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Best Retrieval-Augmented Generation Tools in 2026

If you are building a retrieval-augmented generation workflow, compare how tools connect sources, search information and present results. Compared on source connectors, hybrid search, result reranking and source citations, the entries also differ in deployment options, maximum file size and RAG workflow builders. Free-plan availability and paid-from pricing can help you weigh cost alongside those capabilities.…

26 appsSorted 25 Oct 2026How we rank
18.4
Dify logo

Dify is an open-source platform for building AI applications with workflows, knowledge retrieval, model management, observability, and tools.

Free planOpen sourceWebAPIExtension
From $590 a year
28.0
RAGFlow logo

RAGFlow is an open-source retrieval-augmented generation engine and agent platform for building a context layer for AI agents.

Free planOpen sourceWebAPILinux
From $29 a month
37.9
AnythingLLM logo

AnythingLLM is a private AI assistant available as desktop software, a mobile app, and self-hosted or cloud deployments.

Free planAndroidWebAPI
From $50 a month
  1. 4

    Flowise

    Flowise is an open-source platform for building generative AI agents and workflows based on large language models.

    Free planWebAPILinuxmacOS
    7.2From $35 a month
  2. 5LlamaIndex logo

    LlamaIndex

    LlamaIndex helps developers and enterprises process documents and build AI workflows around them.

    Free planWebAPILinuxSelf-hosted
    7.1From $50 a month
  3. 6

    PrivateGPT

    PrivateGPT is a free, open-source API layer for building private AI applications on your own infrastructure.

    Free planWebAPILinuxmacOS
    6.9Free plan
  4. 7LangChain logo

    LangChain

    LangChain is a free, open-source framework for building agents that connect models with tools.

    Free planAPISelf-hosted
    6.8$39 usage-based
  5. 8Azure AI Speech logo

    Azure AI Speech

    Free planWebAPISelf-hosted
    6.7Free plan
  6. 9

    OpenRAG

    OpenRAG is a free, AGPL-3.0 modular framework for building document-grounded retrieval-augmented generation systems.

    Free planWebAPISelf-hosted
    6.7Free plan
  7. 10

    txtai

    txtai is an open-source framework for semantic search, language-model orchestration, and language-model workflows.

    Free planAPILinuxmacOSSelf-hosted
    6.7Free plan
  8. 11

    Quivr

    Quivr is a customer support platform built around six specialized AI agents.

    Free planWebAPI
    6.6From €150 a month
  9. 12Haystack logo

    Haystack

    Haystack is an open-source AI orchestration framework for developers building agents, multimodal applications, advanced retrieval-augmented…

    Free planAPISelf-hosted
    6.4Free plan
  10. 13

    I3K RAG Enterprise

    I3K RAG Enterprise lets users ask questions about uploaded documents and receive answers grounded in those files, with cited sources.

    Free planWebAPILinuxSelf-hosted
    6.4Free plan
  11. 14

    Graphiti

    Graphiti is an open-source framework for building and querying temporal context graphs for AI agents.

    Free planAPISelf-hosted
    6.3Free plan
  12. 15

    Langflow

    Langflow is a free, open-source Python framework for building customizable AI applications, including agent and MCP applications.

    WebAPILinuxmacOS
    6.2
  13. 16Progress Agentic RAG logo

    Progress Agentic RAG

    Progress Agentic RAG provides a centralized knowledge layer connecting enterprise content to AI experiences.

    WebAPISelf-hosted
    6.2From $700 a month
  14. 17Haystack Enterprise Platform logo

    Haystack Enterprise Platform

    Haystack Enterprise Platform is an operational layer for teams building, evaluating, deploying, and governing production AI agents and applications.

    Free planWebAPISelf-hosted
    6.1Free plan
  15. 18

    Pathway Live Data Framework

    Pathway Live Data Framework is a Python framework for building analytics and AI data pipelines over stored data and live streams.

    Free planAPISelf-hosted
    6.1Free plan
  16. 19

    Ragen

    Ragen is a company knowledge assistant that answers questions from documents and tools with citations to the source.

    Free planWebAPISelf-hosted
    6.1Free plan
  17. 20

    RAGStack

    RAGStack is a curated collection of open-source software for building retrieval-augmented generation applications.

    Free planLinuxmacOSSelf-hostedWindows
    6.1Free plan
  18. 21

    ServerBackup

    ServerBackup is a free plugin for protecting Minecraft server files and worlds from data loss, griefing, and chunk failures.

    Free planLinuxSelf-hosted
    5.9Free plan
  19. 22Kapa.ai logo

    Kapa.ai

    Kapa.ai connects unstructured knowledge to AI agents, providing grounded context or prebuilt agents for customer self-service, internal teams, and technical developers.

    WebAPISelf-hosted
    5.8
  20. 23Vectara logo

    Vectara

    Vectara is a paid enterprise AI agent platform for building governed, grounded, and auditable agents.

    WebAPISelf-hosted
    5.8
  21. 24
    4.9
  22. 25Amazon Bedrock Knowledge Bases logo
    4.6

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