Indexing Large Documents

“It’s not that I’m lazy, it’s that I just don’t care about loading 500 pages at once.”

For documents over 25,000 tokens, the indexing system enables on-demand fetching through MCP resources.

Coming Soon

Detailed indexing tutorial in progress.

Quick Example

# Index once
result = await index_document("huge-novel.docx")
# Returns: {"doc_id": "abc123", "resources": {...}}

# Fetch chapters on demand
# chapter://abc123/1 → Chapter 1
# chapter://abc123/1.md → Chapter 1 as Markdown

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Full tutorial coming soon.