Alternatives

R2R alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

R2R

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

92
Quality
89
Trust
7.9K
Stars
#1

VideoRAG

Similarity 143Trust 86Excellent 95

[KDD'2026] "VideoRAG: Chat with Your Videos"

3.1K starsMar 18, 2026 pushdataPythonRAG
$ npx skills add HKUDS/VideoRAG
#2

MiniRAG

Similarity 141Trust 90Excellent 86

[ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models"

1.9K starsOct 16, 2025 pushdataPythonRAG
$ npx skills add HKUDS/MiniRAG
#3

Paper Qa

Similarity 140Trust 96Excellent 100

High accuracy RAG for answering questions from scientific documents with citations

8.7K starsJun 11, 2026 pushdataPythonRAG
$ npx skills add Future-House/paper-qa
#4

Fastembed

Similarity 137Trust 93Excellent 100

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

3.0K starsJun 10, 2026 pushdataPythonRAG
$ npx skills add qdrant/fastembed
#5

Awesome Llm Apps

Similarity 134Trust 97Excellent 100

100+ AI Agent & RAG apps you can actually run — clone, customize, ship.

114K starsJun 13, 2026 pushdataPythonRAG
$ npx skills add Shubhamsaboo/awesome-llm-apps
#6

Graphrag

Similarity 134Trust 95Excellent 100

A modular graph-based Retrieval-Augmented Generation (RAG) system

34K starsJun 16, 2026 pushdataPythonRAG
$ npx skills add microsoft/graphrag
#7

Kotaemon

Similarity 134Trust 96Excellent 100

An open-source RAG-based tool for chatting with your documents.

25K starsJun 9, 2026 pushdataPythonRAG
$ npx skills add Cinnamon/kotaemon
#8

Graphiti

Similarity 134Trust 95Excellent 100

Build Real-Time Knowledge Graphs for AI Agents

27K starsJun 12, 2026 pushdataPythonRAG
$ npx skills add getzep/graphiti
#9

Hello Agents

Similarity 133Trust 90Excellent 100

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

59K starsJun 11, 2026 pushdataPythonRAG
$ npx skills add datawhalechina/hello-agents
#10

Evalscope

Similarity 130Trust 95Excellent 100

A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.

2.9K starsJun 12, 2026 pushdataPythonRAG
$ npx skills add modelscope/evalscope
#11

ReMe

Similarity 129Trust 93Excellent 100

ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

3.1K starsJun 10, 2026 pushdataPythonRAG
$ npx skills add agentscope-ai/ReMe
#12

Nano Graphrag

Similarity 129Trust 90Excellent 97

A simple, easy-to-hack GraphRAG implementation

3.9K starsJan 27, 2026 pushdataPythonRAG
$ npx skills add gusye1234/nano-graphrag
#13

OpenKB

Similarity 129Trust 92Excellent 100

OpenKB: Open LLM Knowledge Base

2.0K starsJun 12, 2026 pushdataPythonRAG
$ npx skills add VectifyAI/OpenKB
#14

Morphik Core

Similarity 128Trust 86Excellent 96

The most accurate document search and store for building AI apps

3.6K starsMay 11, 2026 pushdataPythonRAG
$ npx skills add morphik-org/morphik-core
#15

MemoryOS

Similarity 128Trust 94Excellent 97

[EMNLP 2025 Oral] MemoryOS is designed to provide a memory operating system for personalized AI agents.

1.5K starsApr 28, 2026 pushdataPythonRAG
$ npx skills add BAI-LAB/MemoryOS
#16

Hands On AI Engineering

Similarity 128Trust 92Excellent 98

A curated collection of practical AI projects implementing OCR systems, RAG, AI agents, and other AI use cases.

1.6K starsJun 5, 2026 pushdataPythonRAG
$ npx skills add Sumanth077/Hands-On-AI-Engineering

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep R2R if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.