Raw SignalSep 25, 20261 min read1 source

Parse, Extract, Classify — now each with its own MCP

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LlamaIndex announced Retrieval Harness for LlamaParse, giving agents filesystem-style list, grep, read, and hybrid-retrieve tools to traverse and verify a document corpus.

It also restructured its MCP offering into a general endpoint plus product-specific endpoints for Parse, Extract, Classify, Split, and Index. The update includes LiteParse v2.1 with local open-source PDF-to-Markdown conversion, as well as improved tier routing, Usage Tags, and parse-job metadata intended to make document-processing spend easier to allocate and inspect.

Evidence / sources

  1. 1llamaindex.ai/blog/llamaindex-newsletter-26-07-08
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