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What is autoscraper?

alirezamika/autoscraper — explained in plain English

Analysis updated 2026-06-24

7,171PythonAudience · developerComplexity · 2/5LicenseSetup · easy

In one sentence

A Python library that learns to scrape websites from just a few examples of the data you want. Show it one sample value and it finds all matching items on the page, no HTML knowledge or CSS selectors needed.

Mindmap

mindmap
  root((AutoScraper))
    How it works
      Give example data
      Learns page structure
      Finds all matches
      No HTML required
    Modes
      All similar items
      Exact structured output
    Features
      Save trained scraper
      Custom HTTP headers
      Proxy support
    Use cases
      Scrape articles
      Extract prices
      Build data APIs
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Code map

Detail Auto

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filefunction / class

What do people build with it?

USE CASE 1

Scrape all article titles from a forum by giving the library one example title, no CSS selectors or XPath needed.

USE CASE 2

Pull live financial data from a webpage and turn it into a simple API by combining AutoScraper with a web server.

USE CASE 3

Save a trained scraper to disk and reuse it on similar pages later without retraining.

What is it built with?

Python

How does it compare?

alirezamika/autoscrapermher/flowerbhaskatripathi/pdfgpt
Stars7,1717,1717,172
LanguagePythonPythonPython
Setup difficultyeasymoderatemoderate
Complexity2/53/52/5
Audiencedeveloperops devopsgeneral

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min
Open source and installable from PyPI, the README does not specify the exact license type.

So what is it?

AutoScraper is a Python library that makes collecting data from websites much simpler than traditional scraping tools. You give it a web page address and one or a few examples of the data you want to pull, and it learns the underlying structure of the page to find similar items. Once trained, you can point it at other pages of the same type and it will return matching content without additional setup. The core idea is that you do not need to inspect HTML source code or write custom rules for each website. You pick a sample: a post title, a stock price, a link. The library figures out where that type of content lives on the page and finds all items that match the same pattern. There are two modes: one that returns all similar items on a page, and one that returns the exact same fields in the exact same order each time, which is useful when you want consistent structured output from multiple pages. Once a scraper is trained on a site, you can save it to a file and load it later, so you do not have to repeat the learning step. Custom request settings like proxy servers or HTTP headers can be passed in, which helps when a site requires specific configurations. The tool is installable with pip and requires Python 3. The README provides short, working code examples covering common use cases: pulling related article titles from a forum, retrieving a live financial figure, and extracting metadata from a repository page. There is also a link to a tutorial showing how to combine AutoScraper with a web server to turn any website into a simple data API. The project is open source and hosted on PyPI for easy installation. The README is concise and the examples cover the main functionality clearly.

Copy-paste prompts

Prompt 1
I want to use AutoScraper to extract all product names from an e-commerce page. Show me the Python code to train it on one example product name and then run it on a list of URLs.
Prompt 2
I trained an AutoScraper but it's picking up extra items I don't want. How do I filter the results to only keep the patterns I need?
Prompt 3
The site I'm scraping requires specific HTTP headers to avoid being blocked. How do I pass custom headers to AutoScraper?
Prompt 4
I want to save my trained AutoScraper and reload it in a different script later. How do I do that?
Prompt 5
Show me how to turn an AutoScraper result into a simple REST API endpoint so I can query the scraped data over HTTP.

Frequently asked questions

What is autoscraper?

A Python library that learns to scrape websites from just a few examples of the data you want. Show it one sample value and it finds all matching items on the page, no HTML knowledge or CSS selectors needed.

What language is autoscraper written in?

Mainly Python. The stack also includes Python.

What license does autoscraper use?

Open source and installable from PyPI, the README does not specify the exact license type.

How hard is autoscraper to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is autoscraper for?

Mainly developer.

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