Dify

dify.ai
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An open-source platform for building and operating LLM-based AI applications with ease.

Description

The Platform for Production-Ready Agentic Workflows. · Dify is the platform for production-ready agentic workflows. Build agents, knowledge pipelines, models, and tools on one canvas, deployable on Cloud, in your VPC, or self-hosted. · Trusted by Builders &Enterprises Worldwide · Deploy Dify Your Way. · Everything Teams Need toBuild and Ship AI Apps.

Dify is an open-source development platform designed to streamline the creation and management of AI applications utilizing large language models (LLMs). It integrates Backend-as-a-Service (BaaS) and LLMOps capabilities, offering tools for visual prompt orchestration, long-context integration, data annotation, and API-based development. Dify supports a variety of LLMs, including GPT, Mistral, and Llama, and facilitates rapid prototyping to production, making it accessible for both technical and non-technical users to define, deploy, and improve AI applications efficiently.

Features

Visual Prompt Orchestration
Long Context Integration
API-Based Development
Data Annotation and Improvement
Multi-Model Support
Agent Capabilities
RAG Pipeline
LLMOps Monitoring.

Use cases

Personalized Chatbots
AI-Powered Customer Service
Text Generation
Document Retrieval
Educational Tools.

FAQ

Dify AI is a low-code platform that enables users to build, deploy, and manage AI-powered chatbots and assistants. It provides an intuitive interface for creating AI applications that can understand natural language, answer questions, and perform complex workflows, even for users without deep AI expertise.

You can build a wide range of AI chatbots and assistants, including customer service chatbots, internal Q&A bots, AI agents for multi-step operations, and AI-native apps for various business tasks.

To get started with Dify AI, you need to create a Dify.ai account, obtain an API key from a supported LLM provider such as OpenAI, Anthropic, or Azure, and then use the drag-and-drop interface to design your chatbot or AI assistant.

The key features of Dify AI include a drag-and-drop interface requiring no coding, a built-in knowledge base for uploading documents, connecting data sources, or ingesting content from URLs, model neutrality supporting multiple LLM providers like OpenAI, Anthropic, Meta’s Llama2, Azure, and Hugging Face, an orchestration studio for designing complex workflows with conditional branches, loops, and nested workflows, memory and context handling with built-in long-term memory for multi-turn conversations, a plugin system for integrating with external services and APIs, and debugging tools for step-by-step workflow execution tracing.

To add your own data to Dify AI, you can upload documents such as PDFs and text files or connect data sources, and Dify will index your data for retrieval, allowing your chatbot to reference it when answering questions.

Dify AI supports major LLM providers including OpenAI (GPT-3.5, GPT-4), Anthropic (Claude), Meta’s Llama2, Azure OpenAI Service, Hugging Face models, AWS Bedrock, Replicate, and open-source models via runtimes like Ollama and Xoribits.

Yes, Dify AI allows you to use multiple models within a single application, enabling you to choose the best model for each task.

Dify AI uses a built-in knowledge base and vector search to retrieve relevant information from your uploaded documents or connected data sources. This ensures that your AI assistant’s responses are grounded in your specific data.

Dify AI does not offer built-in model fine-tuning services, focusing instead on prompt engineering and Retrieval-Augmented Generation (RAG). As of early 2025, its vector search component does not support fine-grained metadata filters, such as restricting search by date or category, but this feature is planned for the roadmap.

Dify AI supports integrations with various external systems via plugins and APIs. Examples include GitHub, Gmail, and enterprise systems. You can also use OpenAPI specifications to integrate custom tools.

Dify AI has a strong open-source community and is actively developed with frequent updates and contributions from the community.

You can find more resources and support through the official Dify AI documentation and template gallery, community forums and events such as IF Con Tokyo 2025, and educational initiatives and tutorials including those from Codecademy and BayTech Consulting.

Specs

Type Agent
SectionAI agents
Pricing has a free tier (от $0/mo)
Platform Web only
Systems website
Who forIndividual
Site languageen
Rating4.71 (7 reviews)
Views1 225 959
Launched2024-07-30

Integrations

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Source code

repository

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