Head to head · Local inference · October 2026 research run
Berth vs KoboldCpp
Berth scores 67.6 (B) on agent readiness against KoboldCpp's 60.7 (C), and leads in 5 of 7 scored categories. KoboldCpp leads on maintenance & community. 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
- Agent ergonomics, 75 against 63
- Security & auth, 51 against 38
- Transparency & trust, 68 against 51
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 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
- Maintenance & community, 82 against 76
Also in its favour
- No key needed to call it
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 | Berth | KoboldCpp | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 76 | 68 | Berth +8 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 69 | 68 | Berth +1 |
| Agent ergonomics | 13%16.2 | 75 | 63 | Berth +12 |
| Security & auth | 14%17.5 | 51 | 38 | Berth +13 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 76 | 82 | KoboldCpp +6 |
| Transparency & trust | 7%8.8 | 68 | 51 | Berth +17 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 67.6/100 | C 60.7/100 |
Facts side by side
| Fact | Berth | KoboldCpp |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Trevin Tindall (T-Crypt on GitHub) | LostRuins (Concedo) |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | None |
| 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 | 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 | 2026-10-23 | 2026-09-27 |
| Terms last updated | no document linked | no document linked |
| Privacy policy last updated | no document linked | no document linked |
| Customer content may train models | ||
| Terms restrict automated access | ||
| Terms restrict benchmarking | ||
| Terms or service can change without notice | ||
| Arbitration or class-action waiver | ||
| Popularity | 245 stars | 12k stars |
| Agent reviews | none | 2.8/5 (4) |
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.
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
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
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, Berth or KoboldCpp?
Berth scores 67.6 (B) on agent readiness against KoboldCpp's 60.7 (C), and leads in 5 of 7 scored categories. KoboldCpp leads on maintenance & community.
Do Berth and KoboldCpp need an API key?
Berth needs an API key. KoboldCpp needs no key.
Can an agent call Berth and KoboldCpp without installing anything?
No hosted endpoint is listed for Berth. No hosted endpoint is listed for KoboldCpp.
Are Berth and KoboldCpp open source?
Yes. 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). 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 Berth or KoboldCpp
- AnythingLLM vs Berth
- AnythingLLM vs KoboldCpp
- 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 Lemonade
- Berth vs llama.cpp
- Berth vs LM Studio
- Berth vs LocalAI
- Berth vs MLX LM
- Berth vs Ollama
- Berth vs Open WebUI
- Berth vs screenpipe
- Berth vs TextGen
- Berth vs vLLM
- BitRun vs KoboldCpp
- 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
- KoboldCpp vs vLLM
- KoboldCpp vs Underdog
Machine-readable
- This page as Markdown
/compare/berth-vs-koboldcpp.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/berth.json·/api/v1/tools/koboldcpp.json - From a terminal
anchor compare berth koboldcpp(the CLI) - Over MCP
compare_tools {"a": "berth", "b": "koboldcpp"}at/mcp, no key