Docling vs Mem0
A side-by-side comparison of two self-hosted self-hosted ai options — licensing, setup difficulty, resource needs, and what each one replaces.
Not the right match-up?
Docling
Parse documents into AI-ready structured formats
VS
Mem0
Self-hosted memory layer for AI agents and assistants
| Feature | Docling | Mem0 |
|---|---|---|
| Category | Self-Hosted AI | Self-Hosted AI |
| License | MIT | Apache-2.0 |
| Language | Python | Python |
| Setup difficulty | Medium | Medium |
| Min. RAM | 4,096 MB | 1,024 MB |
| Deployment | bare-metal, source, docker | docker, source |
| GitHub stars | ★ 64,404 | ★ 62,791 |
| First released | 2024 | 2023 |
| Replaces | Adobe Acrobat | OpenAI Memory |
Why pick each one
Choose Docling if…
- Released under the MIT license
- First-class Docker support for quick deployment
- Mature project with 64.4k GitHub stars
- Written in Python
Choose Mem0 if…
- Released under the Apache-2.0 license
- First-class Docker support for quick deployment
- Mature project with 62.8k GitHub stars
- Written in Python
Frequently asked questions
Is Docling or Mem0 better?
Neither is universally better. Docling has the larger community; both share a medium setup difficulty, so the decision comes down to features and licensing.
Are Docling and Mem0 free and open-source?
Yes. Docling is licensed under MIT and Mem0 under Apache-2.0. Both can be self-hosted at no software cost.
Can I run Docling and Mem0 with Docker?
Docling: yes. Mem0: yes.