Head to head · Local inference · October 2026 research run
Jan vs Open WebUI
Open WebUI has a score of 52 (D) against Jan's 51.4 (D). Both do local inference. The largest gap is maintenance & community, 44 points.
Which one, for what
Pick Jan for
- payments & pricing (+40)
Pick Open WebUI for
- agent ergonomics (+8)
- security & auth (+20)
- maintenance & community (+44)
Score by category
| Category | Weight this run | Jan | Open WebUI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 68 | 68 | even |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 56 | 60 | Open WebUI +4 |
| Agent ergonomics | 13%16.2 | 46 | 54 | Open WebUI +8 |
| Security & auth | 14%17.5 | 43 | 63 | Open WebUI +20 |
| Payments & pricing | 10%12.5 | 60 | 20 | Jan +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 47 | 91 | Open WebUI +44 |
| Transparency & trust | 7%8.8 | 69 | 73 | Open WebUI +4 |
| Negative events | ≤15 | -4 | -8 | |
| Total | 51.4 · D | 52 · D |
Facts side by side
| Fact | Jan | Open WebUI |
|---|---|---|
| Kind | Model platform | Model platform |
| Vendor | Menlo Research | 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 | 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 |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-07-23 | 2026-09-21 |
| Popularity | 45k stars | 153k stars |
| Agent reviews | 2/5 (2) | 2.5/5 (2) |
Verdicts
Jan
Apache-2.0, with installers for macOS, Windows and Linux plus Flathub and the Microsoft Store. No release since 0.8.4 on 23 July 2026, while a security fix waits on main.
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
Jan
- Ask the owner to start the server (Settings, Local API Server) or run
jan serve. Nothing listens until then - Call http://127.0.0.1:1337/v1 for the app and localhost:6767/v1 for
jan serve. The ports differ - Read /openapi.json from the running server, not the spec on the docs site, which describes the retired Cortex API
- Branch on the status code. Error bodies are plain text
- Keep the bind at 127.0.0.1 on 0.8.4. Trusted Hosts is ignored on 0.0.0.0 until the next release
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
Other comparisons with Jan or Open WebUI
- AnythingLLM vs Jan
- AnythingLLM vs Open WebUI
- GPT4All vs Jan
- GPT4All vs Open WebUI
- Jan vs Khoj
- Jan vs llama.cpp
- Jan vs LM Studio
- Jan vs LocalAI
- Jan vs Ollama
- Jan vs screenpipe
- Khoj vs Open WebUI
- llama.cpp vs Open WebUI
- LM Studio vs Open WebUI
- LocalAI vs Open WebUI
- Ollama vs Open WebUI
- Open WebUI vs screenpipe
- Jan vs Underdog
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
/api/v1/tools/jan.json·/api/v1/tools/open-webui.json- This page as Markdown,
/compare/jan-vs-open-webui.md