Dify vs LLMWare
A side-by-side comparison of two self-hosted self-hosted ai options — licensing, setup difficulty, resource needs, and what each one replaces.
| Feature | Dify | LLMWare |
|---|---|---|
| Deploy effort | Under-an-hour setup | Under-an-hour setup |
| Health score | 100 · Excellent | 83 · Excellent |
| Category | Self-Hosted AI | Self-Hosted AI |
| License | Apache-2.0 | Apache-2.0 |
| Language | TypeScript | Python |
| Setup difficulty | Medium | Medium |
| Min. RAM | 4,096 MB | 4,096 MB |
| Deployment | docker, kubernetes, helm | source, docker |
| GitHub stars | ★ 157,021 | ★ 14,832 |
| First released | 2023 | 2023 |
| Replaces | OpenAI Assistants, Vertex AI Agent Builder | OpenAI Assistants |
What are Dify and LLMWare?
Dify
Dify is an LLM application development platform that combines workflow orchestration, RAG pipelines, agent capabilities, and observability. It lets teams build and operate generative AI applications with a visual interface.
- Visual workflow builder
- Built-in RAG engine
- Agent and tool support
- Prompt and dataset management
LLMWare
LLMWare is an open-source framework for building retrieval-augmented generation pipelines optimized for small, specialized language models. It provides document parsing, embeddings, and model management for fully self-hosted deployments.
- Small model optimized
- Document parsing pipeline
- Embedded vector storage
- Model catalog
Dify vs LLMWare: key differences
Dify is written in TypeScript, while LLMWare is built with Python. Dify has the considerably larger community, at 157,021 GitHub stars versus 14,832.
Why pick each one
Choose Dify if…
- Visual workflow builder
- Built-in RAG pipelines
- Growing plugin ecosystem
Watch out for
- Heavy multi-container stack
- Enterprise features paid
Choose LLMWare if…
- Optimized for small models
- Integrated document parsing
- CPU-friendly pipelines
Watch out for
- Library not turnkey app
- Smaller community
Frequently asked questions
Is Dify or LLMWare better?
Neither is universally better. Dify has the larger community; both share a medium setup difficulty, so the decision comes down to features and licensing.
Are Dify and LLMWare free and open-source?
Yes. Dify is licensed under Apache-2.0 and LLMWare under Apache-2.0. Both can be self-hosted at no software cost.
Can I run Dify and LLMWare with Docker?
Dify: yes. LLMWare: yes.