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vectifyai/pageindex

๐Ÿ“‘ PageIndex: Document Index for Vectorless, Reasoning-based RAG

โ˜… 36.6kโ–ฒ 8 HN

์ˆœ์œ„ ์—ญ๋Œ€ 157์œ„

ํ•œ๋ˆˆ์— ๋ณด๋Š” ์‚ฌ์‹ค

์–ธ์–ด
Python
๋ผ์ด์„ ์Šค
MIT
์‚ฌ์šฉ ๋ฒ”์œ„
์ƒ์—… ์ด์šฉยท์ˆ˜์ •ยท์žฌ๋ฐฐํฌ ๊ฐ€๋Šฅ. ์ €์ž‘๊ถŒ ๊ณ ์ง€๋Š” ์œ ์ง€.
ํ™œ๋™
๋งˆ์ง€๋ง‰ ์ปค๋ฐ‹ 34์ผ ์ „ ()
ํ† ํ”ฝ
  • agentic-ai
  • agents
  • ai
  • ai-agents
  • context-engineering
  • information-retrieval
  • llm
  • rag
  • reasoning
  • retrieval
  • retrieval-augmented-generation
  • vector-database
ํ™ˆํŽ˜์ด์ง€
https://pageindex.ai
์ €์žฅ์†Œ
GitHub โ†—
๋ถ„๋ฅ˜
AI

์š”์•ฝ์ด๋ฉฐ ๋ฒ•์  ์กฐ์–ธ์ด ์•„๋‹™๋‹ˆ๋‹ค.

README ๋ฐœ์ทŒ

PageIndex: Vectorless, Reasoning-based RAG Reasoning-based RAG  โ—ฆ  No Vector DB, No Chunking  โ—ฆ  Context-Aware Retrieval  โ—ฆ  Reads Like a Human ๐ŸŒ Website   โ€ข   โ˜๏ธ Cloud   โ€ข   ๐Ÿ“– Docs   โ€ข   ๐Ÿ“ Blog   โ€ข   โœ‰๏ธ Contact   Updates - [Aug '26] ๐Ÿ”ฅ 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] โšก 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 โ‰  relevance โ€” what retrieval actually needs is relevance, and relevance requires reasoning . On professioโ€ฆ

GitHub README์˜ ์•ž๋ถ€๋ถ„์„ ์ €์žฅ๋œ ๊ทธ๋Œ€๋กœ ์ตœ๋Œ€ 1,200์ž๊นŒ์ง€ ์˜ฎ๊ฒผ์Šต๋‹ˆ๋‹ค. ๋งˆํฌ๋‹ค์šด ์„œ์‹์€ ํ‘œ์‹œํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

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