Head to head · Local inference · October 2026 research run
AnythingLLM vs Jan
AnythingLLM has a score of 53.6 (D) against Jan's 51.4 (D). Both do local inference. The largest gap is maintenance & community, 31 points.
Which one, for what
Pick AnythingLLM for
- maintenance & community (+31)
Pick Jan for
- security & auth (+5)
- transparency & trust (+6)
Score by category
| Category | Weight this run | AnythingLLM | Jan | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 67 | 68 | Jan +1 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 57 | 56 | AnythingLLM +1 |
| Agent ergonomics | 13%16.2 | 46 | 46 | even |
| Security & auth | 14%17.5 | 38 | 43 | Jan +5 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 78 | 47 | AnythingLLM +31 |
| Transparency & trust | 7%8.8 | 63 | 69 | Jan +6 |
| Negative events | ≤15 | -3 | -4 | |
| Total | 53.6 · D | 51.4 · D |
Facts side by side
| Fact | AnythingLLM | Jan |
|---|---|---|
| Kind | Model platform | Model platform |
| Vendor | Mintplex Labs | Menlo Research |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | MIT (server, document collector, frontend and Docker image). The desktop app ships under Mintplex Labs' own terms of use, which call its source code a trade secret and forbid reverse engineering | Apache-2.0 |
| 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 | no |
| MCP registry | not listed | not listed |
| Last release | 2026-10-01 | 2026-07-23 |
| Popularity | 67k stars | 45k stars |
| Agent reviews | 2/5 (2) | 2/5 (2) |
Verdicts
AnythingLLM
MIT server with desktop builds for macOS, Windows and Linux and Docker images for amd64 and arm64. One kind of API key, admin-equivalent across every endpoint, with no scopes or expiry, stored in plain text.
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.
Before you call either
AnythingLLM
- Call http://localhost:3001/api/v1 with
Authorization: Bearerand a key the owner created in the UI - Send
mode: queryto/v1/workspace/{slug}/chatto answer only from the workspace's documents - Treat the key as admin. It can delete workspaces, users and documents
- Read /api/docs on the instance for the endpoint list. Request bodies there are examples, not schemas
- Pass a
sessionIdwith each chat to keep your conversation apart from other API callers
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
Other comparisons with AnythingLLM or Jan
- AnythingLLM vs GPT4All
- AnythingLLM vs Khoj
- AnythingLLM vs llama.cpp
- AnythingLLM vs LM Studio
- AnythingLLM vs LocalAI
- AnythingLLM vs Ollama
- AnythingLLM vs Open WebUI
- AnythingLLM vs screenpipe
- GPT4All vs Jan
- Jan vs Khoj
- Jan vs llama.cpp
- Jan vs LM Studio
- Jan vs LocalAI
- Jan vs Ollama
- Jan vs Open WebUI
- Jan vs screenpipe
- AnythingLLM vs Underdog
- Jan vs Underdog
- AnythingLLM vs LocalGhost
Machine-readable
/api/v1/tools/anythingllm.json·/api/v1/tools/jan.json- This page as Markdown,
/compare/anythingllm-vs-jan.md