Raw SignalSep 25, 20261 min read1 source

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

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LlamaIndex’s July 15 product newsletter announced Conversational Extract, which lets users create an extraction schema through a conversation rather than hand-writing JSON Schema.

It also made Markdown the default output for the fast tier when using tier="fast", version="latest", and said every plan, including free, now supports 100 users.

The update packages workflow design, document-output format, and team access into one release. LlamaIndex says fast-tier Markdown is powered by LiteParse and includes improved OCR and PDF font handling. The announcement does not provide comparative accuracy figures, migration guidance, or independent validation for these changes.

Evidence / sources

  1. 1llamaindex.ai/blog/llamaindex-newsletter-26-07-15
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