Ross ROSS = Recommend OSS · open-source software intelligence for agents

SciPhi-AI/R2R

SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API. observed · 2026-08-28

github.com/SciPhi-AI/R2R · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

50/100

  • Activity 50
  • Release rhythm 40
  • Longevity 66
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 4.0
  • age_days: 933
  • days_rel: 453
  • days_push: 300
  • n_releases_24m: 37

Full methodology

Adoption not part of the score

7978 stars · 645 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

R2R is a production-ready AI retrieval system implementing agentic Retrieval-Augmented Generation (RAG) with a RESTful API. It provides state-of-the-art document ingestion, retrieval, and question-answering capabilities for building LLM-powered applications.

Use cases

  • build a production RAG pipeline over my documents
  • serve a question-answering API backed by LLMs
  • deploy an agentic retrieval system with REST endpoints
  • ingest and search documents with vector retrieval
  • add retrieval-augmented generation to my application

When to choose

  • you need a deployable, API-first RAG system rather than a bare library
  • you want agentic RAG with document ingestion out of the box
  • you prefer Python and self-hosting with an MIT license

When to avoid

  • you only need a simple vector database client
  • you want a fully managed hosted RAG service
  • you need a non-Python stack

Facets

framework · maturity active

rag search-engine api-framework llm-inference agent-framework large-language-models artificial-intelligence python self-hosted retrieval-systems question-answering vector-search restful-api production-rag retrieval-augmented-generation search docker web-server

1 source

Member repositories

RepositoryRoleHealth v2
SciPhi-AI/R2Rmain50

For agents

markdown · JSON · MCP: product_card(name="SciPhi-AI/R2R")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem