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Open Source · RAG

R2R

SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.

Our verdict

Not reviewed yet

We have not reviewed R2R yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

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From the listing

About R2R

R2R is an open-source Python framework for building retrieval-augmented generation (RAG) pipelines. It provides a RESTful API for agentic retrieval and generation, designed for production use with state-of-the-art components.

Best for

Python developers building production RAG systems with agentic retrieval

Use cases

  • Deploying a scalable RAG pipeline with a REST API
  • Building agentic retrieval systems that combine search and generation
  • Prototyping and productionizing retrieval workflows in Python

Notes

7,869 stars on GitHub. Last updated 2025-11-07. Licensed MIT.

Pros

  • Production-ready with a RESTful API for easy integration
  • Active community with nearly 8,000 GitHub stars
  • Built on modern Python, leveraging state-of-the-art retrieval techniques

Cons

  • Requires Python expertise to customize and deploy
  • Documentation may lag behind rapid development
  • Limited to RAG use cases, not a general-purpose orchestration tool

Key facts

What we have checked

Latest version
3.6.5 (released 6 June 2025)
Checked GitHub
GitHub stars
8,006
Checked github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438

Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.

Stars and usage

How R2R is growing

GitHub stars

7,869 to 8,006

stars. 12 July 2026 to 26 Sept 2026, 2 readings.

Source: github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438. Checked .

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Sources

Where this comes from

  • GitHubOfficial

    Checked · Latest version

  • github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438Registry

    Checked · GitHub stars

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

  1. Released 3.6.5

    Source: GitHub

  2. Released 3.6.4

    Source: GitHub

  3. Released 3.6.3

    Source: GitHub

  4. Released 3.6.2

    Source: GitHub

  5. Released 3.6.1

    Source: GitHub

  6. Released 3.6.0

    Source: GitHub

  7. Released 3.5.19

    Source: GitHub

  8. Released 3.5.18

    Source: GitHub

  9. Released 3.5.17

    Source: GitHub

  10. Released 3.5.16

    Source: GitHub

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