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LangChain Documentation Scraper (Markdown + RAG Chunks)

Scrape LangChain documentation pages into clean Markdown and vector-ready JSON chunks for RAG pipelines and LLM training.

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RAG Documentation Scraper — LLM-Ready Chunker
RAG Documentation Scraper — LLM-Ready Chunkerlernowa_ai_labs/rag-docs-scraper
Content
Metadata
Text
Number
Boolean
List
Object

Input

Start URLs(required)
url:https://python.langchain.com/docs/introduction/
URL Path Patterns:/docs/**
Max Crawl Depth:3
Max Pages Per Run:500
Chunking Strategy:heading_boundary
Chunk Size (tokens):512
Chunk Overlap (tokens):50
Output Format:markdown
Chunk Size (tokens) — Quick Override:500
Extra CSS Selectors to Exclude
Deduplicate Chunks:true
PDF Handling:skip
AWS Region:us-east-1
Enable Incremental (Delta) Crawling:false
DynamoDB Table Name:rag-docs-scraper-delta
Use Apify Proxy:false
Max Concurrency:5
Navigation Timeout (s):30

Output fields

Content
Metadata

How it works

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The RAG Documentation Scraper — LLM-Ready Chunker Actor is ready to run with the inputs already set for "LangChain Documentation Scraper (Markdown + RAG Chunks)". Sign up or log in and you'll land in Apify Console with a copy of this exact task.

Start the "LangChain Documentation Scraper (Markdown + RAG Chunks)" task

The RAG Documentation Scraper — LLM-Ready Chunker Actor will start running based on the input automatically. You can also change all the input fields, like start urls, URL Path Patterns, and more, to match your specific use case.

Receive the "LangChain Documentation Scraper (Markdown + RAG Chunks)" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as content and metadata.

Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "LangChain Documentation Scraper (Markdown + RAG Chunks)" task via API.

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