{"slug":"dify","name":"Dify","domain":"dify.ai","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Dify first for low-code ai agent builder (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/dify (modelsagree.com, CC BY 4.0).","best_rank":1,"categories":2,"brief":{"category":"best-low-code-ai-agent-builder","title":"Best low-code AI agent builder","rank":1,"of":11,"top":null,"day":"2026-07-17","why":[{"t":"all-in-one visual workflow canvas","m":["Gemini","ChatGPT","Claude"],"q":"visual workflow canvas, agent runtime, built-in RAG pipeline, prompt management, and LLM observability"},{"t":"built-in RAG and prompt orchestration","m":["Gemini","ChatGPT","Claude"],"q":"RAG pipelines, prompt orchestration, and observability"},{"t":"hosted or self-hosted agents","m":["ChatGPT","Claude"],"q":"hosted or self-hosted agents"},{"t":"deployed app without backend code","m":["Gemini","ChatGPT","Claude"],"q":"prototype to a deployed agent app (with API + web UI) without writing backend code"}],"gap":[],"fix":[{"t":"restricts deep customization","m":["ChatGPT","Gemini"],"q":"restricts deep customization of execution logic"},{"t":"complex agentic loops require runtime control","m":["ChatGPT","Gemini"],"q":"complex agentic loops that require code-level runtime control"},{"t":"custom plugins and ops commitment","m":["Claude"],"q":"need custom plugins, and self-hosting it well is a real ops commitment"}]},"entries":[{"slug":"best-low-code-ai-agent-builder","title":"Best low-code AI agent builder","rank":1,"of":11,"score":13,"appearances":3,"modelRanks":{"ChatGPT":2,"Claude":2,"Gemini":1},"reason":"Delivers a production-ready, all-in-one Backend-as-a-Service that consolidates RAG pipelines, prompt orchestration, and observability under a single visual canvas.","reasons":[{"model":"Gemini","reason":"Delivers a production-ready, all-in-one Backend-as-a-Service that consolidates RAG pipelines, prompt orchestration, and observability under a single visual canvas."},{"model":"ChatGPT","reason":"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."},{"model":"Claude","reason":"The best open-source all-in-one — visual workflow canvas, agent runtime, built-in RAG pipeline, prompt management, and LLM observability in one self-hostable package with a massive community; it takes a team from prototype to a deployed agent app (with API + web UI) without writing backend code."}],"fixes":[{"model":"ChatGPT","fix":"Deeply customized orchestration and complex stateful multi-agent behavior eventually strain its abstractions."},{"model":"Claude","fix":"Its integration/tool catalog is far thinner than n8n's or Zapier's, so agents that must orchestrate many SaaS systems need custom plugins, and self-hosting it well is a real ops commitment."},{"model":"Gemini","fix":"Its structured, opinionated framework restricts deep customization of execution logic, making it unsuitable for highly experimental or complex agentic loops that require code-level runtime control."}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[2,3,null,3,null,3,2,2,1]},"reasoning_shift":[{"model":"Gemini","from":"2026-07-14","to":"2026-07-15","added":[],"dropped":[{"t":"Instant API generation","q":"instant API generation"},{"t":"Self-hosting options","q":"self-hosting options"},{"t":"Visual debugging complexity","q":"Visual debugging becomes complex for deeply nested logic"}]},{"model":"ChatGPT","from":"2026-07-14","to":"2026-07-15","added":[{"t":"end-user app surfaces","q":"end-user app surfaces"},{"t":"complex stateful multi-agent behavior","q":"complex stateful multi-agent behavior eventually strain its abstractions"}],"dropped":[{"t":"prompt management","q":"prompt management"},{"t":"deterministic business-process automation","q":"Its integrations and deterministic business-process automation remain less extensive than n8n’s."}]},{"model":"Claude","from":"2026-07-13","to":"2026-07-14","added":[{"t":"massive community","q":"with a massive community"},{"t":"without writing backend code","q":"without writing backend code"},{"t":"integration/tool catalog is far thinner","q":"Its integration/tool catalog is far thinner than n8n's or Zapier's"}],"dropped":[{"t":"model-agnostic serving","q":"model-agnostic serving"},{"t":"deep autonomous-agent framework","q":"More app/RAG platform than deep autonomous-agent framework"},{"t":"intricate multi-agent orchestration","q":"intricate multi-agent orchestration and highly custom control flow outgrow it"}]}],"api":"https://modelsagree.com/api/v1/best/best-low-code-ai-agent-builder.json"},{"slug":"best-rag-framework","title":"Best RAG framework","rank":6,"of":8,"score":2,"appearances":1,"modelRanks":{"Gemini":4},"reason":"It provides an incredibly polished, low-code visual workflow builder that dramatically accelerates the path from prototype to production RAG, complete with built-in monitoring and LLM orchestration.","reasons":[{"model":"Gemini","reason":"It provides an incredibly polished, low-code visual workflow builder that dramatically accelerates the path from prototype to production RAG, complete with built-in monitoring and LLM orchestration."}],"fixes":[{"model":"Gemini","fix":"It imposes a strict visual abstraction ceiling, making complex custom code extensions harder to debug and maintain than in code-first frameworks."}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[6,null,null,4,null,null,7,7,6]},"reasoning_shift":[{"model":"Gemini","from":"2026-07-14","to":"2026-07-15","added":[{"t":"built-in LLM orchestration","q":"built-in monitoring and LLM orchestration"}],"dropped":[{"t":"self-hostable with developer APIs","q":"self-hostable low-code visual builder combined with developer APIs"},{"t":"built-in user management","q":"built-in user management"},{"t":"vector sync","q":"vector sync"}]}],"api":"https://modelsagree.com/api/v1/best/best-rag-framework.json"}],"page":"https://modelsagree.com/product/dify","check":"https://modelsagree.com/check?q=Dify","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}