How to Use the RAG Markdown Semantic Chunker
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1
Paste markdown document or text.
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2
Set target chunk size and character overlap.
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3
Click "Generate RAG Chunks" and export JSON for Pinecone, Chroma, or Qdrant.
Practical Example & Use Case
Common Real-World Scenario
Chunking a 20,000-word product documentation manual into 600-character segments with 80-character overlap for vector search.
Technical Notes & Limitations
Browser Engine Architecture
Performs boundary-aware character/token chunking on whitespace.
Frequently Asked Questions
Why is overlap necessary?
Overlap prevents semantic context from being sliced across chunk boundaries, ensuring accurate retrieval.