# Dify vs MaxKB Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. MaxKB records 169 monthly visits with -95.1% growth and Free, Paid (self-hosted subscription) pricing. | Metric | [Dify](https://openaitools.app/tool/dify-ai) | [MaxKB](https://openaitools.app/tool/maxkb) | | :--- | :--- | :--- | | Website URL | https://dify.ai | https://maxkb.pro | | Categories | AI App Builder, AI Agent, AI Workflow, AI API | AI Assistant, AI Chatbot, Open Source AI Models, AI Agent | | Pricing Model | Freemium | Free, Paid (self-hosted subscription) | | Monthly Visits | 819,691 | 169 | | MoM Growth Rate | -15% | -95.1% | | Primary Market | China | United States | | Direct Visits | 470,604 | 67 | | Review Score | 4.8 | 4.6 | | Saved Count | 22 | 0 | | Supported Platforms | Website | Website | ## Dify Dify pairs a visual canvas with code-level control so both technical and non-technical teams can assemble AI applications and agents. Workflow Studio turns prompt logic into an inspectable execution graph of building blocks: retrieval, branching, tool calls, human-in-the-loop steps, and model calls. Agent builder lets you create agents by chatting or by configuring them directly, then run them as a standalone app, embed them into a website, or reuse them as a node inside a larger workflow. A major part of the platform is context engineering. The Knowledge Pipeline lets you define repeatable ingestion flows for files, websites, online documents, and cloud drives, handling extraction, cleaning, chunking, indexing, and retrieval testing before a knowledge base is attached to agents or workflows. The Marketplace supplies model providers, tools, data sources, and MCP integrations that teams can install once and then reuse across many apps as approved plugins. Dify ships in three deployment shapes: Dify Cloud (fully managed SaaS with workspace, logs, and scaling handled for you), Dify Enterprise (self-hosted or VPC deployment with SSO/SAML, RBAC, audit logs, Helm charts for Kubernetes, and enterprise support), and the open-source Community Edition, a source-available single-command Docker deployment with a large GitHub community. Published apps can be delivered as hosted web apps, API endpoints, embeds, or MCP-compatible tools, with logs, feedback, annotations, latency, and usage analytics to keep improving them after launch. **Pricing & Plans:** Freemium model with a free cloud sandbox and free trial credits, paid Cloud plans that scale with team size, storage, logs, and usage, and a free open-source Community Edition. Dify Enterprise is quoted per deployment via sales. - **Workflow Studio:** A visual canvas where retrieval, branching, tool calls, human review, and model steps form a visible, testable execution path you can debug and hand off. - **Agent Builder:** Create agents through chat or manual configuration, give them skills, tools, and knowledge, then ship them as apps, embeds, or reusable nodes inside workflows. - **Knowledge Pipeline:** Build repeatable ingestion pipelines for documents, sites, and drives, with extraction, cleaning, chunking, indexing, and retrieval testing before you go live. - **Plugin Marketplace and MCP:** Install model providers, tools, data sources, and MCP integrations once and reuse approved plugins across every app in the workspace. - **Flexible Deployment and Observability:** Run on managed Cloud, in your VPC, or self-hosted with Docker, and monitor published apps through logs, annotations, feedback, latency, and usage data. **Strengths:** Combines a visual builder with code-level extensibility in one product; Three deployment options, including a free self-hosted Community Edition; Strong retrieval and knowledge pipeline tooling for RAG applications; Large plugin marketplace plus MCP support reduces integration work **Limitations:** Self-hosted deployments require real infrastructure and maintenance effort; Complex multi-step workflows take time to learn and tune; Advanced enterprise governance features sit behind a sales-quoted plan [Profile (Markdown)](https://openaitools.app/tool/dify-ai.md) ## MaxKB MaxKB, short for Max Knowledge Brain, is an open-source platform aimed squarely at enterprises that want to deploy AI assistants on their own infrastructure. At its core is a complete Retrieval-Augmented Generation pipeline: you upload documents or point the system at online sources, and MaxKB handles text splitting, vectorization, and retrieval so that answers are grounded in your own content rather than the model's raw memory. This grounding is what keeps hallucination rates down and makes the assistant usable for regulated or accuracy-sensitive work. Beyond retrieval, MaxKB ships an agentic workflow engine with a function library and MCP tool-use. Teams can orchestrate multi-step AI processes, wire in external APIs, and connect the assistant to third-party business systems with zero coding, giving existing applications smart Q&A capabilities quickly. The platform is model-agnostic, supporting private deployments of DeepSeek, Llama, Qwen and similar open models alongside public APIs like OpenAI, Claude and Gemini, so you can mix and match per use case. The project is free in its OSS edition and can be self-hosted without limits on usage, with a commercial Pro edition adding unlimited users, applications and knowledge bases plus single sign-on and email support. It is widely deployed for intelligent customer service, corporate knowledge bases, academic research, and education. **Pricing & Plans:** Free OSS Edition for self-hosting (up to 2 users, 5 applications, 50 knowledge bases). Pro Edition is an annual self-hosted subscription with unlimited users, applications and knowledge bases plus SSO and email support. Trial licenses are available on request; billing is annual only and does not auto-renew. - **RAG pipeline:** Upload documents or crawl web sources with automatic text splitting, vectorization, and retrieval to ground answers in your own knowledge. - **Agentic workflow engine:** Orchestrate multi-step AI processes with a function library and MCP tool-use for complex business logic. - **Model-agnostic LLM support:** Connect private models such as DeepSeek, Llama and Qwen or public APIs including OpenAI, Claude and Gemini. - **Zero-code system integration:** Embed intelligent Q&A into existing business systems and third-party apps without writing code. - **Self-hosted and extensible:** Deploy entirely on your own infrastructure with open-source code, custom embedding models, and enterprise SSO options. **Strengths:** Fully open-source and self-hostable, so sensitive data never has to leave your infrastructure; Combines RAG, workflows, and MCP tool-use in one platform instead of stitching tools together; Model-agnostic design lets you use private open-weight models or commercial APIs; Generous free OSS edition with no usage limits for smaller teams **Limitations:** No SaaS option — you must host and maintain it yourself; Advanced features such as SSO and unlimited seats require the paid Pro Edition; Billing is annual only, with no monthly plan [Profile (Markdown)](https://openaitools.app/tool/maxkb.md) ## Frequently Asked Questions ### How do Dify and MaxKB compare in monthly traffic? Dify has 819,691 monthly visits, while MaxKB has 169. Traffic estimates describe audience size, not product quality. ### How do their growth rates compare? Dify has a month-over-month growth rate of -15%; MaxKB has -95.1%. ### How does pricing compare? Dify: Freemium. Freemium model with a free cloud sandbox and free trial credits, paid Cloud plans that scale with team size, storage, logs, and usage, and a free open-source Community Edition. Dify Enterprise is quoted per deployment via sales. MaxKB: Free, Paid (self-hosted subscription). Free OSS Edition for self-hosting (up to 2 users, 5 applications, 50 knowledge bases). Pro Edition is an annual self-hosted subscription with unlimited users, applications and knowledge bases plus SSO and email support. Trial licenses are available on request; billing is annual only and does not auto-renew. ## Alternatives | # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [DeepSeek](https://openaitools.app/tool/deepseek) | 372,761,591 | +4.3% | Freemium | High-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs. | [.md](https://openaitools.app/tool/deepseek.md) | | 2 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) | | 3 | [n8n](https://openaitools.app/tool/n8n) | 4,522,449 | -7.4% | Freemium | An open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining. | [.md](https://openaitools.app/tool/n8n.md) | | 4 | [Chatbot App](https://openaitools.app/tool/chatbot-app) | 2,170,883 | -9.7% | Freemium | Chat with 30+ leading AI models in one clean, fast workspace | [.md](https://openaitools.app/tool/chatbot-app.md) | | 5 | [MindStudio](https://openaitools.app/tool/mindstudio) | 1,793,337 | +14.2% | Contact for Pricing | Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility. | [.md](https://openaitools.app/tool/mindstudio.md) | | 6 | [Open WebUI](https://openaitools.app/tool/open-webui) | 804,534 | -2.8% | Freemium | A self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration. | [.md](https://openaitools.app/tool/open-webui.md) | | 7 | [LobeHub](https://openaitools.app/tool/lobehub) | 654,548 | -25% | Freemium | Put always-on AI agents on your team chat | [.md](https://openaitools.app/tool/lobehub.md) | | 8 | [DocsBot AI](https://openaitools.app/tool/docsbot-ai) | 495,278 | -3.8% | Freemium | Custom AI agents trained on your documentation and knowledge base | [.md](https://openaitools.app/tool/docsbot-ai.md) | | 9 | [LlamaIndex](https://openaitools.app/tool/llamaindex) | 387,910 | +19.9% | Freemium, Contact for Pricing | Turn any document into AI-ready context with agentic parsing and extraction | [.md](https://openaitools.app/tool/llamaindex.md) | | 10 | [Activepieces](https://openaitools.app/tool/activepieces) | 258,553 | +1.5% | Freemium | An open-source automation platform combining visual flows with AI steps, though geared more towards general app integration. | [.md](https://openaitools.app/tool/activepieces.md) | --- Source: https://openaitools.app/compare/dify-ai-vs-maxkb More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)