You can access the LLM Web Page Research Browser 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 API & Integrations 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 = { "startUrls": [{ "url": "https://en.wikipedia.org/wiki/Retrieval-augmented_generation" }] }
9
10# Run the Actor and wait for it to finish
11run = client.actor("automation-lab/llm-web-page-research-browser").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LLM Web Scraping to Cited Markdown & Chunks API in Python

The Apify API client for Python is the official library that allows you to use LLM Web Page Research Browser API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

LLM Web Page Research Browser API in JavaScript

LLM Web Page Research Browser API through CLI

LLM Web Page Research Browser OpenAPI definition

LLM Web Page Research Browser API

AI Web Extractor: URL → Clean Markdown + JSON for LLM/RAG

boxbox10/ai-web-extractor

Turn any URL into clean, LLM-ready Markdown + structured JSON (title, headings, main content, links, metadata, token count). Perfect for RAG pipelines, AI agents, and LLM context.

Marvin Eguilos

URL to Markdown - Clean Web Pages for LLMs & RAG

scrapesage/url-to-markdown

Convert any list of web pages to clean Markdown for LLM/RAG ingestion, notes or docs. Main-content mode (Readability) keeps just the article; full-page mode converts the whole body. Tables and links preserved. No browser.

Scrape Sage

URL to Markdown MCP

reverberant_equality/mcp-url-to-markdown

Convert any web page to clean markdown for AI agents. Uses Firefox Reader Mode engine for content extraction. Perfect for RAG pipelines, research, and LLM content ingestion.

Jordan C

LLM-Ready Web Content Extractor

beyondxl/llm-ready-content-extractor

Turn any public web page or shallow site crawl into clean, LLM-ready Markdown + metadata + optional RAG chunks. Boilerplate/nav/ads removed. Honors robots.txt.

Leopold Ai

LLM-Ready Web Extractor

phantom_horse/my-actor-1

Turn any web page into clean, LLM-ready Markdown. Strips scripts, nav, and page chrome, then converts the main content to tidy Markdown with title, meta description, and token counts. Perfect for AI prompts and RAG ingestion pipelines.

NATNAEL FIKRE

PDF Extractor: PDF → Clean Markdown + JSON for LLM/RAG

boxbox10/pdf-extractor

Turn any PDF URL into clean, LLM-ready Markdown + structured JSON (title, metadata, per-page text, page count, word count, token count). Perfect for RAG pipelines, AI agents, and LLM document ingestion.

Marvin Eguilos

Website Content Crawler — Text, Markdown & HTML for AI/LLM

hichemdev/website-content-crawler

Crawl any website and extract clean text, Markdown, and HTML from every page — ready for LLM, RAG, and AI ingestion.

Hichem Ben Moussa

Doc to Markdown — DOCX, PDF & web pages to clean markdown

amanatools/doc-to-markdown

Convert DOCX files, PDFs, and web pages into clean markdown for LLM and agent ingestion. Main-content extraction strips navigation junk from web pages. Pay per document.

Dos

Web-to-Markdown Generator for AI & RAG Pipelines

profitstack/web-to-markdown-generator-for-ai-rag-pipelines

Convert any website into clean, heading-based chunking, LLM-ready Markdown for RAG and AI agents.

Manas Mantri

LLM-Ready Web Extractor: URL to Clean Markdown & JSON

f0rty7even/llm-web-extractor

Turn any web page or site into clean, LLM-ready Markdown and structured JSON for RAG, agents, and fine-tuning. Strips nav/ads/boilerplate; returns main content + metadata.