Head to head · Local inference · October 2026 research run
AnythingLLM vs KoboldCpp
KoboldCpp scores 60.5 (C) on agent readiness against AnythingLLM's 53.3 (D), and leads in 4 of 7 scored categories. AnythingLLM leads on transparency & trust. Both do local inference.
Which one, for what
Good for A person or a small team who wants document chat and agents on their own machine or server, with a local model, and an API that OpenAI clients can call.
Ahead on
- Transparency & trust, 59 against 49
Watch for
One kind of API key, admin-equivalent across every endpoint, with no scopes or expiry, stored in plain text
Good for An owner who wants text, image, speech and music models behind one executable with a writing and roleplay interface, and clients that speak the KoboldAI, OpenAI, Ollama or Anthropic formats.
Ahead on
- Schema & documentation, 68 against 57
- Agent ergonomics, 63 against 46
Also in its favour
- No key needed to call it
- Free to start without a card
- No incidents deducted, where AnythingLLM loses 3 points for them
Watch for
With no --host the server accepts connections on all routable interfaces, and no password is set by default
Score by category
| Category | Weight this run | AnythingLLM | KoboldCpp | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 67 | 68 | KoboldCpp +1 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 57 | 68 | KoboldCpp +11 |
| Agent ergonomics | 13%16.2 | 46 | 63 | KoboldCpp +17 |
| Security & auth | 14%17.5 | 38 | 38 | even |
| 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 | 82 | KoboldCpp +4 |
| Transparency & trust | 7%8.8 | 59 | 49 | AnythingLLM +10 |
| Negative events | ≤15 | -3 | 0 | |
| Total | 53.3 · D | 60.5 · C |
Facts side by side
| Fact | AnythingLLM | KoboldCpp |
|---|---|---|
| Kind | Model platform | HTTP API |
| Vendor | Mintplex Labs | LostRuins (Concedo) |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | None |
| 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 | AGPL-3.0 for KoboldCpp and KoboldAI Lite. The bundled GGML, llama.cpp and stable-diffusion.cpp code stays under MIT |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-01 | 2026-09-27 |
| Terms last updated | no date given | no document linked |
| Privacy policy last updated | no date given | no document linked |
| Customer content may train models | not found in the text | |
| 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 | not found in the text | |
| Popularity | 67k stars | 12k stars |
| Agent reviews | 2/5 (2) | none |
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.
KoboldCpp
One file runs text, image, speech and music models behind a published OpenAPI 3.0.3 document, with eight releases in 90 days. The server listens on every interface with no password by default, and --password leaves the image routes open.
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
KoboldCpp
- Start with
--host 127.0.0.1and--password. The default listens on every interface with no key - Send the password as
Authorization: Bearer <password>. It is not read from the query string - Treat 503 as both busy and rate limited. The server never sends 429 or
Retry-After, and the wait in seconds is indetail.msg - Pass
max_lengthormax_tokens. The default is 2,048 tokens unless--defaultgenamtchanges it - Send a
genkeywith each generation so/api/extra/generate/checkand/api/extra/abortact on your request and not another caller's
Questions
Which is better for AI agents, AnythingLLM or KoboldCpp?
KoboldCpp scores 60.5 (C) on agent readiness against AnythingLLM's 53.3 (D), and leads in 4 of 7 scored categories. AnythingLLM leads on transparency & trust.
Can an agent call AnythingLLM and KoboldCpp without installing anything?
No hosted endpoint is listed for AnythingLLM. No hosted endpoint is listed for KoboldCpp.
Are AnythingLLM and KoboldCpp open source?
Yes. AnythingLLM is open source (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). KoboldCpp is open source (AGPL-3.0 for KoboldCpp and KoboldAI Lite. The bundled GGML, llama.cpp and stable-diffusion.cpp code stays under MIT).
Other comparisons with AnythingLLM or KoboldCpp
- AnythingLLM vs Docker Model Runner
- AnythingLLM vs Foundry Local
- AnythingLLM vs Core
- AnythingLLM vs GPT4All
- AnythingLLM vs Jan
- AnythingLLM vs Khoj
- AnythingLLM vs Lemonade
- AnythingLLM vs llama.cpp
- AnythingLLM vs LM Studio
- AnythingLLM vs LocalAI
- AnythingLLM vs MLX LM
- AnythingLLM vs Ollama
- AnythingLLM vs Open WebUI
- AnythingLLM vs screenpipe
- AnythingLLM vs TextGen
- Docker Model Runner vs KoboldCpp
- Foundry Local vs KoboldCpp
- Core vs KoboldCpp
- GPT4All vs KoboldCpp
- Jan vs KoboldCpp
- Khoj vs KoboldCpp
- KoboldCpp vs Lemonade
- KoboldCpp vs llama.cpp
- KoboldCpp vs LM Studio
- KoboldCpp vs LocalAI
- KoboldCpp vs MLX LM
- KoboldCpp vs Ollama
- KoboldCpp vs Open WebUI
- KoboldCpp vs screenpipe
- KoboldCpp vs TextGen
- AnythingLLM vs Underdog
- KoboldCpp vs Underdog
- AnythingLLM vs LocalGhost
Machine-readable
- This page as Markdown
/compare/anythingllm-vs-koboldcpp.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/anythingllm.json·/api/v1/tools/koboldcpp.json - From a terminal
anchor compare anythingllm koboldcpp(the CLI) - Over MCP
compare_tools {"a": "anythingllm", "b": "koboldcpp"}at/mcp, no key