# Parse, Extract, Classify — now each with its own MCP // Weekly…

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Email Newsletter 1200x360- H2-2026 (1)

Hi there, LlamaParser!

It' been a busy June at LlamaIndex. Event season in San Francisco was in full swing, you may have even bumped into one of our billboards, but that didn't stop our engineering teams from shipping at full speed. There's a lot to catch up on, so without further ado...

Discover LlamaParse — most accurate document ingestion API for your agents.

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GET IN TOUCH

🚢 Product Updates

Announcing Retrieval Harness: LlamaParse now hands agents filesystem-level tools — list, grep, read, and hybrid retrieve — so they can traverse and verify a corpus instead of hoping one semantic search grabbed the right chunk.

Markdown comes to LiteParse: LiteParse v2.1 is the fastest open-source, local PDF-to-markdown pipeline (~3ms/page) and tops all three parsing benchmarks we tested.

LlamaParse MCP, restructured: one general endpoint at mcp.llamaindex.ai/mcp, plus per-product endpoints for Parse, Extract, Classify, Split, and Index. This gives your agent a narrower, more reliable tool surface and unlocks parallel workflows.

Cost Optimizer, sharper: New improvements to LlamaParse's intelligent tier routing now more reliably ensures you always strike the right balance between cost and accuracy when processing large documents.

Usage Tags (Enterprise): pass a Usage-Tags header on parse/extract, slice billing by team, environment, or any dimension. Up to 4 tags per request.

User Metadata on parse jobs: Tag your requests, and your spend becomes filterable by those tags in the metrics API. Break down costs by customer, by team, by product line, whatever makes sense for your org.

🤩 Community Updates

From messy PDFs to verifiable answers, with LiteParse and LanceDB

A hands-on build pairing LiteParse for parsing with LanceDB for retrieval — the recipe for answers with citations you can actually trust.

LlamaParse Platform is now a verified n8n community node

If you live in n8n, this is the shortest path from "PDF lands in a folder" to "structured JSON in your pipeline." No glue code necessary.

Watch our founder and CEO speak at a full-house at Databricks Data+AI Summit (free to watch after sign up): Catch Jerry's Session Replay

Grep vs. Embeddings with George He, Head of Engineering — the retrieval harness we built for enterprise agents, and when keyword search beats vectors: Watch Webinar

Jerry at AI Engineer World’s Fair — our founder's take on where agentic document processing goes next, presented last week: Access the deck

🔗 AI News

Anthropic extends access for Fable 5 until July 15th — the global redeploy still maintains a weekly usage limit. Join the chat

Applications to attend OpenAI's DevDay 2026 are open: Apply by 7/10

Best use of Fable 5 yet? Statistical analysis of World Cup odds Read now

Where does Fable 5 rank on ParseBench.ai? We benchmarked Anthropic's latest model, check out the results below.

Fable 5 ranking on ParseBench

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SEE PRICING

Building a new agent? Get in touch with our team

Optimizing an existing OCR pipeline? Don't miss our Summer OCR Challenge and put LlamaParse to the test to win!

Need support? Join our Discord

Check out our GitHub for the latest code releases and documentation.

Thanks for reading this week's newsletter!

We are trying a new format and would love your feedback. Did we miss anything? Feel free to reply directly or email news@llamaindex.ai with your input.

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