diff --git a/include/gc/ExecutionEngine/Driver/Driver.h b/include/gc/ExecutionEngine/Driver/Driver.h
new file mode 100644
index 000000000..ee8630b53
--- /dev/null
+++ b/include/gc/ExecutionEngine/Driver/Driver.h
@@ -0,0 +1,69 @@
+//===-- Driver.h - The top-level MLIR compiler driver -----------*- C++ -*-===//
+//
+// This file is licensed under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#ifndef GC_EXECUTIONENGINE_DRIVER_DRIVER_H
+#define GC_EXECUTIONENGINE_DRIVER_DRIVER_H
+
+#include "mlir/ExecutionEngine/CRunnerUtils.h"
+#include "mlir/ExecutionEngine/ExecutionEngine.h"
+#include <memory>
+#include <string_view>
+
+namespace mlir {
+class DialectRegistry;
+namespace gc {
+
+const DialectRegistry &initCompilerAndGetDialects();
+
+// the pointers to XXXMemRefType
+using GeneralMemrefPtr = void *;
+using JitModuleFuncT = void (*)(void **);
+
+struct DriverOptions {
+  /// the optimization level for the LLVM-JIT
+  llvm::CodeGenOptLevel jitCodeGenOptLevel = llvm::CodeGenOptLevel::Aggressive;
+  /// whether to run the MLIR transformation passes
+  bool runTransforms = true;
+  /// todo: target machine, etc.
+};
+
+class JitModule {
+public:
+  static llvm::Expected<std::shared_ptr<JitModule>>
+  create(Operation *op, const DriverOptions &options = {});
+
+  /// args should be an array of XXXMemrefType*
+  void call(GeneralMemrefPtr *args, std::size_t numArgs) {
+    // Silly code, MLIR execution engine requires pointers of real args as
+    // inputs
+    llvm::SmallVector<void *, 32> realargs;
+    realargs.reserve(numArgs);
+    for (size_t i = 0; i < numArgs; i++) {
+      realargs.push_back(&args[i]);
+    }
+    compute(realargs.data());
+  }
+
+  /// directly call compute(). args should be an array of void*. args[i] should
+  /// be a pointer to the real data. For passing memref, users need to 1) create
+  /// a pointer to XXXMemrefType 2) store the pointer to pointer to
+  /// XXXMemrefType in args[i]
+  void callRaw(void **args) { compute(args); }
+
+  JitModule(std::unique_ptr<ExecutionEngine> engine, JitModuleFuncT compute);
+  ~JitModule();
+
+private:
+  std::unique_ptr<ExecutionEngine> engine;
+  JitModuleFuncT compute;
+};
+
+} // namespace gc
+} // namespace mlir
+
+#endif
\ No newline at end of file
diff --git a/lib/gc/Dialect/CPURuntime/IR/CMakeLists.txt b/lib/gc/Dialect/CPURuntime/IR/CMakeLists.txt
index 3a1d63d3d..8d92804d6 100644
--- a/lib/gc/Dialect/CPURuntime/IR/CMakeLists.txt
+++ b/lib/gc/Dialect/CPURuntime/IR/CMakeLists.txt
@@ -1,3 +1,5 @@
+gc_set_mlir_link_components(MLIR_LINK_COMPONENTS MLIRFuncDialect)
+
 add_mlir_dialect_library(MLIRCPURuntimeDialect
         CPURuntimeDialect.cpp
         CPURuntimeOps.cpp
@@ -10,5 +12,5 @@ add_mlir_dialect_library(MLIRCPURuntimeDialect
         MLIRCPURuntimePassesIncGen
 
         LINK_LIBS PUBLIC
-        MLIRFuncDialect
+        ${MLIR_LINK_COMPONENTS}
         )
diff --git a/lib/gc/Dialect/CPURuntime/Transforms/CMakeLists.txt b/lib/gc/Dialect/CPURuntime/Transforms/CMakeLists.txt
index 3bc84f6c8..52c0d7441 100644
--- a/lib/gc/Dialect/CPURuntime/Transforms/CMakeLists.txt
+++ b/lib/gc/Dialect/CPURuntime/Transforms/CMakeLists.txt
@@ -1,3 +1,5 @@
+gc_set_mlir_link_components(MLIR_LINK_COMPONENTS MLIRFuncDialect)
+
 add_mlir_dialect_library(MLIRCPURuntimeTransforms
         CPURuntimeToLLVM.cpp
 
@@ -8,7 +10,7 @@ add_mlir_dialect_library(MLIRCPURuntimeTransforms
         MLIRCPURuntimePassesIncGen
 
         LINK_LIBS PUBLIC
-        MLIRFuncDialect
+        ${MLIR_LINK_COMPONENTS}
         MLIRCPURuntimeDialect
         )
 
diff --git a/lib/gc/ExecutionEngine/CMakeLists.txt b/lib/gc/ExecutionEngine/CMakeLists.txt
index 8aa223412..ae0c1c8df 100644
--- a/lib/gc/ExecutionEngine/CMakeLists.txt
+++ b/lib/gc/ExecutionEngine/CMakeLists.txt
@@ -1 +1,2 @@
 add_subdirectory(CPURuntime)
+add_subdirectory(Driver)
\ No newline at end of file
diff --git a/lib/gc/ExecutionEngine/Driver/CMakeLists.txt b/lib/gc/ExecutionEngine/Driver/CMakeLists.txt
new file mode 100644
index 000000000..8bda0a16c
--- /dev/null
+++ b/lib/gc/ExecutionEngine/Driver/CMakeLists.txt
@@ -0,0 +1,41 @@
+if(GC_DEV_LINK_LLVM_DYLIB)
+  set(LLVM_LINK_COMPONENTS
+    LLVM
+    )
+  get_property(dialect_libs GLOBAL PROPERTY GC_DIALECT_LIBS)
+  get_property(conversion_libs GLOBAL PROPERTY GC_PASS_LIBS)
+  set(MLIR_LINK_COMPONENTS
+    MLIR
+    MLIRExecutionEngineShared
+  )
+else()
+  set(LLVM_LINK_COMPONENTS
+    Core
+    Support
+    nativecodegen
+    native
+  )
+  get_property(dialect_libs GLOBAL PROPERTY MLIR_DIALECT_LIBS)
+  get_property(conversion_libs GLOBAL PROPERTY MLIR_CONVERSION_LIBS)
+  set(MLIR_LINK_COMPONENTS
+    MLIRBuiltinToLLVMIRTranslation
+    MLIRExecutionEngine
+    MLIRLLVMDialect
+    MLIRLLVMToLLVMIRTranslation
+    MLIRToLLVMIRTranslationRegistration
+  )
+endif()
+
+add_mlir_library(GCJitWrapper
+  Driver.cpp
+
+  ADDITIONAL_HEADER_DIRS
+    ${PROJECT_SOURCE_DIR}/include
+
+  LINK_LIBS PUBLIC
+    ${MLIR_LINK_COMPONENTS}
+    ${dialect_libs}
+    ${conversion_libs} 
+    GCPasses
+  )
+
diff --git a/lib/gc/ExecutionEngine/Driver/Driver.cpp b/lib/gc/ExecutionEngine/Driver/Driver.cpp
new file mode 100644
index 000000000..0f2361924
--- /dev/null
+++ b/lib/gc/ExecutionEngine/Driver/Driver.cpp
@@ -0,0 +1,82 @@
+//===-- Driver.cpp - Top-level MLIR compiler driver -------------*- C++ -*-===//
+//
+// This file is licensed under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "gc/ExecutionEngine/Driver/Driver.h"
+#include "gc/Dialect/CPURuntime/Transforms/CPURuntimePasses.h"
+#include "gc/Dialect/OneDNNGraph/OneDNNGraphDialect.h"
+#include "gc/Transforms/Passes.h"
+#include "mlir/InitAllDialects.h"
+#include "mlir/InitAllPasses.h"
+#include "mlir/Pass/PassManager.h"
+#include "mlir/Target/LLVMIR/Dialect/All.h"
+#include "string.h"
+#include "llvm/Support/InitLLVM.h"
+#include "llvm/Support/TargetSelect.h"
+
+namespace mlir {
+namespace gc {
+
+static DialectRegistry initDialects() {
+  mlir::registerAllPasses();
+  mlir::gc::registerGraphCompilerPasses();
+  mlir::cpuruntime::registerCPURuntimePasses();
+  mlir::DialectRegistry registry;
+  registry.insert<mlir::cpuruntime::CPURuntimeDialect>();
+  mlir::registerAllDialects(registry);
+  mlir::cpuruntime::registerConvertCPURuntimeToLLVMInterface(registry);
+  registry.insert<mlir::onednn_graph::OneDNNGraphDialect>();
+  llvm::InitializeNativeTarget();
+  llvm::InitializeNativeTargetAsmPrinter();
+  llvm::InitializeNativeTargetAsmParser();
+  mlir::registerAllToLLVMIRTranslations(registry);
+  return registry;
+}
+
+const DialectRegistry &initCompilerAndGetDialects() {
+  static DialectRegistry reg = initDialects();
+  return reg;
+}
+
+static const char defaultComputeName[] = "_mlir_ciface_compute";
+
+llvm::Expected<std::shared_ptr<JitModule>>
+JitModule::create(Operation *op, const DriverOptions &options) {
+  if (options.runTransforms) {
+    mlir::PassManager pm{op->getContext()};
+    populateCPUPipeline(pm);
+    if (auto result = pm.run(op); failed(result)) {
+      return llvm::make_error<llvm::StringError>(
+          "MLIR pass error", llvm::inconvertibleErrorCode());
+    }
+  }
+  ExecutionEngineOptions exeOptions;
+  exeOptions.jitCodeGenOptLevel = options.jitCodeGenOptLevel;
+  std::unique_ptr<llvm::TargetMachine> tm = nullptr;
+  auto exec = ExecutionEngine::create(op, exeOptions, std::move(tm));
+  if (!exec) {
+    return exec.takeError();
+  }
+  auto &engine = *exec;
+  JitModuleFuncT compute;
+  {
+    auto expectCompute = engine->lookupPacked(defaultComputeName);
+    if (!expectCompute) {
+      return expectCompute.takeError();
+    }
+    compute = *expectCompute;
+  }
+  return std::make_shared<JitModule>(std::move(engine), compute);
+}
+
+JitModule::JitModule(std::unique_ptr<ExecutionEngine> engine,
+                     JitModuleFuncT compute)
+    : engine{std::move(engine)}, compute{compute} {}
+JitModule::~JitModule() = default;
+
+} // namespace gc
+} // namespace mlir
\ No newline at end of file
diff --git a/lib/gc/Transforms/Pipeline.cpp b/lib/gc/Transforms/Pipeline.cpp
index 63d170dfb..72003224a 100644
--- a/lib/gc/Transforms/Pipeline.cpp
+++ b/lib/gc/Transforms/Pipeline.cpp
@@ -10,6 +10,7 @@
 #include "mlir/Dialect/Bufferization/Transforms/OneShotAnalysis.h"
 #include "mlir/Dialect/Bufferization/Transforms/Passes.h"
 #include "mlir/Dialect/LLVMIR/LLVMDialect.h"
+#include "mlir/Dialect/LLVMIR/Transforms/Passes.h"
 #include "mlir/Dialect/Linalg/Passes.h"
 #include "mlir/Dialect/MemRef/IR/MemRef.h"
 #include "mlir/Dialect/MemRef/Transforms/Passes.h"
diff --git a/test/mlir/unittests/CMakeLists.txt b/test/mlir/unittests/CMakeLists.txt
index 62ce46eeb..8bdb63b68 100644
--- a/test/mlir/unittests/CMakeLists.txt
+++ b/test/mlir/unittests/CMakeLists.txt
@@ -13,4 +13,5 @@ function(add_mlir_unittest test_dirname)
 endfunction()
 
 add_subdirectory(Example)
+add_subdirectory(ExecutionEngine)
 
diff --git a/test/mlir/unittests/ExecutionEngine/CMakeLists.txt b/test/mlir/unittests/ExecutionEngine/CMakeLists.txt
new file mode 100644
index 000000000..0e7315a0f
--- /dev/null
+++ b/test/mlir/unittests/ExecutionEngine/CMakeLists.txt
@@ -0,0 +1,7 @@
+add_mlir_unittest(GCExecutionEngineTests
+  JitWrapper.cpp
+)
+target_link_libraries(GCExecutionEngineTests
+  PRIVATE
+  GCJitWrapper
+  GCCpuRuntime)
diff --git a/test/mlir/unittests/ExecutionEngine/JitWrapper.cpp b/test/mlir/unittests/ExecutionEngine/JitWrapper.cpp
new file mode 100644
index 000000000..f7b93eaa6
--- /dev/null
+++ b/test/mlir/unittests/ExecutionEngine/JitWrapper.cpp
@@ -0,0 +1,70 @@
+//===-- JitWrapper.cpp - Wrapper for JIT ------------------------*- C++ -*-===//
+//
+// This file is licensed under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "gc/ExecutionEngine/Driver/Driver.h"
+#include "mlir/AsmParser/AsmParser.h"
+#include "mlir/ExecutionEngine/MemRefUtils.h"
+#include "mlir/IR/AsmState.h"
+#include "mlir/IR/BuiltinOps.h"
+#include "mlir/IR/MLIRContext.h"
+#include "mlir/Parser/Parser.h"
+#include "mlir/Pass/PassManager.h"
+#include "llvm/Support/ErrorOr.h"
+#include "llvm/Support/MemoryBuffer.h"
+#include "llvm/Support/SourceMgr.h"
+#include "llvm/Support/raw_ostream.h"
+#include "gtest/gtest.h"
+#include <memory>
+
+using namespace mlir;
+
+static const char code1[] = R"mlir(
+module {
+llvm.mlir.global constant @__num_orig_num_args(3 : i32) : i32
+func.func @compute(%a: tensor<128xf32>, %b: tensor<128xf32>) -> tensor<128xf32> attributes { llvm.emit_c_interface } {
+    %out = tensor.empty() : tensor<128xf32>
+    %2 = linalg.add ins(%a, %b : tensor<128xf32>,tensor<128xf32>) outs(%out : tensor<128xf32>) -> tensor<128xf32>
+    return %2 : tensor<128xf32>
+}
+}
+)mlir";
+
+extern "C" {
+extern int gc_runtime_keep_alive;
+}
+
+TEST(ExecutionEngine, JitWrapper) {
+  gc_runtime_keep_alive = 0;
+  MLIRContext ctx{gc::initCompilerAndGetDialects()};
+  std::unique_ptr<llvm::MemoryBuffer> ir_buffer =
+      llvm::MemoryBuffer::getMemBuffer(code1);
+  // Parse the input mlir.
+  llvm::SourceMgr sourceMgr;
+  sourceMgr.AddNewSourceBuffer(std::move(ir_buffer), llvm::SMLoc());
+  mlir::OwningOpRef<mlir::ModuleOp> module =
+      mlir::parseSourceFile<mlir::ModuleOp>(sourceMgr, &ctx);
+  ASSERT_TRUE(module);
+  auto jited = gc::JitModule::create(module.get());
+  bool jit_success = static_cast<bool>(jited);
+  if (!jit_success) {
+    auto err = jited.takeError();
+    llvm::errs() << err;
+    llvm::consumeError(std::move(err));
+  }
+  ASSERT_TRUE(jit_success);
+  OwningMemRef<float, 1> bufA{
+      {128}, {128}, [](float &ptr, ArrayRef<int64_t>) { ptr = 1.0f; }};
+  OwningMemRef<float, 1> bufB{
+      {128}, {128}, [](float &ptr, ArrayRef<int64_t> idx) { ptr = idx[0]; }};
+  OwningMemRef<float, 1> bufC{{128}, {128}};
+  void *args[] = {&*bufA, &*bufB, &*bufC};
+  jited.get()->call(args, 3);
+  for (int i = 0; i < 128; i++) {
+    ASSERT_EQ(bufC[{i}], 1.0f + i);
+  }
+}