Pricing

$2.00 / 1,000 dataset item scrapeds

RAG Web Crawler: Clean Markdown + Token-Sized Chunks

Turn any website into embeddings-ready chunks for RAG and vector databases. Structure-aware token-sized chunking, clean LLM-ready markdown, per-chunk citations and metadata, dedup, and junk filtering. Pay per result, no surprise compute bills.

Pricing

$2.00 / 1,000 dataset item scrapeds

Rating

0.0

(0)

Developer

Harry Schoeller

Actor stats

Bookmarked

Total users

Monthly active users

a month ago

Last modified

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Developer tools

You can access the RAG Web Crawler: Clean Markdown + Token-Sized Chunks 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 = { "startUrls": [{ "url": "https://docs.apify.com" }] }
9
10# Run the Actor and wait for it to finish
11run = client.actor("commonelements/rag-ready-crawler").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
15for item in client.dataset(run["defaultDatasetId"]).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

RAG Web Crawler: Website to Markdown & RAG Chunks API in Python

The Apify API client for Python is the official library that allows you to use RAG Web Crawler: Clean Markdown + Token-Sized Chunks API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

RAG Web Crawler: Clean Markdown + Token-Sized Chunks API in JavaScript

RAG Web Crawler: Clean Markdown + Token-Sized Chunks API through CLI

RAG Web Crawler: Clean Markdown + Token-Sized Chunks OpenAPI definition

RAG Web Crawler: Clean Markdown + Token-Sized Chunks API

PDF to RAG Markdown Chunks for Embeddings

awesome_highboy/docforge

Convert PDFs into token-bounded Markdown chunks for RAG, embeddings, and vector databases (Pinecone, Chroma, Weaviate, Qdrant). Set maxTokens + overlap; get clean chunks with page number, token count, and SHA-256 content hash for dedup. JSON dataset ready for any LLM pipeline.

Adam

Website to Markdown for LLMs

agentictools/website-to-markdown-llm

Crawl a site and export clean Markdown with token counts and chunks, ready for RAG.

Ken Agland

Docs Markdown Rag Ready Crawler

devwithbobby/docs-markdown-rag-ready-crawler

Turn any documentation site or website into clean, structured markdown—ready for RAG, embeddings, and AI agents.

Dev with Bobby

Website Content Pipeline for AI: Markdown, Tokens, RAG Chunks

scrapemint/website-content-crawler

Crawl any website and ship clean Markdown, plain text, and HTML for AI, LLM, and RAG pipelines. Each row carries token estimates, JSON LD metadata, link graph, and optional auto chunk splitting for vector databases. Pay per page.

Ken M

AI / RAG Web Crawler

groupoject/ai-rag-web-crawler

Crawl any website and extract clean, LLM-ready Markdown chunks to feed AI agents, chatbots, and RAG pipelines. One row per embeddable chunk.

Group Oject

RAG Web Extractor — Clean Markdown, HTML & Chunks

junipr/rag-web-extractor

Extract clean website content for RAG and AI search. Crawl pages, remove boilerplate, preserve structure, and export markdown, HTML, text, JSON, and chunks.

junipr

News to Markdown — RAG-Ready News Chunks API

nexgendata/news-announcements-rag-markdown

Convert news and announcements into RAG-ready Markdown chunks. Clean JSON for PR, media-monitoring teams and AI agents.

NexGenData

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

Website to RAG Markdown Crawler

knotted_tussock/rag-markdown-crawler

Crawl any website or docs site and export clean Markdown plus JSONL-style chunks for RAG, LLM apps, and AI agents.

Ralph T

Website to Text & Markdown — AI / RAG Content Crawler

inexhaustible_glass/rag-website-crawler

Scrape any website into clean text & Markdown with RAG-ready chunks and token counts for LLMs, vector databases (Pinecone, Qdrant) and AI chatbots. Also extracts linked PDF/Word/Excel. Anti-block, robots.txt-aware. Website-to-text for beginners, full RAG pipeline for pros. CPU only, no API key.