AnythingLLM and Open WebUI: how they compare, and when to use both
Open WebUI is one of the best self-hosted AI interfaces out there. Both projects are open source and overlap a lot, but they are built for different jobs. Here is where each one shines.
Updated October 2026Open WebUI is one of the most popular self-hosted AI projects in the world, and for good reason. It is fast to stand up next to Ollama, it looks and feels like a modern chat app, and its community ships at a remarkable pace. More than 150,000 people have starred it on GitHub.
People often compare the two, and they overlap more than most tools in this space: both are open source, both self-host, both connect to Ollama and the major model providers, and both do document chat and agents. But they are built around different ideas of where AI should run and who it is for. This is a straight look at what each project is built for, so you can pick the right one, or run both.
The short answer
Open WebUI is web-first. It is a self-hosted web interface you run on a server, built for teams and homelabs that want a shared ChatGPT-style experience over their own models. Its strengths are identity and administration (SSO, LDAP, SCIM, groups, and permissions), extensibility through Python tools, functions, and pipelines, and a huge plugin ecosystem.
AnythingLLM is app-first. It started as a way to make private AI work for anyone, without a server. The desktop app installs like any other app, includes a model engine, and adds things that only make sense on your own computer, like an on-device meeting assistant and system-wide dictation. The same codebase also runs as a multi-user server and as a hosted cloud instance for teams, and there is an Android app that syncs with it.
Side by side
| Feature | AnythingLLM | Open WebUI |
|---|---|---|
| Self-host with Docker | Yes | Yes |
| Desktop app with a built-in model engine | macOS, Windows, Linux | Desktop app available; bring your own model runtime |
| Mobile app | Android, syncs with desktop and server | Installable web app |
| Hosted plan from the project | AnythingLLM Cloud, from $50/mo | Self-host or enterprise |
| Works with Ollama and OpenAI-compatible APIs | Yes | Yes |
| Document knowledge bases and RAG | Workspaces, 10 vector databases, citations | Knowledge bases, hybrid search, reranking |
| Web search | Yes | Yes |
| MCP tools | Yes | Yes |
| No-code agent builder | Agent Flows | Python tools, functions, and pipelines |
| Scheduled jobs | Yes | Yes |
| On-device meeting assistant | Yes | No |
| System-wide dictation and autocomplete | Magic Echo and Magic Tab | No |
| Multi-user with roles | Yes | Roles, groups, and fine-grained permissions |
| SSO, LDAP, SCIM | SSO on Enterprise | OAuth, OIDC, LDAP, SCIM 2.0 |
| License | MIT core | Open WebUI License (BSD-3 plus branding clause) |
| White-labeling | Included in our plans | Up to 50 users, or with an enterprise license |
What Open WebUI does especially well
We would recommend Open WebUI to anyone who:
- Runs a shared server for a team, a lab, or a homelab, and wants the strongest identity story in open-source AI, with OAuth, OIDC, LDAP, and SCIM provisioning.
- Wants to customize everything with Python. Tools, functions, filters, and pipelines let you change how every model behaves.
- Scales horizontally, with Kubernetes, Redis, and OpenTelemetry support for larger deployments.
- Lives in the browser, with channels, notes, and voice and video calls built in.
It also has a large, active community, so if you need a plugin, someone has probably already built it.
Where AnythingLLM is different
AnythingLLM is a good fit when:
- You want it on your own computer, not a server. Download the desktop app, pick a model, and you are running. No Docker, no ports, no separate model runtime. It runs fully offline with the built-in engine, embedder, and vector database.
- Your work is in documents. Workspaces keep each project's files and conversations together, with citations, pinned documents, and connectors for GitHub, YouTube, Confluence, Obsidian, and websites. You can choose your embedder and one of ten vector databases.
- You want AI beyond the chat window. The Meeting Assistant transcribes calls on your own computer. Magic Echo, Magic Beacon, and Magic Tab bring dictation, highlight-to-ask, and autocomplete to every app on your desktop.
- You want your phone too. AnythingLLM Mobile runs models on Android and pairs with your desktop or your server by QR code.
- You want a hosted option. AnythingLLM Cloud runs a private instance for your team, priced per instance, so you do not have to maintain a server at all.
- Licensing matters to you. AnythingLLM's core is MIT-licensed, and white-labeling is a standard part of our offering.
A note on licensing
Since v0.6.6 in April 2025, Open WebUI has used the Open WebUI License: BSD-3-Clause with an added clause that keeps the Open WebUI branding in place. Commercial use is allowed. Removing the branding is permitted for deployments with 50 or fewer users in a 30-day period, for approved contributors, or with an enterprise license. Their reason is to stop people from stripping the name and reselling their work, which is understandable.
AnythingLLM's core is MIT. If you plan to embed or rebrand an AI workspace inside your own product, that difference may matter to you. For most internal deployments, it will not.
Using both
You do not have to choose. Both projects can point at the same Ollama or OpenAI-compatible backend. A setup we see often is Open WebUI as a shared web interface for a whole team, and AnythingLLM Desktop on individual machines for document-heavy work, meeting notes, and dictation. Try one alongside the other and keep whatever works for you.
If you want private AI on your own computer, with your documents, meetings, and phone included, download AnythingLLM. If you are running it for a team, see AnythingLLM for teams.
Frequently asked questions
›Is AnythingLLM a good Open WebUI alternative?
If you want a desktop app that works without a server, a mobile app, an on-device meeting assistant, or an MIT-licensed codebase, yes. If you need enterprise identity features like LDAP and SCIM, or a large Python plugin ecosystem, Open WebUI is very strong. Many people run both.
›Can I use AnythingLLM and Open WebUI together?
Yes. They can point at the same Ollama or OpenAI-compatible backend. A common setup is Open WebUI as the shared web interface for a team, and AnythingLLM Desktop on individual machines for document workspaces, meetings, and dictation.
›Does AnythingLLM support multiple users?
Yes. The self-hosted Docker version and our hosted cloud instances support multiple users with admin controls, permissions, and white-labeling. The desktop app is single-user.
›What license does Open WebUI use?
Since v0.6.6 (April 2025), Open WebUI uses the Open WebUI License: BSD-3-Clause plus a clause that keeps its branding in place, except for deployments with 50 or fewer users in a 30-day period, approved contributors, or enterprise license holders. Commercial use is allowed.