Skip to content

vLLM-MLX

vLLM-MLX is a vLLM-style server for Apple Silicon. EdgeQuake treats it as an OpenAI-shaped local server. This page shows how to connect it and why the port must match in three places.

  • You run MLX models with a vLLM-style server on a Mac with Apple Silicon.
  • You want the same OpenAI-shaped API you use with vLLM elsewhere.
Terminal window
export EDGEQUAKE_LLM_PROVIDER=vllm-mlx
export VLLM_MLX_HOST=http://127.0.0.1:8082
export VLLM_MLX_MODEL=default
Variable Purpose
VLLM_MLX_HOST Server URL. Alias VLLM_MLX_BASE_URL.
VLLM_MLX_MODEL Model name. default means the loaded model.
VLLM_MLX_API_KEY Optional key.
EDGEQUAKE_EMBEDDING_MODEL Embedding model, if offered. Use this variable. VLLM_MLX_EMBEDDING_MODEL is not read by the embedding path.
  • Chat: the model your server loaded, or default.
  • Embeddings: set EDGEQUAKE_EMBEDDING_PROVIDER=vllm-mlx and EDGEQUAKE_EMBEDDING_MODEL. Check vector size with Roles.

The three places that use a port disagree:

Place Address
Client default http://127.0.0.1:8000
/health and the test probe http://127.0.0.1:8082
Your VLLM_MLX_HOST whatever you set

Start your server on the port you put in VLLM_MLX_HOST, so all three agree.

%%{init: {"theme":"base","themeVariables":{"primaryColor":"#E0E7FF","primaryBorderColor":"#6366F1","primaryTextColor":"#1E1B4B","secondaryColor":"#D1FAE5","secondaryBorderColor":"#10B981","secondaryTextColor":"#064E3B","tertiaryColor":"#FEF3C7","tertiaryBorderColor":"#F59E0B","tertiaryTextColor":"#6B7A90","lineColor":"#7A889C","clusterBkg":"rgba(99,102,241,0.07)","clusterBorder":"#A5B4FC","noteBkgColor":"#FEF9C3","noteTextColor":"#422006","textColor":"#6B7A90","titleColor":"#6B7A90","signalColor":"#7A889C","signalTextColor":"#6B7A90","loopTextColor":"#6B7A90","edgeLabelBackground":"#F1F5F9","actorLineColor":"#94A3B8"}}}%%
%% eq-theme:v1
flowchart TD
  A["Start vLLM-MLX server"] --> B{"Server port matches VLLM_MLX_HOST?"}
  B -- "Yes" --> C["Client and health check reach it"]
  B -- "No" --> D["Health check or chat fails"]
  D --> E["Set VLLM_MLX_HOST to the real port"]
  E --> B
%% eq-classes
classDef eqLlm fill:#FEF3C7,stroke:#F59E0B,color:#451A03
classDef eqActor fill:#FCE7F3,stroke:#EC4899,color:#500724
classDef eqBad fill:#FEE2E2,stroke:#EF4444,color:#7F1D1D
class A eqLlm
class C eqActor
class D eqBad
Terminal window
curl "$VLLM_MLX_HOST/v1/models"
curl http://127.0.0.1:8080/health

/health reports degraded when the server does not answer on /v1/models. The probe (POST /api/v1/providers/test with "shape":"openai_chat") runs the same model list check and a short chat request. See Test a server.

  • /health is degraded but curl works. VLLM_MLX_HOST is not set, so the health check falls back to port 8082 while your server runs elsewhere. Set VLLM_MLX_HOST to the real port.
  • Model not found. Run curl "$VLLM_MLX_HOST/v1/models" and copy the id into VLLM_MLX_MODEL.
  • Not reachable from Docker. Replace 127.0.0.1 with host.docker.internal.

Related: Providers overview, llama.cpp, MLX-LM.