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PageIndex

v0.3.0.dev3 Feature

This release adds 2 notable features for engineering teams evaluating rollout.

Published 17d RAG & Retrieval
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agentic-ai agents ai ai-agents context-engineering information-retrieval
+5 more
llm reasoning retrieval retrieval-augmented-generation vector-db

Affected surfaces

deps

Summary

AI summary

Updates fix, Fix, and feat across a mixed release.

Changes in this release

Security High

Adds security CI workflows.

Adds security CI workflows.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Feature Medium

Adds GitHub Actions automation for issue deduplication and auto-close.

Adds GitHub Actions automation for issue deduplication and auto-close.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Feature Medium

Adds PageIndexClient with agent‑based retrieval via OpenAI Agents SDK.

Adds PageIndexClient with agent‑based retrieval via OpenAI Agents SDK.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Feature Medium

Integrates litellm for multi‑provider LLM support.

Integrates litellm for multi‑provider LLM support.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Dependency Medium

Bump litellm from 1.82.0 to 1.83.0.

Bump litellm from 1.82.0 to 1.83.0.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Dependency Medium

Bump actions/checkout from 4 to 7.

Bump actions/checkout from 4 to 7.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Dependency Medium

Bump litellm to 1.84.0 to resolve python-dotenv install conflict.

Bump litellm to 1.84.0 to resolve python-dotenv install conflict.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Bugfix Medium

Prevents KeyError crash and context exhaustion in TOC processing.

Prevents KeyError crash and context exhaustion in TOC processing.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Bugfix Medium

Fixes poll status=="completed" in cloud add_document.

Fixes poll status=="completed" in cloud add_document.

Source: llm_adapter@2026-07-16

Confidence: high

 —
Bugfix Medium

Prevents infinite loop in extract_toc_content.

Prevents infinite loop in extract_toc_content.

Source: llm_adapter@2026-07-16

Confidence: low

 —
Bugfix Medium

Handles TOC items exceeding document length.

Handles TOC items exceeding document length.

Source: granite4.1:30b@2026-07-16-audit

Confidence: low

 —
Bugfix Low

Fixes TOC prompt variable typo (tob -> toc).

Fixes TOC prompt variable typo (tob -> toc).

Source: granite4.1:30b@2026-07-16-audit

Confidence: low

 —
Full changelog

What's Changed

  • Feat/fix by @rejojer in https://github.com/VectifyAI/PageIndex/pull/3
  • Restructure and update CLI entry point to run_pageindex.py by @rejojer in https://github.com/VectifyAI/PageIndex/pull/4
  • Fix prompt by @rejojer in https://github.com/VectifyAI/PageIndex/pull/6
  • Working by @rejojer in https://github.com/VectifyAI/PageIndex/pull/10
  • Fix: handle TOC items exceeding document length by @clarenceluo78 in https://github.com/VectifyAI/PageIndex/pull/21
  • Feat/markdown tree by @zmtomorrow in https://github.com/VectifyAI/PageIndex/pull/32
  • Feat/markdown tree by @zmtomorrow in https://github.com/VectifyAI/PageIndex/pull/33
  • Fix typo in header for the step: Extract JSON results by @mooncos in https://github.com/VectifyAI/PageIndex/pull/118
  • Fix TOC prompt variable typo (tob -> toc) by @matiasinsaurralde in https://github.com/VectifyAI/PageIndex/pull/109
  • Add GitHub Actions automation for issue deduplication and auto-close by @BukeLy with @Copilot in https://github.com/VectifyAI/PageIndex/pull/128
  • Fix backfill-dedupe pagination: replace gh issue list with gh api by @BukeLy in https://github.com/VectifyAI/PageIndex/pull/132
  • Allow github-actions bot to trigger claude-code-action by @BukeLy in https://github.com/VectifyAI/PageIndex/pull/133
  • Allow all users to trigger issue dedup by @BukeLy in https://github.com/VectifyAI/PageIndex/pull/142
  • fix: make ChatGPT_API_with_finish_reason return consistent tuple by @luojiyin1987 in https://github.com/VectifyAI/PageIndex/pull/63
  • fix: prevent infinite loop in extract_toc_content by @luojiyin1987 in https://github.com/VectifyAI/PageIndex/pull/65
  • Fix list_index variable shadowing in fix_incorrect_toc by @BukeLy in https://github.com/VectifyAI/PageIndex/pull/167
  • Integrate litellm for multi-provider LLM support by @KylinMountain in https://github.com/VectifyAI/PageIndex/pull/168
  • Add PageIndexClient with agent-based retrieval via OpenAI Agents SDK by @KylinMountain in https://github.com/VectifyAI/PageIndex/pull/125
  • Simplify root directory by @rejojer in https://github.com/VectifyAI/PageIndex/pull/184
  • Restructure examples directory and improve document storage by @rejojer in https://github.com/VectifyAI/PageIndex/pull/189
  • Simplify agentic vectorless RAG demo by @rejojer in https://github.com/VectifyAI/PageIndex/pull/191
  • Disable agent tracing and auto-add litellm prefix for retrieve_model by @rejojer in https://github.com/VectifyAI/PageIndex/pull/194
  • Polish demo docstring and migrate to pathlib by @rejojer in https://github.com/VectifyAI/PageIndex/pull/197
  • Bump litellm from 1.82.0 to 1.83.0 in the pip group across 1 directory by @dependabot[bot] in https://github.com/VectifyAI/PageIndex/pull/214
  • fix: poll status=="completed" in cloud add_document by @rejojer in https://github.com/VectifyAI/PageIndex/pull/226
  • Add Dependabot config for GitHub Actions updates by @BukeLy in https://github.com/VectifyAI/PageIndex/pull/241
  • Bump the pip group across 1 directory with 2 updates by @dependabot[bot] in https://github.com/VectifyAI/PageIndex/pull/247
  • Add security CI workflows by @BukeLy in https://github.com/VectifyAI/PageIndex/pull/248
  • Update README with PageIndex File System announcement by @rejojer in https://github.com/VectifyAI/PageIndex/pull/253
  • Trim Cloud Service note in README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/255
  • Fix Agentic RAG entry formatting in Updates by @rejojer in https://github.com/VectifyAI/PageIndex/pull/256
  • update README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/259
  • update README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/261
  • update README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/262
  • feat:compatible with Pageindex SDK by @saccharin98 in https://github.com/VectifyAI/PageIndex/pull/238
  • Update README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/271
  • Update README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/305
  • Update README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/307
  • Update README: Connect with Us buttons and header tagline by @rejojer in https://github.com/VectifyAI/PageIndex/pull/311
  • Tighten FinanceBench sentence in README by @rejojer in https://github.com/VectifyAI/PageIndex/pull/312
  • update readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/313
  • update readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/318
  • update readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/319
  • update readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/322
  • update readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/332
  • edit readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/335
  • edit readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/336
  • edit readme by @rejojer in https://github.com/VectifyAI/PageIndex/pull/337
  • fix: use .get() in get_leaf_nodes to avoid KeyError on leaf nodes by @ChiragB254 in https://github.com/VectifyAI/PageIndex/pull/331
  • Adds missing re import by @Mouli04 in https://github.com/VectifyAI/PageIndex/pull/281
  • fix: bump litellm to 1.84.0 to resolve python-dotenv install conflict by @KylinMountain in https://github.com/VectifyAI/PageIndex/pull/342
  • Bump actions/checkout from 4 to 7 by @dependabot[bot] in https://github.com/VectifyAI/PageIndex/pull/338
  • fix: prevent KeyError crash and context exhaustion in TOC processing by @Shreyansh1729 in https://github.com/VectifyAI/PageIndex/pull/188
  • ci: publish to PyPI on version tags by @KylinMountain in https://github.com/VectifyAI/PageIndex/pull/347

New Contributors

  • @rejojer made their first contribution in https://github.com/VectifyAI/PageIndex/pull/3
  • @clarenceluo78 made their first contribution in https://github.com/VectifyAI/PageIndex/pull/21
  • @zmtomorrow made their first contribution in https://github.com/VectifyAI/PageIndex/pull/32
  • @mooncos made their first contribution in https://github.com/VectifyAI/PageIndex/pull/118
  • @matiasinsaurralde made their first contribution in https://github.com/VectifyAI/PageIndex/pull/109
  • @BukeLy with @Copilot made their first contribution in https://github.com/VectifyAI/PageIndex/pull/128
  • @BukeLy made their first contribution in https://github.com/VectifyAI/PageIndex/pull/132
  • @luojiyin1987 made their first contribution in https://github.com/VectifyAI/PageIndex/pull/63
  • @dependabot[bot] made their first contribution in https://github.com/VectifyAI/PageIndex/pull/214
  • @saccharin98 made their first contribution in https://github.com/VectifyAI/PageIndex/pull/238
  • @ChiragB254 made their first contribution in https://github.com/VectifyAI/PageIndex/pull/331
  • @Mouli04 made their first contribution in https://github.com/VectifyAI/PageIndex/pull/281
  • @Shreyansh1729 made their first contribution in https://github.com/VectifyAI/PageIndex/pull/188

Full Changelog: https://github.com/VectifyAI/PageIndex/commits/v0.3.0.dev3

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About PageIndex

PageIndex: Document Index for Vectorless, Reasoning-based RAG

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Beta — feedback welcome: [email protected]