You can access the Gluecrawl Universal Scraper programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "mode": "start",
10    "url": "https://books.toscrape.com/catalogue/category/books/travel_2/index.html",
11    "goal": "Extract each travel book's title and price.",
12    "maxPages": 2,
13}
14
15# Run the Actor and wait for it to finish
16run = client.actor("gluecrawl/gluecrawl-apify-actor").call(run_input=run_input)
17
18# Fetch and print Actor results from the run's dataset (if there are any)
19print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
20for item in client.dataset(run["defaultDatasetId"]).iterate_items():
21    print(item)
22
23# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Gluecrawl Universal Scraper API in Python

The Apify API client for Python is the official library that allows you to use Gluecrawl Universal Scraper API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Gluecrawl Universal Scraper API in JavaScript

Gluecrawl Universal Scraper API through CLI

Gluecrawl Universal Scraper OpenAPI definition

Gluecrawl Universal Scraper API

Universal Website Scraper

jowi/universal-website-scraper

The Universal Website Scraper is a powerful all-purpose crawler that extracts structured data from ANY website, including dynamic pages, product listings, articles, tables, blogs, and more. No coding needed just enter a URL and let the actor do the rest.

Fred

Universal Web Scraper & Data Extractor – Fast No-Code Tool

motivational_nickel/my-actor

Universal web scraper that extracts structured data from almost any website. Detect and scrape webpage content into clean datasets (CSV, Excel, JSON) without coding. Ideal for web scraping, research, lead generation, automation pipelines, and large-scale data extraction.

Leoncio Jr Coronado

5.0

Web Scraper

agreeable_romance/web-scraper

Scrapes any website into a structured format.

Abhay p

Universal Markdown Scraper for LLMs

botflowtech/universal-markdown-scraper-for-llms

Universal Markdown Scraper for LLMs

BotFlowTech

Website Intelligence API

ladra/Website-Intelligence-API

Crawl any public website and turn it into AI-ready intelligence. Extract screenshots, Markdown, HTML, metadata, links, PDFs, compliance evidence, RAG chunks, and structured JSON for sales research, audits, website snapshots, and automation.

Ladra Software

Universal AI GPT Scraper

louisdeconinck/ai-gpt-scraper

Transform any website into structured data with AI-powered extraction. This versatile tool combines advanced web scraping with intelligent content analysis to deliver clean, customized JSON output - perfect for automating data collection from any web source.

Louis Deconinck

178

5.0

Gitmcp Universal Repository Processor

theguide/gitmcp-universal-repository-processor

Turn any public or private GitHub repository into a ready-to-use knowledge pack you can hand to your favorite AI assistant in minutes.

TheGuide

AI Web Data Extractor — URL + Prompt → JSON

hichemdev/ai-web-extractor

Extract structured data from any web page with a plain-English prompt, using your own OpenAI or Anthropic API key. Turn messy pages into clean JSON.

Hichem Ben Moussa

Universal Web Scraper & Data Extractor

motivational_nickel/universal-scraper

Fast AI-ready webpage extraction with structured JSON output for automation workflows, AI agents, RAG pipelines, SEO analysis, and website intelligence.

Leoncio Jr Coronado

Universal Website to API – Any Site → JSON

inquisitive_zeppelin/universal-website-to-api---any-site---json

Multi-URL Web Scraper is a fast, reliable, and highly flexible scraping tool designed to extract structured data from multiple web pages in a single run.