diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9145594..238ed47 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,7 @@
 ## 0.9.2 (unreleased)
 
 - Updated ONNX Runtime to 1.19.0
+- Added support for CoreML
 
 ## 0.9.1 (2024-05-22)
 
diff --git a/lib/onnxruntime/ffi.rb b/lib/onnxruntime/ffi.rb
index ac779d1..bbf5308 100644
--- a/lib/onnxruntime/ffi.rb
+++ b/lib/onnxruntime/ffi.rb
@@ -257,5 +257,11 @@ class Libc
         attach_function :mbstowcs, %i[pointer string size_t], :size_t
       end
     end
+
+    # https://github.com/microsoft/onnxruntime/blob/main/include/onnxruntime/core/providers/coreml/coreml_provider_factory.h
+    begin
+      attach_function :OrtSessionOptionsAppendExecutionProvider_CoreML, %i[pointer uint32], :pointer
+    rescue FFI::NotFoundError
+    end
   end
 end
diff --git a/lib/onnxruntime/inference_session.rb b/lib/onnxruntime/inference_session.rb
index bddc2ff..8cc22b0 100644
--- a/lib/onnxruntime/inference_session.rb
+++ b/lib/onnxruntime/inference_session.rb
@@ -66,6 +66,13 @@ def initialize(path_or_bytes, enable_cpu_mem_arena: true, enable_mem_pattern: tr
           check_status api[:CreateCUDAProviderOptions].call(cuda_options)
           check_status api[:SessionOptionsAppendExecutionProvider_CUDA_V2].call(session_options.read_pointer, cuda_options.read_pointer)
           release :CUDAProviderOptions, cuda_options
+        when "CoreMLExecutionProvider"
+          unless FFI.respond_to?(:OrtSessionOptionsAppendExecutionProvider_CoreML)
+            raise ArgumentError, "Provider not supported: #{provider}"
+          end
+
+          coreml_flags = 0x010 # COREML_FLAG_CREATE_MLPROGRAM
+          check_status FFI.OrtSessionOptionsAppendExecutionProvider_CoreML(session_options.read_pointer, coreml_flags)
         when "CPUExecutionProvider"
           break
         else
diff --git a/test/model_test.rb b/test/model_test.rb
index 7142fec..0042181 100644
--- a/test/model_test.rb
+++ b/test/model_test.rb
@@ -286,6 +286,17 @@ def test_providers_cuda
     end
   end
 
+  def test_providers_coreml
+    skip unless mac?
+
+    model = OnnxRuntime::InferenceSession.new("test/support/lightgbm.onnx", providers: ["CoreMLExecutionProvider", "CPUExecutionProvider"])
+    x = [[5.8, 2.8]]
+    label, probabilities = model.run(nil, {input: x})
+    assert_equal [1], label
+    assert_equal [0, 1, 2], probabilities[0].keys
+    assert_elements_in_delta [0.2593829035758972, 0.409047931432724, 0.3315691649913788], probabilities[0].values
+  end
+
   def test_profiling
     sess = OnnxRuntime::InferenceSession.new("test/support/model.onnx", enable_profiling: true)
     file = sess.end_profiling
diff --git a/test/test_helper.rb b/test/test_helper.rb
index 25c3f3f..c26769b 100644
--- a/test/test_helper.rb
+++ b/test/test_helper.rb
@@ -22,6 +22,10 @@ def assert_elements_in_delta(expected, actual)
     end
   end
 
+  def mac?
+    RbConfig::CONFIG["host_os"] =~ /darwin/i
+  end
+
   def stress?
     ENV["STRESS"]
   end