diff --git a/c_api/include/taichi/taichi_vulkan.h b/c_api/include/taichi/taichi_vulkan.h
index fc1e58ce58d3d..74433853a5d83 100644
--- a/c_api/include/taichi/taichi_vulkan.h
+++ b/c_api/include/taichi/taichi_vulkan.h
@@ -8,6 +8,7 @@ extern "C" {
 
 // structure.vulkan_runtime_interop_info
 typedef struct TiVulkanRuntimeInteropInfo {
+  PFN_vkGetInstanceProcAddr get_instance_proc_addr;
   uint32_t api_version;
   VkInstance instance;
   VkPhysicalDevice physical_device;
diff --git a/c_api/src/taichi_vulkan_impl.cpp b/c_api/src/taichi_vulkan_impl.cpp
index bf458b9601e6f..9d2c1ac637a42 100644
--- a/c_api/src/taichi_vulkan_impl.cpp
+++ b/c_api/src/taichi_vulkan_impl.cpp
@@ -18,7 +18,8 @@ VulkanRuntimeImported::Workaround::Workaround(
     : vk_device{} {
   // FIXME: This part is copied from `vulkan_runtime_creator.cpp` which should
   // be refactorized I guess.
-  if (!taichi::lang::vulkan::VulkanLoader::instance().init()) {
+  if (!taichi::lang::vulkan::VulkanLoader::instance().init(
+          params.get_proc_addr)) {
     throw std::runtime_error("Error loading vulkan");
   }
   taichi::lang::vulkan::VulkanLoader::instance().load_instance(params.instance);
@@ -162,6 +163,7 @@ TiRuntime ti_import_vulkan_runtime(
   TI_CAPI_ARGUMENT_NULL_RV(interop_info->device);
 
   taichi::lang::vulkan::VulkanDevice::Params params{};
+  params.get_proc_addr = interop_info->get_instance_proc_addr;
   params.instance = interop_info->instance;
   params.physical_device = interop_info->physical_device;
   params.device = interop_info->device;
diff --git a/c_api/taichi.json b/c_api/taichi.json
index dd5fa4d73aa07..caf75e43296b3 100644
--- a/c_api/taichi.json
+++ b/c_api/taichi.json
@@ -861,6 +861,10 @@
                     "name": "vulkan_runtime_interop_info",
                     "type": "structure",
                     "fields": [
+                        {
+                            "name": "get_instance_proc_addr",
+                            "type": "PFN_vkGetInstanceProcAddr"
+                        },
                         {
                             "name": "api_version",
                             "type": "uint32_t"
diff --git a/misc/generate_c_api.py b/misc/generate_c_api.py
index 36379f16b1281..fde1138ddc2ea 100644
--- a/misc/generate_c_api.py
+++ b/misc/generate_c_api.py
@@ -169,6 +169,7 @@ def generate_module_header(module):
         BuiltInType("VkImageLayout", "VkImageLayout"),
         BuiltInType("VkImageUsageFlags", "VkImageUsageFlags"),
         BuiltInType("VkImageViewType", "VkImageViewType"),
+        BuiltInType("PFN_vkGetInstanceProcAddr", "PFN_vkGetInstanceProcAddr"),
         BuiltInType("char", "char"),
     }
 
diff --git a/taichi/rhi/vulkan/vulkan_device.h b/taichi/rhi/vulkan/vulkan_device.h
index eacedcbbb80e8..3c760075589e6 100644
--- a/taichi/rhi/vulkan/vulkan_device.h
+++ b/taichi/rhi/vulkan/vulkan_device.h
@@ -564,6 +564,7 @@ class VulkanStream : public Stream {
 class TI_DLL_EXPORT VulkanDevice : public GraphicsDevice {
  public:
   struct Params {
+    PFN_vkGetInstanceProcAddr get_proc_addr{nullptr};
     VkInstance instance;
     VkPhysicalDevice physical_device;
     VkDevice device;
diff --git a/taichi/rhi/vulkan/vulkan_loader.cpp b/taichi/rhi/vulkan/vulkan_loader.cpp
index 662357e297b15..9bec82595ea8e 100644
--- a/taichi/rhi/vulkan/vulkan_loader.cpp
+++ b/taichi/rhi/vulkan/vulkan_loader.cpp
@@ -88,11 +88,17 @@ bool VulkanLoader::check_vulkan_device() {
   return found_device_with_compute;
 }
 
-bool VulkanLoader::init() {
+bool VulkanLoader::init(PFN_vkGetInstanceProcAddr get_proc_addr) {
   std::call_once(init_flag_, [&]() {
     if (initialized) {
       return;
     }
+    // (penguinliong) So that MoltenVK instances can be imported.
+    if (get_proc_addr != nullptr) {
+      volkInitializeCustom(get_proc_addr);
+      initialized = check_vulkan_device();
+      return;
+    }
 #if defined(__APPLE__)
     vulkan_rt_ = std::make_unique<DynamicLoader>(runtime_lib_dir() +
                                                  "/libMoltenVK.dylib");
diff --git a/taichi/rhi/vulkan/vulkan_loader.h b/taichi/rhi/vulkan/vulkan_loader.h
index e4c95348a3633..32467912bc9ca 100644
--- a/taichi/rhi/vulkan/vulkan_loader.h
+++ b/taichi/rhi/vulkan/vulkan_loader.h
@@ -25,7 +25,7 @@ class TI_DLL_EXPORT VulkanLoader {
 
   void load_instance(VkInstance instance_);
   void load_device(VkDevice device_);
-  bool init();
+  bool init(PFN_vkGetInstanceProcAddr get_proc_addr = nullptr);
   PFN_vkVoidFunction load_function(const char *name);
   VkInstance get_instance() {
     return vulkan_instance_;