
Review of Dify
Dify is the leading open source platform for building AI agents and production-grade agentic workflows. It enables visual drag-and-drop construction of complex AI applications — chatbots, autonomous agents, RAG pipelines — without requiring code, while providing powerful APIs for developers. Dify supports all major global LLMs (OpenAI, Anthropic, Llama, Azure, Hugging Face), natively integrates the MCP protocol, and allows publishing agents as universal MCP servers. The platform covers the full lifecycle: construction, RAG Knowledge Base, monitoring, logs, and deployment. With over 1 million apps deployed, 5 million downloads, and the trust of Volvo, Ricoh, and thousands of global teams, Dify is the reference platform for agentic AI in production.
Dify: Créez, déployez et gérez des agents IA et RAG pipelines en production — open source, no-code et self-hostable.
Best for
- Developers and technical teams building AI agents for production
- Enterprises wanting to deploy LLMs on internal data (RAG)
- AI startups seeking a scalable open source base without vendor lock-in
- No-code teams wanting to build AI workflows without development
Not ideal for
- Users seeking a simple chatbot without a need for customization
- Profiles with no technical knowledge for advanced use cases
- Zero-budget projects requiring more than 200 message credits
- Users wanting a fully localized interface in their native language
Pros & cons
- ✅ Open source with 5M+ downloads and unrestricted self-hosting capability
- ✅ No-code visual editor with drag-and-drop for complex workflow creation
- ✅ Built-in RAG: vector indexing and native Knowledge Base management
- ✅ Native MCP support to integrate and publish agents as MCP servers
- ✅ Compatible with all LLMs: OpenAI, Claude, Llama, Azure, and more
- ✅ Free Sandbox plan available without a credit card to get started
- ⚠️ The free Sandbox plan is very limited: 200 credits, 5 apps, 1 member
- ⚠️ Primary interface in English despite partial multilingual support
- ⚠️ The learning curve can be significant for advanced complex workflows
- ⚠️ The Professional plan at $59/month is significant for small solo projects
Our verdict
Dify has established itself in just a few years as the leading open source platform for building AI applications and autonomous agents in production. With over 5 million downloads, more than one million applications deployed worldwide, and the trust of clients like Volvo Cars, Ricoh, and thousands of companies of all sizes, the platform has clearly found its market. Its value proposition is unique: providing both the power of a no-code visual editor accessible to non-developers and the flexibility of a complete API for engineers, all within a fully self-hostable open source environment. The built-in RAG module is particularly well-designed, enabling document indexing in a vector Knowledge Base and building chatbots that respond precisely from the organization's internal data. Native support for the MCP protocol is a major differentiator: Dify can not only consume external MCP services, but also publish its own agents as universal MCP servers accessible from any compatible client. Compatibility with all major models (OpenAI, Claude, Llama, Azure, Gemini, Mistral) prevents any vendor lock-in. Customer results are compelling: Ricoh estimates an annual reduction of 18,000 hours through its Dify workflows, and one customer deployed a Q&A bot serving 19,000 employees across 20 departments. The free Sandbox plan is very limited (200 credits, 5 apps) but sufficient for exploration. The Professional plan at $59/month covers most production needs for solo developers and small teams. For enterprise use, self-hosting remains the most economical and flexible option. Dify is today the reference choice for any team wanting to build robust AI applications in production with maximum flexibility and freedom.
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FAQ
Is Dify free?
Yes, Dify offers a free Sandbox plan with 200 message credits, 5 applications, and 1 member. For production use, paid plans start at $59/month. Self-hosting is completely free with no feature restrictions.
Is Dify open source?
Yes, Dify is fully open source with the code available on GitHub. It can be deployed on any infrastructure (Docker, Kubernetes, AWS, GCP, Azure) at no licensing cost and with no feature restrictions.
Which LLMs are compatible with Dify?
Dify supports all major models: OpenAI (GPT), Anthropic (Claude), Meta (Llama), Azure OpenAI, Google Gemini, Mistral, Hugging Face, as well as local models via Ollama and other providers — all from a single unified workspace.
What is RAG in Dify?
Dify's RAG (Retrieval-Augmented Generation) enables creating a Knowledge Base from your documents, PDFs, websites, or databases, and building agents that answer precisely from your internal data using integrated vector indexing.
Do you need to know how to code to use Dify?
No, Dify offers a no-code visual editor with drag-and-drop functionality that allows building complex agents and workflows without writing code. Developers can also use the full APIs for advanced customization.