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ai-agent

PageIndex: Boost Info Retrieval

Get efficient document indexing with PageIndex, a reasoning-based tool for founders, backed by 32k+ GitHub stars.
32,620 stars2,824 forksPythonQuality 8/10Updated 6/5/2026100% free ยท open source
What it does

Creates semantic document retrieval systems that understand context and reasoning instead of just doing basic keyword or vector matching

When to use it
  • โ€ขBuilding complex research or analysis AI assistants that require deep document comprehension
  • โ€ขCreating enterprise knowledge management tools with nuanced information extraction
  • โ€ขDeveloping AI systems that need to parse complex, multi-page technical documents
Quick start
  1. 1Install PageIndex via pip: pip install pageindex
  2. 2Import library and create an index from your document collection
  3. 3Configure reasoning parameters to define how documents should be semantically analyzed
  4. 4Use query methods to retrieve contextually relevant information across your document set
Ready-to-paste prompt
pageindex.create_semantic_index('technical_reports/', reasoning_depth=3)
Saves to your device

Topics

agentic-ai
agents
ai
ai-agents
context-engineering
information-retrieval
llm
rag
reasoning
retrieval
retrieval-augmented-generation
vector-database
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

6
top-level files
5
folders
24.0M
repo size
MIT
license
Key files
README.md
requirements.txt
run_pageindex.py
File tree
.claude/
.github/
cookbook/
examples/
pageindex/
.gitattributes
.gitignore
LICENSE
README.md
requirements.txt
run_pageindex.py
Quick Actions
Details
Creator
VectifyAI
Language
Python
Category
ai-agent
Published
4/1/2025

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