Head to head · Local inference · October 2026 research run
Jan vs LM Studio
LM Studio has a score of 57.9 (C) against Jan's 51.4 (D). Both do local inference. The largest gap is reliability, 34 points.
Which one, for what
Pick Jan for
- reliability (+34)
- transparency & trust (+8)
Pick LM Studio for
- schema & documentation (+8)
- agent ergonomics (+23)
- security & auth (+16)
- maintenance & community (+25)
Score by category
| Category | Weight this run | Jan | LM Studio | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 68 | 34 | Jan +34 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 56 | 64 | LM Studio +8 |
| Agent ergonomics | 13%16.2 | 46 | 69 | LM Studio +23 |
| Security & auth | 14%17.5 | 43 | 59 | LM Studio +16 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 47 | 72 | LM Studio +25 |
| Transparency & trust | 7%8.8 | 69 | 61 | Jan +8 |
| Negative events | ≤15 | -4 | 0 | |
| Total | 51.4 · D | 57.9 · C |
Facts side by side
| Fact | Jan | LM Studio |
|---|---|---|
| Kind | Model platform | HTTP API |
| Vendor | Menlo Research | Element Labs, 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 | Proprietary. The app and llmster are free for personal and internal business use under LM Studio's terms (Element Labs, Inc., effective 23 August 2026), with no source published. The lms CLI and the TypeScript and Python SDKs are MIT |
| 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 | 2026-09-19 |
| Popularity | 45k stars | 69k npm/wk, 15k PyPI/wk |
| 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.
LM Studio
OpenAI-compatible chat completions, responses, completions and embeddings, Anthropic-compatible /v1/messages and a native /api/v1, all on one port. Authentication is off by default, so any local process can call the server.
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
LM Studio
- Send
Authorization: Bearer $LM_API_TOKENwhen the owner gives you a token. With Require Authentication on, every request needs it - Pass
previous_response_idto /api/v1/chat instead of resending the history, andstore: falsefor one-off calls - List models with
GET /api/v1/modelsbefore naming one. A named model that's downloaded loads just in time - Install the Python SDK pre-release (1.6.0b1) and pass
api_tokendirectly. It readsLMSTUDIO_API_TOKEN, not theLM_API_TOKENthe docs name - Set
allowed_toolson every MCP integration. Without it the model sees every tool on the server
Other comparisons with Jan or LM Studio
- AnythingLLM vs Jan
- AnythingLLM vs LM Studio
- GPT4All vs Jan
- GPT4All vs LM Studio
- Jan vs Khoj
- Jan vs llama.cpp
- Jan vs LocalAI
- Jan vs Ollama
- Jan vs Open WebUI
- Jan vs screenpipe
- Khoj vs LM Studio
- llama.cpp vs LM Studio
- LM Studio vs LocalAI
- LM Studio vs Ollama
- LM Studio vs Open WebUI
- LM Studio vs screenpipe
- Jan vs Underdog
- LM Studio vs Underdog
Machine-readable
/api/v1/tools/jan.json·/api/v1/tools/lm-studio.json- This page as Markdown,
/compare/jan-vs-lm-studio.md