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[BEST_IN_NICHE // RAG]

Best RAG in August 2026

If you need a RAG tool right now, our caveat-laden pick is microsoft/generative-ai-for-beginners (velocity score 4.9/10). Score 4.9/10 — momentum has cooled. Look elsewhere unless you've already integrated. Other tools worth a look: moorcheh-ai/memanto, langchain-ai/langgraph, langchain-ai/langchain. Rankings update daily — see the full top 10 below.

Top 3 picks
[RANK · #01]
FlowiseAI/Flowise
stallingscore 3.5/10+20 stars/7d
[RANK · #02]
moorcheh-ai/memanto
stablescore 3.4/10+33 stars/7d
[RANK · #03]
langchain-ai/langgraph
stablescore 2.9/10+447 stars/7d
Top 10 ranked
Tool
Velocity
Trend 30d
Δ 7d
Stars
Class
  • FlowiseAI/FlowiseBuild AI Agents, Visually
    3.49↑ +2055kStalling
  • moorcheh-ai/memantoMemory that AI Agents Love!
    3.43↑ +331.8kStable
  • langchain-ai/langgraphBuild resilient agents.
    2.93↑ +44740kStable
  • langchain-ai/langchainThe agent engineering platform.
    2.89↑ +410145kStable
  • HKUDS/DeepTutorDeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.
    2.48↑ +1.1k37kStalling
  • Tencent/WeKnoraOpen-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
    2.40↑ +31620kStable
  • aws-samples/amazon-bedrock-samplesThis repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models
    2.19↑ +41.5kStable
  • run-llama/llama_indexLlamaIndex is the leading document agent and OCR platform
    2.17↑ +13552kStable
  • FB208/OpenBidKit_Yibiao开箱即用的AI标书编写工具,标书AI生成工具,投标工具箱、知识库、标书查重、废标项检查,完全开源免费,欢迎使用
    2.13↑ +652.4kStable
  • HKUDS/LightRAG[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation
    2.10↑ +17239kStable
Frequently asked

What's the best RAG right now?

microsoft/generative-ai-for-beginners. Beam ranks RAG tools at 4.9/10 velocity. Score 4.9/10 — momentum has cooled. Look elsewhere unless you've already integrated.

What other RAG tools should I consider?

Beyond FlowiseAI/Flowise, the next four highest-velocity RAG tools beam tracks are moorcheh-ai/memanto, langchain-ai/langgraph, langchain-ai/langchain, HKUDS/DeepTutor. Open any tool's profile for the full signal breakdown.

How does beam rank RAG tools?

Beam fuses five orthogonal signals into a single velocity score: code activity, package adoption, research citation, sentiment, and production signals. The score multiplies across signals, so any one signal collapsing pulls the whole score down — that's how beam catches stars-up-commits-down decay. Full methodology at /about/methodology.

Is microsoft/generative-ai-for-beginners actively maintained?

See the live status check at /tools/2004/status for the direct-answer verdict, last-commit timestamp, and 90-day velocity chart. Beam refreshes daily.

Full RAG feed Methodology All niche picks
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