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vectifyai/pageindex

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

★ 36.6k▲ 8 HN

RANKS All-time #157

AT A GLANCE

LANGUAGE
Python
LICENSE
MIT
USAGE
Use, change and redistribute, commercially too. Keep the notice.
ACTIVITY
last commit 34 days ago ()
TOPICS
  • agentic-ai
  • agents
  • ai
  • ai-agents
  • context-engineering
  • information-retrieval
  • llm
  • rag
  • reasoning
  • retrieval
  • retrieval-augmented-generation
  • vector-database
HOMEPAGE
https://pageindex.ai
REPOSITORY
GitHub ↗
CATEGORY
AI

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README EXCERPT

PageIndex: Vectorless, Reasoning-based RAG Reasoning-based RAG  ◦  No Vector DB, No Chunking  ◦  Context-Aware Retrieval  ◦  Reads Like a Human 🌐 Website   •   ☁️ Cloud   •   📖 Docs   •   📝 Blog   •   ✉️ Contact   Updates - [Aug '26] 🔥 PageIndex SDK : pip install -U pageindex now ships local mode : index, retrieve, and chat entirely on your machine with your own LLM key, or point the same client at PageIndex Cloud with an API key. - [Aug '26] ⚡ PageIndex Flash : fast tree index generation for text-based PDFs, now the default indexing method in PageIndex SDK local mode. - Scale PageIndex to Millions of Documents: PageIndex File System is a file-level tree indexing layer that lets PageIndex reason over an entire corpus, not just a single document. - PageIndex App: a human-like document analysis agent for long professional documents. What is PageIndex? Are you frustrated with vector database retrieval accuracy for long and complex documents? Vector-based RAG retrieves by semantic similarity . But similarity ≠ relevance — what retrieval actually needs is relevance, and relevance requires reasoning . On professio…

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