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Best Multi Agent Systems in 2026

  1. 01 Flowise

    Flowise suits teams building agent or LLM workflows with visual tools, APIs, or self-hosted deployment.

    From $35/mo Free plan Web · Windows · macOS · Linux
    8.2 Visit Specs
  2. 02 CrewAI AMP
    Free plan Web · API · Self-hosted
    7.8 Visit Specs
  3. 03 Google Agent Search
    From $1.50/mo Free trial Web · API
    7.8 Visit Specs
  4. 04 Anter
    Web · API · Self-hosted
    7.4 Visit Specs
  5. 05 Trinity
    Free plan Web · Linux · API · Self-hosted
    7.4 Visit Specs
  6. 06 Langflow
    Web · Windows · macOS · Linux
    7.3 Visit Specs
  7. 07 IBM watsonx Orchestrate
    From $530/mo Web
    6.4 Visit Specs
  8. 08 Salesforce AgentforceSalesforce
    Free plan Web
    6.1 Visit Specs
  9. 09 Anvyon Agentic
    Windows · macOS · Linux
    6.0 Visit Specs
  10. 10 AG2
    5.9 Visit Specs
  11. 11 AgentX
    Web
    5.9 Visit Specs
  12. 12 Agno Builder
    Web
    5.9 Visit Specs
  13. 13 AutoGen
    Windows · macOS · Linux
    5.9 Visit Specs
  14. 14 AWS Strands Agents
    Windows · macOS · Linux
    5.9 Visit Specs
  15. 15 Agent Squad
    5.8 Visit Specs
  16. 16 MKII LogosAI Framework
    macOS · Linux
    5.5 Visit Specs
  17. 17 Microsoft Agent Framework
    5.3 Visit Specs
  18. 18 Orloj
    Web · Linux
    5.3 Visit Specs
  19. 19 ORCH
    5.2 Visit Specs
How this list is ordered. Specifiction scores each tool on how fully its maker documents it, whether its prices are published, where the research puts it, the platforms it runs on and whether it can be tried for free (how we rank). Makers can also buy a numbered place (how Specifiction is paid for).

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