Scrapegraph Sdk
scrapegraph-pysdk-nodejscookbookscrapingjson-schemagithub-trendingsdk-pythonweb-scraping-pythonweb-scrapingsdk-jsapiPythonscrapegraphweb-crawler
Export
๐ท๏ธ Extract Github Trending Repositories with Official Scrapegraph SDK
๐ง Install dependencies
[1]
๐ Import ScrapeGraph API key
You can find the Scrapegraph API key here
[2]
Scrapegraph API key: ยทยทยทยทยทยทยทยท
๐ Defining an Output Schema for Webpage Content Extraction
If you already know what you want to extract from a webpage, you can define an output schema using Pydantic. This schema acts as a "blueprint" that tells the AI how to structure the response.
Pydantic Schema Quick Guide
Types of Schemas
- Simple Schema
Use this when you want to extract straightforward information, such as a single piece of content.
from pydantic import BaseModel, Field
# Simple schema for a single webpage
class PageInfoSchema(BaseModel):
title: str = Field(description="The title of the webpage")
description: str = Field(description="The description of the webpage")
# Example Output JSON after AI extraction
{
"title": "ScrapeGraphAI: The Best Content Extraction Tool",
"description": "ScrapeGraphAI provides powerful tools for structured content extraction from websites."
}
- Complex Schema (Nested)
If you need to extract structured information with multiple related items (like a list of repositories), you can nest schemas.
from pydantic import BaseModel, Field
from typing import List
# Define a schema for a single repository
class RepositorySchema(BaseModel):
name: str = Field(description="Name of the repository (e.g., 'owner/repo')")
description: str = Field(description="Description of the repository")
stars: int = Field(description="Star count of the repository")
forks: int = Field(description="Fork count of the repository")
today_stars: int = Field(description="Stars gained today")
language: str = Field(description="Programming language used")
# Define a schema for a list of repositories
class ListRepositoriesSchema(BaseModel):
repositories: List[RepositorySchema] = Field(description="List of GitHub trending repositories")
# Example Output JSON after AI extraction
{
"repositories": [
{
"name": "google-gemini/cookbook",
"description": "Examples and guides for using the Gemini API",
"stars": 8036,
"forks": 1001,
"today_stars": 649,
"language": "Jupyter Notebook"
},
{
"name": "TEN-framework/TEN-Agent",
"description": "TEN Agent is a conversational AI powered by TEN, integrating Gemini 2.0 Multimodal Live API, OpenAI Realtime API, RTC, and more.",
"stars": 3224,
"forks": 311,
"today_stars": 361,
"language": "Python"
}
]
}
Key Takeaways
- Simple Schema: Perfect for small, straightforward extractions.
- Complex Schema: Use nesting to extract lists or structured data, like "a list of repositories."
Both approaches give the AI a clear structure to follow, ensuring that the extracted content matches exactly what you need.
[ ]
๐ Initialize SGAI Client and start extraction
Initialize the client for scraping (an async version using AsyncScrapeGraphAI is available here).
[4]
Use the extract method to pull structured data from a URL with AI. The same method also accepts raw html= or markdown= if you already have the page content.
[5]
Print the response
[6]
Tokens used: prompt_tokens=45006 completion_tokens=36908
Trending Repositories:
{
"repositories": [
{
"name": "OMNeT++ NED",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OMNeT++ MSG",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "ooc",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Opa",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Opal",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Open Policy Agent",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenAPI Specification v2",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenAPI Specification v3",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenCL",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenEdge ABL",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenQASM",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenRC runscript",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenSCAD",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenStep Property List",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OpenType Feature File",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Option List",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Org",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "OverpassQL",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Ox",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Oxygene",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Oz",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "P4",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pact",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pan",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Papyrus",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Parrot",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Parrot Assembly",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Parrot Internal Representation",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pascal",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pawn",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PDDL",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PEG.js",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pep8",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Perl",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PHP",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pic",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pickle",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PicoLisp",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PigLatin",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pike",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pip Requirements",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pkl",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PlantUML",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PLpgSQL",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PLSQL",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pod",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pod 6",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PogoScript",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Polar",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pony",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Portugol",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PostCSS",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PostScript",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "POV-Ray SDL",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PowerBuilder",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PowerShell",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Praat",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Prisma",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Processing",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Procfile",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Proguard",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Prolog",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Promela",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Propeller Spin",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Protocol Buffer",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Protocol Buffer Text Format",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Public Key",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pug",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Puppet",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pure Data",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PureBasic",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "PureScript",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Pyret",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Python",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Python console",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Python traceback",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "q",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Q#",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "QMake",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "QML",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Qt Script",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Quake",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "QuakeC",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "QuickBASIC",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "R",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Racket",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Ragel",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Raku",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RAML",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Rascal",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RAScript",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Raw token data",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RBS",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RDoc",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Readline Config",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "REALbasic",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Reason",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "ReasonLIGO",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Rebol",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Record Jar",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Red",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Redcode",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Redirect Rules",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Regular Expression",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Ren'Py",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RenderScript",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "ReScript",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "reStructuredText",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "REXX",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Rez",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Rich Text Format",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Ring",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Riot",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RMarkdown",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RobotFramework",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "robots.txt",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Roc",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Rocq Prover",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Roff",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "Roff Manpage",
"description": "No content available",
"stars": 0,
"forks": 0,
"today_stars": 0,
"language": "No content available"
},
{
"name": "RON",
"description": "No content available",
"stars": 0,
"forks": 0,
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{
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{
"name": "datawhalechina/hello-agents",
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}
]
}
๐พ Save the output to a CSV file
Let's create a pandas dataframe and show the table with the extracted content
[17]
Save it to CSV
[8]
Data saved to trending_repositories.csv
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