Brethof AI Reviews

Dify Community Edition (self-hosted, Docker) review

Build AI apps with cited answers, on your server

Watch on YouTube ↗
Not sponsoredAI Agents · App Builders

Tested on Linux · Free · Freemium

Dify is a self-hosted platform for building AI apps. We tested the free Community Edition 1.17.1 in Docker on Linux, with a cloud model through Ollama.

The good

  • Knowledge base with citations. A knowledge base over the PDF gives web app answers citation cards. Ollama runs chat and embeddings, with speed shown. With thinking models, its Ollama plugin sometimes drops first words.
  • No account, one caveat. No Dify account, just a local admin form, and no browser analytics. But the bundled Weaviate database sends a daily anonymous ping unless switched off, and the console checks updates.
  • Builder, web app and API. Chatflows and Workflows on a visual canvas, chatbots as forms, each published as a web app or an API. A chatbot can become a Chatflow later.

The not so good

  • Heavy setup for one person. 15 containers and 7.5 GB of images. Ollama needs a Marketplace plugin, the containers need a fix to reach host Ollama, cited answers need a knowledge base, and its RAG template defaults to OpenAI.
  • Custom licence, not OSI. Its modified Apache 2.0 licence is not OSI open source. A multi-tenant service needs a commercial licence, and the logo must stay. Home use is unaffected.

Our verdict

Recommended with caveats

It does the whole job with Ollama, with a local account and cited answers. But it is heavy, its Ollama plugin sometimes drops first words with thinking models, and its licence isn't OSI open source.

Reviewed: Dify Community Edition (self-hosted, Docker) 1.17.1 · facts checked 2026-10-22

Visit Dify →
Watch it onYouTube

Not sure which tool fits your setup? Tech advice: ask us before you spend yours. Describe your situation and get our answer in writing within two working days.

Ask us →

← All reviews

Stay in the loop

Hear it when it ships

New releases, real benchmarks and the occasional deep-dive. No spam, unsubscribe in one click.

The Brethof network

Everything we build

Voice Pro

Dictation, transcription and translation that run on your own machine. Buy once.

brethof-brain

Memory for your AI agents — records, rules, the full history and the graph of decisions, already there when a session starts. It answers before you ask.

Tech advice

Tell us what you need. Our written answer within two working days.

Nova

Our YouTube channel. A cyber-tiger host walks through local AI tools and what they actually do.

Reviews

Short video reviews of software and AI tools: used on camera, with a verdict nobody can buy.

Awesome lists

Curated GitHub lists for AI coding agents, MCP servers, local AI and Linux for AI. Every entry carries a source link.