22nd of 10 in Agent platforms

Dify

Visual LLM app platform with workflows, RAG pipeline, agents and APIs

Stars
158.1k
License
custom license
Last commit
Oct 2026
Last release
Sep 2026

Overview

Dify is an LLM app platform started with Docker Compose (dashboard on port 80) that needs 2 CPU cores and 4 GiB RAM. One canvas covers visual workflows, a prompt IDE, a RAG pipeline that ingests PDFs and PPTs, sandboxed agents using Marketplace tools, MCP servers or your own APIs, plus LLMOps tracing via Opik, Langfuse or Arize Phoenix. Hundreds of models work, including OpenAI-compatible endpoints.

Who it is for: Product teams building LLM apps and RAG workflows without heavy code

Strengths

  • Workflow, RAG, agents, prompt IDE and model management in one canvas
  • Hundreds of models: GPT, Mistral, Llama3 and any OpenAI-compatible API
  • Observability through Opik, Langfuse and Arize Phoenix
  • Every feature is exposed through an API (backend-as-a-service)

Weaknesses

  • Dify Open Source License adds conditions on top of Apache 2.0
  • SSO, RBAC and support SLAs are reserved for Dify Enterprise
  • Minimum 2 CPU cores and 4 GiB RAM for the Compose stack
  • Dashboard binds to port 80 by default

What it needs

  • RAM ≥ 4 GB
  • no GPU
  • Docker + Compose
  • Models: OpenAI GPT, Mistral, Llama 3, OpenAI-compatible APIs, dozens of inference providers
  • port 80

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