diff --git a/backend/python/mlx/backend.py b/backend/python/mlx/backend.py
index aaa0d6f347f8..f05e0cb7b99e 100644
--- a/backend/python/mlx/backend.py
+++ b/backend/python/mlx/backend.py
@@ -60,6 +60,31 @@ def Health(self, request, context):
         """
         return backend_pb2.Reply(message=bytes("OK", 'utf-8'))
 
+    def _initialize_rdma(self):
+        """
+        Initialize RDMA support using mlx.distributed if enabled.
+        """
+        # Check if RDMA is enabled via environment variable
+        mlx_rdma_enabled = os.environ.get("MLX_GRPC_SERVERS", "") != ""
+        
+        if mlx_rdma_enabled:
+            try:
+                print("Initializing RDMA with mlx.distributed...", file=sys.stderr)
+                mx.distributed.init(backend="jaccl")
+                print(f"RDMA initialized: rank={mx.distributed.rank()}, world_size={mx.distributed.world_size()}", file=sys.stderr)
+                self.rdma_enabled = True
+                self.rdma_rank = mx.distributed.rank()
+                self.rdma_world_size = mx.distributed.world_size()
+            except Exception as e:
+                print(f"Failed to initialize RDMA: {e}", file=sys.stderr)
+                self.rdma_enabled = False
+                self.rdma_rank = 0
+                self.rdma_world_size = 1
+        else:
+            self.rdma_enabled = False
+            self.rdma_rank = 0
+            self.rdma_world_size = 1
+
     async def LoadModel(self, request, context):
         """
         Loads a language model using MLX.
@@ -130,6 +155,9 @@ async def LoadModel(self, request, context):
                 can_trim_fn=can_trim_prompt_cache,
                 trim_fn=trim_prompt_cache,
             )
+            
+            # Initialize RDMA support
+            self._initialize_rdma()
                 
         except Exception as err:
             print(f"Error loading MLX model {err=}, {type(err)=}", file=sys.stderr)
diff --git a/core/cli/run.go b/core/cli/run.go
index a67b35fadc41..92af696eb26e 100644
--- a/core/cli/run.go
+++ b/core/cli/run.go
@@ -141,9 +141,10 @@ func (r *RunCMD) Run(ctx *cliContext.Context) error {
 		config.WithAgentJobRetentionDays(r.AgentJobRetentionDays),
 		config.WithTunnelCallback(func(tunnels []string) {
 			tunnelEnvVar := strings.Join(tunnels, ",")
-			// TODO: this is very specific to llama.cpp, we should have a more generic way to set the environment variable
 			os.Setenv("LLAMACPP_GRPC_SERVERS", tunnelEnvVar)
+			os.Setenv("MLX_GRPC_SERVERS", tunnelEnvVar)
 			xlog.Debug("setting LLAMACPP_GRPC_SERVERS", "value", tunnelEnvVar)
+			xlog.Debug("setting MLX_GRPC_SERVERS", "value", tunnelEnvVar)
 		}),
 	}
 
diff --git a/core/cli/worker/worker.go b/core/cli/worker/worker.go
index 0a636c3bfacb..1b374890089c 100644
--- a/core/cli/worker/worker.go
+++ b/core/cli/worker/worker.go
@@ -5,9 +5,11 @@ type WorkerFlags struct {
 	BackendGalleries   string `env:"LOCALAI_BACKEND_GALLERIES,BACKEND_GALLERIES" help:"JSON list of backend galleries" group:"backends" default:"${backends}"`
 	BackendsSystemPath string `env:"LOCALAI_BACKENDS_SYSTEM_PATH,BACKEND_SYSTEM_PATH" type:"path" default:"/var/lib/local-ai/backends" help:"Path containing system backends used for inferencing" group:"backends"`
 	ExtraLLamaCPPArgs  string `name:"llama-cpp-args" env:"LOCALAI_EXTRA_LLAMA_CPP_ARGS,EXTRA_LLAMA_CPP_ARGS" help:"Extra arguments to pass to llama-cpp-rpc-server"`
+	ExtraMLXRDMAArgs   string `name:"mlx-rdma-args" env:"LOCALAI_EXTRA_MLX_RDMA_ARGS,EXTRA_MLX_RDMA_ARGS" help:"Extra arguments to pass to mlx-rdma backend"`
 }
 
 type Worker struct {
 	P2P      P2P      `cmd:"" name:"p2p-llama-cpp-rpc" help:"Starts a LocalAI llama.cpp worker in P2P mode (requires a token)"`
 	LLamaCPP LLamaCPP `cmd:"" name:"llama-cpp-rpc" help:"Starts a llama.cpp worker in standalone mode"`
+	MLXRDMA  MLXRDMA  `cmd:"" name:"mlx-rdma" help:"Starts a mlx-rdma worker in standalone mode"`
 }
diff --git a/core/cli/worker/worker_mlx.go b/core/cli/worker/worker_mlx.go
new file mode 100644
index 000000000000..3d7888fe600c
--- /dev/null
+++ b/core/cli/worker/worker_mlx.go
@@ -0,0 +1,68 @@
+package worker
+
+import (
+	"fmt"
+	"os"
+	"strings"
+
+	cliContext "github.com/mudler/LocalAI/core/cli/context"
+	"github.com/mudler/LocalAI/pkg/system"
+)
+
+type MLXRDMA struct {
+	WorkerFlags `embed:""`
+}
+
+func (r *MLXRDMA) Run(ctx *cliContext.Context) error {
+	if len(os.Args) < 4 {
+		return fmt.Errorf("usage: local-ai worker mlx-rdma -- <mlx-rdma-args>")
+	}
+
+	systemState, err := system.GetSystemState(
+		system.WithBackendPath(r.BackendsPath),
+		system.WithBackendSystemPath(r.BackendsSystemPath),
+	)
+	if err != nil {
+		return err
+	}
+
+	// Get the python binary
+	pythonPath, err := system.GetPythonBinary(systemState)
+	if err != nil {
+		return err
+	}
+
+	// Get the backend path
+	backendPath, err := getMLXBackendPath(systemState, r.BackendGalleries)
+	if err != nil {
+		return err
+	}
+
+	// Prepare the arguments
+	args := strings.Split(r.ExtraMLXRDMAArgs, " ")
+	args = append([]string{backendPath}, args...)
+
+	// Set environment variables for RDMA
+	if os.Getenv("MLX_GRPC_SERVERS") == "" {
+		os.Setenv("MLX_GRPC_SERVERS", os.Getenv("LLAMACPP_GRPC_SERVERS"))
+	}
+
+	// Execute the backend
+	return system.ExecPython(pythonPath, args, os.Environ())
+}
+
+func getMLXBackendPath(systemState *system.SystemState, galleries string) (string, error) {
+	// TODO: Implement backend discovery for MLX (similar to llama.cpp)
+	// For now, assume the backend is at a known location
+	backend := "mlx"
+	backendPath := systemState.BackendSystemPath
+
+	// Check if backend exists
+	fullPath := fmt.Sprintf("%s/%s/backend.py", backendPath, backend)
+	if _, err := os.Stat(fullPath); err == nil {
+		return fullPath, nil
+	}
+
+	// Fallback: try to find the backend in the system path
+	return fmt.Sprintf("%s/backend.py", backendPath), nil
+}
\ No newline at end of file