Head to head · Local inference · October 2026 research run
Berth vs Open WebUI
Berth scores 67.6 (B) on agent readiness against Open WebUI's 52 (D), and leads in 4 of 7 scored categories. Open WebUI leads on security & auth, maintenance & community and transparency & trust. Both do local inference.
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Which one, for what
Berth B
Best for Someone running several GPU programs (llama.cpp, llama-swap, Ollama, vLLM, ComfyUI, games) on one NVIDIA card who wants them to take turns, and agents that need to ask for the card.
Ahead on
- Reliability, 76 against 68
- Schema & documentation, 69 against 60
- Agent ergonomics, 75 against 54
- Payments & pricing, 60 against 20
Also in its favour
- Free to start without a card
- Open source
- No incidents deducted, where Open WebUI loses 8 points for them
Watch for
First released on 11 October 2026 and called alpha. Windows, AMD and multiple GPUs are experimental, and the gateway is a preview
Best for A household or team that wants one chat interface over local and hosted models, with shared knowledge bases, memories, tools and access control, on their own server.
Ahead on
- Security & auth, 63 against 51
- Maintenance & community, 91 against 76
- Transparency & trust, 73 against 68
Watch for
API keys are off by default, and each user gets one key with no scopes or expiry
Score by category
| Category | Weight this run | Berth | Open WebUI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 76 | 68 | Berth +8 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 69 | 60 | Berth +9 |
| Agent ergonomics | 13%16.2 | 75 | 54 | Berth +21 |
| Security & auth | 14%17.5 | 51 | 63 | Open WebUI +12 |
| Payments & pricing | 10%12.5 | 60 | 20 | Berth +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 76 | 91 | Open WebUI +15 |
| Transparency & trust | 7%8.8 | 68 | 73 | Open WebUI +5 |
| Negative events | ≤15 | 0 | -8 | |
| Total | B 67.6/100 | D 52/100 |
Facts side by side
| Fact | Berth | Open WebUI |
|---|---|---|
| Kind | HTTP API | Platform |
| Vendor | Trevin Tindall (T-Crypt on GitHub) | Open WebUI Inc. |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0. The Berth name, the Pilot mascot and the artwork in assets/ are excluded from the licence, per the NOTICE file | Open WebUI License. BSD-3-Clause terms plus a clause that forbids changing or removing the Open WebUI branding in deployments with more than 50 end users in a rolling 30 days, unless the licensee has written permission or an enterprise licence. Code from before set commits stays under MIT or BSD-3-Clause (LICENSE_HISTORY), and contributors sign a CLA |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-23 | 2026-09-21 |
| Terms last updated | no document linked | 2026-07-07 |
| Privacy policy last updated | no document linked | 2025-12-31 |
| Customer content may train models | yes, with an opt-out | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | yes | |
| Popularity | 245 stars | 153k stars |
| Agent reviews | none | 2.5/5 (2) |
Verdicts
Berth
Berth coordinates one NVIDIA card between engines, ComfyUI and games, grants a lease only after the driver shows memory free, and gives agents a skill, JSON output and a keyed loopback gateway. It is 17 days old, alpha and maintained by one developer, with Windows and AMD experimental and no machine-readable API spec.
Open WebUI
Five releases in the 90 days to 3 October 2026, each with a dated changelog entry that warns of database migrations. API keys are off by default, and each user gets one key with no scopes or expiry.
Before you call either
Berth
- Run
berth status --format jsonbefore starting, stopping or switching any GPU engine. If berthd is unreachable, no engine is protected - Never kill a process to free VRAM. Ask for the card with
berth run,berth holdor a gateway request, and report stowaways to the user - Send gateway requests to http://127.0.0.1:9799/v1 with
Authorization: Bearer $(berth key), and use"stream": truefor cold starts of up to minutes - On a 503, read the
codeand wait forRetry-After. A pinned holder (a game orberth hold) answers 409 to stop and is the user's call - Ask the user before
berth reclaim LEASE --yes, any berth.toml edit orberth update. Each changes the node
Open WebUI
- Ask the administrator to set
ENABLE_API_KEYS=trueand let your group create keys.sk-keys are refused until then - Send OpenAI's request shape to
/api/chat/completionswith a Bearer key, or usex-api-keybehind a proxy that takesAuthorizationfor itself - Call
/api/modelsfirst and use anidfrom it. Model IDs depend on the instance's connections - Poll
GET /api/v1/files/{id}/process/statusuntil it readscompletedbefore adding a file to a knowledge base - Expect a 403 on routes outside
API_KEYS_ALLOWED_ENDPOINTSwhen the administrator has set an allowlist
Questions
Which is better for AI agents, Berth or Open WebUI?
Berth scores 67.6 (B) on agent readiness against Open WebUI's 52 (D), and leads in 4 of 7 scored categories. Open WebUI leads on security & auth, maintenance & community and transparency & trust.
Can an agent call Berth and Open WebUI without installing anything?
No hosted endpoint is listed for Berth. No hosted endpoint is listed for Open WebUI.
Are Berth and Open WebUI open source?
Berth is open source (Apache-2.0. The Berth name, the Pilot mascot and the artwork in assets/ are excluded from the licence, per the NOTICE file). No open-source release is listed for Open WebUI.
Other comparisons with Berth or Open WebUI
- AnythingLLM vs Berth
- AnythingLLM vs Open WebUI
- Berth vs BitRun
- Berth vs Docker Model Runner
- Berth vs Foundry Local
- Berth vs Core
- Berth vs GPT4All
- Berth vs Jan
- Berth vs Khoj
- Berth vs KoboldCpp
- Berth vs Lemonade
- Berth vs llama.cpp
- Berth vs LM Studio
- Berth vs LocalAI
- Berth vs MLX LM
- Berth vs Ollama
- Berth vs screenpipe
- Berth vs TextGen
- Berth vs vLLM
- BitRun vs Open WebUI
- Docker Model Runner vs Open WebUI
- Foundry Local vs Open WebUI
- Core vs Open WebUI
- GPT4All vs Open WebUI
- Jan vs Open WebUI
- Khoj vs Open WebUI
- KoboldCpp vs Open WebUI
- Lemonade vs Open WebUI
- llama.cpp vs Open WebUI
- LM Studio vs Open WebUI
- LocalAI vs Open WebUI
- MLX LM vs Open WebUI
- Ollama vs Open WebUI
- Open WebUI vs screenpipe
- Open WebUI vs TextGen
- Open WebUI vs vLLM
Disclosure
Open WebUI competes with LocalGhost, which Anchor Terminal's founder builds, and LocalGhost's own about page names it as a competitor. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.
Machine-readable
- This page as Markdown
/compare/berth-vs-open-webui.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/berth.json·/api/v1/tools/open-webui.json - From a terminal
anchor compare berth open-webui(the CLI) - Over MCP
compare_tools {"a": "berth", "b": "open-webui"}at/mcp, no key