← Latest products

A Vectorless LLM-Native Document Index Method

MCP server for PageIndex. PageIndex is a vectorless reasoning-based RAG system which uses multi-step reasoning and tree search to retrieve information like a human expert would. The word "index" originally came from how humans retrieve info: book indexes and tables of contents that guide us to the right place in documents.

Open source

407 stars · GitHubexternal site

Visit github.comexternal site

Reactions (1)

Similar products

by description similarity

  1. PageIndex

    github.com

    Vectorless RAG

    Hacker News192 pts

  2. FastIndex

    github.com

    an open-source search engine indexation tool

    Hacker News22 pts

  3. CS

    github.com

    indexless code search that understands code, comments and strings

    Hacker News71 pts

  4. FastGraphRAG

    github.com

    Better RAG using good old PageRank

    Hacker News457 pts

  5. Stop using static chunk sizes. A lightweight, production-ready RAG ingestion toolkit. Uses Docling for layout-aware parsing and applies smart heuristics for optimal chunking (PDF vs Code vs MD). Extracted from a production RAG platform

    Hacker News15 pts