The verdict
Dify appears in 1 AI-ranked category — best position #2 for low-code ai agent builder.
Best-in-class all-in-one platform combining visual multi-agent orchestration, hybrid RAG pipelines, prompt engineering tools, and full open-source self-hostability with an API-first architecture.
GPT Best AI-native all-rounder for rapidly shipping hosted or self-hosted agents, RAG applications, and workflows, with polished model management, knowledge bases, observability, APIs, and end-user app surfaces.
Grok Open-source visual LLMOps platform with first-class agent workflows, hybrid RAG knowledge bases, tool/MCP calling, observability, versioning, and one-click API deployment (self-host or cloud); high production readiness and team collaboration for shipping actual agent apps rather than demos, with strong multi-model support
Where Dify falls short, per the models
- GPT Deeply customized orchestration and complex stateful multi-agent behavior eventually strain its abstractions.
- Gemini Lacks the vast library of out-of-the-box third-party SaaS connectors found in iPaaS tools, requiring custom REST API configurations or code tools for niche enterprise software.
- Grok Self-host operational footprint is non-trivial and multi-agent depth remains shallower than pure code frameworks; not ideal for ultra-complex stateful long-running agent graphs
Poll history — On this board 8 of 10 polls since Jun 29 · now #2
#2 → #3 → – → #3 → – → #3 → #2 → #2 → #1 → #2
What changed in the models’ minds
GeminiJul 15 → Aug 14 poll
- Newvisual multi-agent orchestration
- Newopen-source self-hostability and API-first architecture“full open-source self-hostability with an API-first architecture”
- Newlacks third-party SaaS connectors“Lacks the vast library of out-of-the-box third-party SaaS connectors found in iPaaS tools, requiring custom REST API configurations or code tools for niche enterprise software.”
- Droppedproduction-ready Backend-as-a-Service“production-ready, all-in-one Backend-as-a-Service”
+2 more changes
GPTJul 14 → Jul 15 poll
- Newend-user app surfaces
- Newcomplex stateful multi-agent behavior“complex stateful multi-agent behavior eventually strain its abstractions”
- Droppedprompt management
- Droppeddeterministic business-process automation“Its integrations and deterministic business-process automation remain less extensive than n8n’s.”
ClaudeJul 13 → Jul 14 poll
- Newmassive community“with a massive community”
- Newwithout writing backend code
- Newintegration/tool catalog is far thinner“Its integration/tool catalog is far thinner than n8n's or Zapier's”
- Droppedmodel-agnostic serving
+2 more changes
Top alternatives per the models: n8n · Langflow · Relevance AI · Gumloop
Head-to-head — how the models call it
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Boards re-poll weekly and the models change their minds. One short email only when Dify's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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[](https://modelsagree.com/best/best-low-code-ai-agent-builder?utm_source=badge&utm_medium=embed&utm_campaign=badge-dify)<a href="https://modelsagree.com/best/best-low-code-ai-agent-builder?utm_source=badge&utm_medium=embed&utm_campaign=badge-dify"><img src="https://modelsagree.com/badge/dify.svg" alt="Dify — ranked #2 for Best low-code AI agent builder by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology