ๋ฅธ ์„ค์น˜
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Scrapegraph-ai์— ๋Œ€ํ•œ ์ฐธ์กฐ ํŽ˜์ด์ง€๋Š” PyPI์˜ ๊ณต์‹ ํŽ˜์ด์ง€์—์„œ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค: [pypi](https://pypi.org/project/scrapegraphai/).
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```bash
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pip install scrapegraphai
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# ์ค‘์š” (์›น์‚ฌ์ดํŠธ ์Šคํฌ๋ž˜ํ•‘์„ ์œ„ํ•œ ์„ค์น˜)
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playwright install
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```
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์ฐธ๊ณ : ๋‹ค๋ฅธ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์™€์˜ ์ถฉ๋Œ์„ ํ”ผํ•˜๊ธฐ ์œ„ํ•ด ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ๊ฐ€์ƒ ํ™˜๊ฒฝ์— ์„ค์น˜ํ•˜๋Š” ๊ฒƒ์ด ์ข‹์Šต๋‹ˆ๋‹ค ๐Ÿฑ
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## ๐Ÿ” ๋ฐ๋ชจ
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๊ณต์‹ Streamlit ๋ฐ๋ชจ:
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[![My Skills](https://skillicons.dev/icons?i=react)](https://scrapegraph-ai-web-dashboard.streamlit.app)
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Google Colab์„ ์‚ฌ์šฉํ•˜์—ฌ ์›น์—์„œ ์ง์ ‘ ์‚ฌ์šฉํ•ด ๋ณด์„ธ์š”:
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[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1sEZBonBMGP44CtO6GQTwAlL0BGJXjtfd?usp=sharing)
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## ๐Ÿ“– ๋ฌธ์„œ
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ScrapeGraphAI์— ๋Œ€ํ•œ ๋ฌธ์„œ๋Š” [์—ฌ๊ธฐ](https://scrapegraph-ai.readthedocs.io/en/latest/)์—์„œ ์ฐพ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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๋˜ํ•œ Docusaurus๋ฅผ [์—ฌ๊ธฐ](https://scrapegraph-doc.onrender.com/)์—์„œ ํ™•์ธํ•ด ๋ณด์„ธ์š”.
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## ๐Ÿ’ป ์‚ฌ์šฉ๋ฒ•
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์›น์‚ฌ์ดํŠธ(๋˜๋Š” ๋กœ์ปฌ ํŒŒ์ผ)์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ธฐ ์œ„ํ•ด ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ์—ฌ๋Ÿฌ ํ‘œ์ค€ ์Šคํฌ๋ž˜ํ•‘ ํŒŒ์ดํ”„๋ผ์ธ์ด ์žˆ์Šต๋‹ˆ๋‹ค.
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์›น์‚ฌ์ดํŠธ(๋˜๋Š” ๋กœ์ปฌ ํŒŒ์ผ)์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ธฐ ์œ„ํ•ด ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ์—ฌ๋Ÿฌ ํ‘œ์ค€ ์Šคํฌ๋ž˜ํ•‘ ํŒŒ์ดํ”„๋ผ์ธ์ด ์žˆ์Šต๋‹ˆ๋‹ค:
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- `SmartScraperGraph`: ์‚ฌ์šฉ์ž ํ”„๋กฌํ”„ํŠธ์™€ ์ž…๋ ฅ ์†Œ์Šค๋งŒ ํ•„์š”๋กœ ํ•˜๋Š” ๋‹จ์ผ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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- `SearchGraph`: ๊ฒ€์ƒ‰ ์—”์ง„์˜ ์ƒ์œ„ n๊ฐœ ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๋Š” ๋‹ค์ค‘ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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- `SpeechGraph`: ์›น์‚ฌ์ดํŠธ์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ณ  ์˜ค๋””์˜ค ํŒŒ์ผ์„ ์ƒ์„ฑํ•˜๋Š” ๋‹จ์ผ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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- `ScriptCreatorGraph`: ์›น์‚ฌ์ดํŠธ์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ณ  Python ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์ƒ์„ฑํ•˜๋Š” ๋‹จ์ผ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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- `SmartScraperMultiGraph`: ๋‹จ์ผ ํ”„๋กฌํ”„ํŠธ์™€ ์†Œ์Šค ๋ชฉ๋ก์„ ์‚ฌ์šฉํ•˜์—ฌ ์—ฌ๋Ÿฌ ํŽ˜์ด์ง€์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๋Š” ๋‹ค์ค‘ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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- `ScriptCreatorMultiGraph`: ๋‹จ์ผ ํ”„๋กฌํ”„ํŠธ์™€ ์†Œ์Šค ๋ชฉ๋ก์„ ์‚ฌ์šฉํ•˜์—ฌ ์—ฌ๋Ÿฌ ํŽ˜์ด์ง€์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๋Š” Python ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์ƒ์„ฑํ•˜๋Š” ๋‹ค์ค‘ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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๊ฐ€์žฅ ์ผ๋ฐ˜์ ์ธ ๊ฒƒ์€ `SmartScraperGraph`๋กœ, ์‚ฌ์šฉ์ž ํ”„๋กฌํ”„ํŠธ์™€ ์†Œ์Šค URL์ด ์ฃผ์–ด์ง„ ๋‹จ์ผ ํŽ˜์ด์ง€์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•ฉ๋‹ˆ๋‹ค.
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**OpenAI**, **Groq**, **Azure**, **Gemini**์™€ ๊ฐ™์€ API๋ฅผ ํ†ตํ•ด ๋‹ค์–‘ํ•œ LLM์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์œผ๋ฉฐ, **Ollama**๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋กœ์ปฌ ๋ชจ๋ธ๋„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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### ์‚ฌ๋ก€ 1: ๋กœ์ปฌ ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•˜๋Š” SmartScraper
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[Ollama](https://ollama.com/)๋ฅผ ์„ค์น˜ํ•˜๊ณ  **ollama pull** ๋ช…๋ น์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ ๋‹ค์šด๋กœ๋“œํ•˜์„ธ์š”.
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```python
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from scrapegraphai.graphs import SmartScraperGraph
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# ์Šคํฌ๋ž˜ํ•‘ ํŒŒ์ดํ”„๋ผ์ธ์— ๋Œ€ํ•œ ๊ตฌ์„ฑ ์ •์˜
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graph_config = {
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"llm": {
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"model": "ollama/mistral",
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"temperature": 0,
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"format": "json", # Ollama needs the format to be specified explicitly
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"base_url": "http://localhost:11434", # set Ollama URL
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},
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"embeddings": {
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"model": "ollama/nomic-embed-text",
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"base_url": "http://localhost:11434", # set Ollama URL
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"model": "ollama/llama3.2",
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"model_tokens": 8192
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},
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"verbose": True,
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"headless": False,
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}
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# SmartScraperGraph ์ธ์Šคํ„ด์Šค ์ƒ์„ฑ
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smart_scraper_graph = SmartScraperGraph(
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prompt="List me all the projects with their descriptions",
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# also accepts a string with the already downloaded HTML code
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source="https://perinim.github.io/projects",
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prompt="Extract useful information from the webpage, including a description of what the company does, founders and social media links",
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source="https://scrapegraphai.com/",
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config=graph_config
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)
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# ํŒŒ์ดํ”„๋ผ์ธ ์‹คํ–‰
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result = smart_scraper_graph.run()
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print(result)
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```
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์ถœ๋ ฅ์€ ๋‹ค์Œ๊ณผ ๊ฐ™์ด ํ”„๋กœ์ ํŠธ์™€ ์„ค๋ช…์˜ ๋ชฉ๋ก์ด ๋  ๊ฒƒ์ž…๋‹ˆ๋‹ค:
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```python
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{'projects': [{'title': 'Rotary Pendulum RL', 'description': 'Open Source project aimed at controlling a real life rotary pendulum using RL algorithms'}, {'title': 'DQN Implementation from scratch', 'description': 'Developed a Deep Q-Network algorithm to train a simple and double pendulum'}, ...]}
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import json
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print(json.dumps(result, indent=4))
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```
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### ์‚ฌ๋ก€ 2: ํ˜ผํ•ฉ ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•˜๋Š” SearchGraph
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์šฐ๋ฆฌ๋Š” LLM์— **Groq**๋ฅผ ์‚ฌ์šฉํ•˜๊ณ , ์ž„๋ฒ ๋”ฉ์— **Ollama**๋ฅผ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
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> [!NOTE]
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> OpenAI๋‚˜ ๋‹ค๋ฅธ ๋ชจ๋ธ๋“ค์€ LLM ์„ค์ •๋งŒ ๋ฐ”๊พธ๋ฉด ๋ฉ๋‹ˆ๋‹ค!
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> ```python
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>graph_config = {
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> "llm": {
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> "api_key": "YOUR_OPENAI_API_KEY",
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> "model": "openai/gpt-4o-mini",
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> },
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> "verbose": True,
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> "headless": False,
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>}
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>```
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```python
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from scrapegraphai.graphs import SearchGraph
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# Define the configuration for the graph
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graph_config = {
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"llm": {
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"model": "groq/gemma-7b-it",
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"api_key": "GROQ_API_KEY",
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"temperature": 0
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},
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"embeddings": {
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"model": "ollama/nomic-embed-text",
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"base_url": "http://localhost:11434", # set ollama URL arbitrarily
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},
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"max_results": 5,
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}
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# Create the SearchGraph instance
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search_graph = SearchGraph(
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prompt="List me all the traditional recipes from Chioggia",
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config=graph_config
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)
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# Run the graph
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result = search_graph.run()
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print(result)
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```
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์ถœ๋ ฅ์€ ๋‹ค์Œ๊ณผ ๊ฐ™์ด ๋ ˆ์‹œํ”ผ ๋ชฉ๋ก์ด ๋  ๊ฒƒ์ž…๋‹ˆ๋‹ค:
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์ถœ๋ ฅ์€ ๋‹ค์Œ๊ณผ ๊ฐ™์€ dictionary ํ˜•ํƒœ๊ฐ€ ๋  ๊ฒƒ์ž…๋‹ˆ๋‹ค
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```python
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{'recipes': [{'name': 'Sarde in Saรฒre'}, {'name': 'Bigoli in salsa'}, {'name': 'Seppie in umido'}, {'name': 'Moleche frite'}, {'name': 'Risotto alla pescatora'}, {'name': 'Broeto'}, {'name': 'Bibarasse in Cassopipa'}, {'name': 'Risi e bisi'}, {'name': 'Smegiassa Ciosota'}]}
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{
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"description": "ScrapeGraphAI transforms websites into clean, organized data for AI agents and data analytics. It offers an AI-powered API for effortless and cost-effective data extraction.",
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"founders": [
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{
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"name": "",
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"role": "Founder & Technical Lead",
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"linkedin": "https://www.linkedin.com/in/perinim/"
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},
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{
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"name": "Marco Vinciguerra",
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"role": "Founder & Software Engineer",
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"linkedin": "https://www.linkedin.com/in/marco-vinciguerra-7ba365242/"
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},
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{
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"name": "Lorenzo Padoan",
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"role": "Founder & Product Engineer",
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"linkedin": "https://www.linkedin.com/in/lorenzo-padoan-4521a2154/"
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}
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],
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"social_media_links": {
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"linkedin": "https://www.linkedin.com/company/101881123",
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"twitter": "https://x.com/scrapegraphai",
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"github": "https://github.com/ScrapeGraphAI/Scrapegraph-ai"
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}
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}
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```
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### ์‚ฌ๋ก€ 3: OpenAI๋ฅผ ์‚ฌ์šฉํ•˜๋Š” SpeechGraph
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์—ฌ๋Ÿฌ ํŽ˜์ด์ง€์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ฑฐ๋‚˜, Python ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์ƒ์„ฑํ•˜๊ฑฐ๋‚˜, ์‹ฌ์ง€์–ด ์˜ค๋””์˜ค ํŒŒ์ผ์„ ์ƒ์„ฑํ•˜๋Š” ๋ฐ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๋‹ค๋ฅธ ํŒŒ์ดํ”„๋ผ์ธ๋„ ์žˆ์Šต๋‹ˆ๋‹ค.
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OpenAI API ํ‚ค์™€ ๋ชจ๋ธ ์ด๋ฆ„๋งŒ ์ „๋‹ฌํ•˜๋ฉด ๋ฉ๋‹ˆ๋‹ค.
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| ํŒŒ์ดํ”„๋ผ์ธ | ์„ค๋ช… |
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|-------------------------|------------------------------------------------------------------------------------------------------------------|
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| SmartScraperGraph | ์‚ฌ์šฉ์ž ํ”„๋กฌํ”„ํŠธ์™€ ์ž…๋ ฅ ์†Œ์Šค๋งŒ ์žˆ์œผ๋ฉด ๋˜๋Š” ๋‹จ์ผ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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|
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| SearchGraph | ๊ฒ€์ƒ‰ ์—”์ง„์˜ ์ƒ์œ„ n๊ฐœ ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๋Š” ๋‹ค์ค‘ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค. |
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| SpeechGraph | ์›น์‚ฌ์ดํŠธ์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ณ  ์˜ค๋””์˜ค ํŒŒ์ผ์„ ์ƒ์„ฑํ•˜๋Š” ๋‹จ์ผ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค. |
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| ScriptCreatorGraph | ์›น์‚ฌ์ดํŠธ์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ณ  ํŒŒ์ด์ฌ ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์ƒ์„ฑํ•˜๋Š” ๋‹จ์ผ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค.
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|
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| SmartScraperMultiGraph | ๋‹จ์ผ ํ”„๋กฌํ”„ํŠธ์™€ ์ถœ์ฒ˜ ๋ชฉ๋ก์ด ์ฃผ์–ด์ง€๋ฉด ์—ฌ๋Ÿฌ ํŽ˜์ด์ง€์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๋Š” ๋‹ค์ค‘ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค. |
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| ScriptCreatorMultiGraph | ์—ฌ๋Ÿฌ ํŽ˜์ด์ง€์™€ ์†Œ์Šค์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ธฐ ์œ„ํ•œ ํŒŒ์ด์ฌ ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์ƒ์„ฑํ•˜๋Š” ๋‹ค์ค‘ ํŽ˜์ด์ง€ ์Šคํฌ๋ž˜ํผ์ž…๋‹ˆ๋‹ค. |
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```python
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from scrapegraphai.graphs import SpeechGraph
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๊ฐ ๊ทธ๋ž˜ํ”„์—๋Š” ๋‹ค์ค‘ ๋ฒ„์ „์ด ์žˆ์Šต๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด LLM์„ ๋ณ‘๋ ฌ๋กœ ํ˜ธ์ถœํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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graph_config = {
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"llm": {
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"api_key": "OPENAI_API_KEY",
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"model": "openai/gpt-3.5-turbo",
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},
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"tts_model": {
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"api_key": "OPENAI_API_KEY",
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"model": "tts-1",
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"voice": "alloy"
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},
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"output_path": "audio_summary.mp3",
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}
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OpenAI, Groq, Azure, Gemini์™€ ๊ฐ™์€ API๋ฅผ ํ†ตํ•ด ๋‹ค์–‘ํ•œ LLM์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์œผ๋ฉฐ, Ollama๋ฅผ ์ด์šฉํ•œ ๋กœ์ปฌ ๋ชจ๋ธ๋„ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.
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# ************************************************
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# Create the SpeechGraph instance and run it
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# ************************************************
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๋กœ์ปฌ ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•˜๋ ค๋ฉด [Ollama](https://ollama.com/)๋ฅผ ์„ค์น˜ํ•˜๊ณ  ollama pull ๋ช…๋ น์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ ๋‹ค์šด๋กœ๋“œํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
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speech_graph = SpeechGraph(
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prompt="Make a detailed audio summary of the projects.",
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source="https://perinim.github.io/projects/",
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config=graph_config,
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)
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result = speech_graph.run()
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print(result)
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## ๐Ÿ“– Documentation
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```
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[![Colab์œผ๋กœ ์—ด๊ธฐ](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1sEZBonBMGP44CtO6GQTwAlL0BGJXjtfd?usp=sharing)
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์ถœ๋ ฅ์€ ํŽ˜์ด์ง€์˜ ํ”„๋กœ์ ํŠธ ์š”์•ฝ์ด ํฌํ•จ๋œ ์˜ค๋””์˜ค ํŒŒ์ผ์ด ๋  ๊ฒƒ์ž…๋‹ˆ๋‹ค.
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ScrapeGraphAI ๊ด€๋ จ ๋ฌธ์„œ๋Š” [์—ฌ๊ธฐ](https://scrapegraph-ai.readthedocs.io/en/latest/)์—์„œ ํ™•์ธํ•˜์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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Docusaurus๋„ [์—ฌ๊ธฐ](https://docs-oss.scrapegraphai.com/)์—์„œ ํ™•์ธํ•ด ๋ณด์„ธ์š”.
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## ์Šคํฐ
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## ๐Ÿค Contributing
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<div style="text-align: center;">
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<a href="https://serpapi.com?utm_source=scrapegraphai">
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<img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/serp_api_logo.png" alt="SerpAPI" style="width: 10%;">
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</a>
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<a href="https://dashboard.statproxies.com/?refferal=scrapegraph">
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<img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/transparent_stat.png" alt="Stats" style="width: 15%;">
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</a>
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</div>
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์ž์œ ๋กญ๊ฒŒ ๊ธฐ์—ฌํ•˜๊ณ  Discord ์„œ๋ฒ„์— ์ฐธ์—ฌํ•˜์—ฌ ๊ฐœ์„  ์‚ฌํ•ญ์„ ๋…ผ์˜ํ•˜๊ณ  ์ œ์•ˆํ•ด ์ฃผ์„ธ์š”!
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## ๐Ÿค ๊ธฐ์—ฌ
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[๊ธฐ์—ฌ ๊ฐ€์ด๋“œ๋ผ์ธ](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/CONTRIBUTING.md)์„ ์ฐธ๊ณ ํ•˜์„ธ์š”.
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๊ธฐ์—ฌ๋ฅผ ํ™˜์˜ํ•˜๋ฉฐ, ๊ฐœ์„  ์‚ฌํ•ญ์„ ๋…ผ์˜ํ•˜๊ณ  ์ œ์•ˆ ์‚ฌํ•ญ์„ ์ฃผ๊ณ ๋ฐ›๊ธฐ ์œ„ํ•ด ์šฐ๋ฆฌ์˜ Discord ์„œ๋ฒ„์— ์ฐธ์—ฌํ•˜์„ธ์š”!
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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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[![My Skills](https://skillicons.dev/icons?i=twitter)](https://twitter.com/scrapegraphai)
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๊ธฐ์—ฌ ๊ฐ€์ด๋“œ๋ผ์ธ์„ ์ฐธ๊ณ ํ•ด์ฃผ์„ธ์š”: [contributing guidelines](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/CONTRIBUTING.md).
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## ๐Ÿ”— ScrapeGraph API & SDKs
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์‹œ์Šคํ…œ์— ScrapeGraph๋ฅผ ํ†ตํ•ฉํ•˜๊ธฐ ์œ„ํ•œ ๋น ๋ฅธ ์†”๋ฃจ์…˜์„ ์ฐพ๊ณ  ์žˆ๋‹ค๋ฉด, [์—ฌ๊ธฐ!](https://dashboard.scrapegraphai.com/login)์—์„œ ๊ฐ•๋ ฅํ•œ API๋ฅผ ํ™•์ธํ•ด ๋ณด์„ธ์š”.
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## ๐Ÿ“ˆ ๋กœ๋“œ๋งต
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<p align="center">
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<img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/api-banner.png" alt="ScrapeGraph API Banner" style="width: 100%;">
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</p>
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๋‹ค์Œ ๊ธฐ๋Šฅ๋“ค์„ ์ž‘์—…ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค! ํ˜‘์—…์— ๊ด€์‹ฌ์ด ์žˆ์œผ์‹œ๋ฉด ํ•ด๋‹น ๊ธฐ๋Šฅ์„ ๋งˆ์šฐ์Šค ์˜ค๋ฅธ์ชฝ ๋ฒ„ํŠผ์œผ๋กœ ํด๋ฆญํ•˜์—ฌ ์ƒˆ ํƒญ์—์„œ PR์„ ์ž‘์„ฑํ•ด์ฃผ์„ธ์š”. ์˜๋ฌธ์‚ฌํ•ญ์ด ์žˆ๊ฑฐ๋‚˜ ๋…ผ์˜ํ•˜๊ณ  ์‹ถ๋‹ค๋ฉด [Discord](https://discord.gg/uJN7TYcpNa)์—์„œ ์ €ํฌ์—๊ฒŒ ์—ฐ๋ฝํ•˜๊ฑฐ๋‚˜ Github์˜ [Discussion](https://github.com/VinciGit00/Scrapegraph-ai/discussions) ํŽ˜์ด์ง€๋ฅผ ์—ด์–ด์ฃผ์„ธ์š”!
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Python๊ณผ Node.js SDK๋ฅผ ์ œ๊ณตํ•˜์—ฌ ํ”„๋กœ์ ํŠธ์— ์‰ฝ๊ฒŒ ํ†ตํ•ฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์•„๋ž˜์—์„œ ํ™•์ธํ•ด ๋ณด์„ธ์š”.
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```mermaid
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%%{init: {'theme': 'base', 'themeVariables': { 'primaryColor': '#5C4B9B', 'edgeLabelBackground':'#ffffff', 'tertiaryColor': '#ffffff', 'primaryBorderColor': '#5C4B9B', 'fontFamily': 'Arial', 'fontSize': '16px', 'textColor': '#5C4B9B' }}}%%
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graph LR
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A[DeepSearch Graph] --> F[Use Existing Chromium Instances]
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F --> B[Page Caching]
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B --> C[Screenshot Scraping]
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C --> D[Handle Dynamic Content]
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D --> E[New Webdrivers]
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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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style A fill:#ffffff,stroke:#5C4B9B,stroke-width:2px,rx:10,ry:10
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style F fill:#ffffff,stroke:#5C4B9B,stroke-width:2px,rx:10,ry:10
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style B fill:#ffffff,stroke:#5C4B9B,stroke-width:2px,rx:10,ry:10
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style C fill:#ffffff,stroke:#5C4B9B,stroke-width:2px,rx:10,ry:10
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style D fill:#ffffff,stroke:#5C4B9B,stroke-width:2px,rx:10,ry:10
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style E fill:#ffffff,stroke:#5C4B9B,stroke-width:2px,rx:10,ry:10
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๊ณต์‹ API ๋ฌธ์„œ๋Š” [์—ฌ๊ธฐ](https://docs.scrapegraphai.com/)์—์„œ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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click A href "https://github.com/VinciGit00/Scrapegraph-ai/issues/260" "Open DeepSearch Graph Issue"
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click F href "https://github.com/VinciGit00/Scrapegraph-ai/issues/329" "Open Chromium Instances Issue"
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click B href "https://github.com/VinciGit00/Scrapegraph-ai/issues/197" "Open Page Caching Issue"
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click C href "https://github.com/VinciGit00/Scrapegraph-ai/issues/197" "Open Screenshot Scraping Issue"
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click D href "https://github.com/VinciGit00/Scrapegraph-ai/issues/279" "Open Handle Dynamic Content Issue"
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click E href "https://github.com/VinciGit00/Scrapegraph-ai/issues/171" "Open New Webdrivers Issue"
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```
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## ๐Ÿ“ˆ Telemetry
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์ €ํฌ๋Š” ํŒจํ‚ค์ง€์˜ ํ’ˆ์งˆ๊ณผ ์‚ฌ์šฉ์ž ๊ฒฝํ—˜์„ ํ–ฅ์ƒ์‹œํ‚ค๊ธฐ ์œ„ํ•ด ์ต๋ช…์˜ ์‚ฌ์šฉ ์ง€ํ‘œ๋ฅผ ์ˆ˜์ง‘ํ•ฉ๋‹ˆ๋‹ค. ์ด ๋ฐ์ดํ„ฐ๋Š” ๊ฐœ์„  ์‚ฌํ•ญ์˜ ์šฐ์„ ์ˆœ์œ„๋ฅผ ์ •ํ•˜๊ณ  ํ˜ธํ™˜์„ฑ์„ ๋ณด์žฅํ•˜๋Š” ๋ฐ ๋„์›€์ด ๋ฉ๋‹ˆ๋‹ค. ์˜ตํŠธ์•„์›ƒํ•˜๋ ค๋ฉด ํ™˜๊ฒฝ ๋ณ€์ˆ˜ SCRAPEGRAPHAI_TELEMETRY_ENABLED=false๋ฅผ ์„ค์ •ํ•˜์„ธ์š”. ์ž์„ธํ•œ ๋‚ด์šฉ์€ [์—ฌ๊ธฐ](https://scrapegraph-ai.readthedocs.io/en/latest/scrapers/telemetry.html)์—์„œ ์„ค๋ช…์„œ๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”.
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## ๏ธ ๊ธฐ์—ฌ์ž๋“ค
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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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## ๐ŸŽ“ ์ธ์šฉ
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์šฐ๋ฆฌ์˜ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์—ฐ๊ตฌ ๋ชฉ์ ์œผ๋กœ ์‚ฌ์šฉํ•œ ๊ฒฝ์šฐ ๋‹ค์Œ๊ณผ ๊ฐ™์ด ์ธ์šฉํ•ด ์ฃผ์„ธ์š”:
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์šฐ๋ฆฌ์˜ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์—ฐ๊ตฌ ๋ชฉ์ ์œผ๋กœ ์‚ฌ์šฉํ•œ ๊ฒฝ์šฐ ๋‹ค์Œ๊ณผ ๊ฐ™์ด ์ธ์šฉํ•ด ์ฃผ์„ธ์š”
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```text
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@misc{scrapegraph-ai,
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author = {, Lorenzo Padoan, Marco Vinciguerra},
@@ -221,19 +182,14 @@ graph LR
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## ์ €์ž๋“ค
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<p align="center">
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<img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/logo_authors.png" alt="Authors_logos">
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</p>
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| | ์—ฐ๋ฝ์ฒ˜ |
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|--------------------|---------------|
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| Marco Vinciguerra | [![Linkedin Badge](https://img.shields.io/badge/-Linkedin-blue?style=flat&logo=Linkedin&logoColor=white)](https://www.linkedin.com/in/marco-vinciguerra-7ba365242/) |
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| | [![Linkedin Badge](https://img.shields.io/badge/-Linkedin-blue?style=flat&logo=Linkedin&logoColor=white)](https://www.linkedin.com/in/perinim/) |
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| Lorenzo Padoan | [![Linkedin Badge](https://img.shields.io/badge/-Linkedin-blue?style=flat&logo=Linkedin&logoColor=white)](https://www.linkedin.com/in/lorenzo-padoan-4521a2154/) |
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## ๐Ÿ“œ ๋ผ์ด์„ ์Šค
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ScrapeGraphAI๋Š” MIT License๋กœ ๋ฐฐํฌ๋˜์—ˆ์Šต๋‹ˆ. ์ž์„ธํ•œ ๋‚ด์šฉ์€ [LICENSE](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/LICENSE) ํŒŒ์ผ์„ ์ฐธ์กฐํ•˜์„ธ์š”.
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ScrapeGraphAI๋Š” MIT License๋กœ ๋ฐฐํฌ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ์ž์„ธํ•œ ๋‚ด์šฉ์€ [LICENSE](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/LICENSE) ํŒŒ์ผ์„ ์ฐธ์กฐํ•˜์„ธ์š”.
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## ๊ฐ์‚ฌ์˜ ๋ง
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