PageIndex
Vectorless RAG. 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG. Not all improvements come from adding complexity — sometimes it's about removing it.
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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.
Vectorless RAG
colab.research.google.comFastGraphRAG
github.comBetter RAG using good old PageRank
FastIndex
github.coman open-source search engine indexation tool
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