diff --git a/mooncake-transfer-engine/include/config.h b/mooncake-transfer-engine/include/config.h
index e4d849c25..260d85bd1 100644
--- a/mooncake-transfer-engine/include/config.h
+++ b/mooncake-transfer-engine/include/config.h
@@ -48,6 +48,7 @@ struct GlobalConfig {
     bool use_ipv6 = false;
     size_t fragment_limit = 16384;
     bool enable_dest_device_affinity = false;
+    bool parallel_reg_mr = false;
 };
 
 void loadGlobalConfig(GlobalConfig &config);
diff --git a/mooncake-transfer-engine/src/config.cpp b/mooncake-transfer-engine/src/config.cpp
index 61fcc835e..339951b71 100644
--- a/mooncake-transfer-engine/src/config.cpp
+++ b/mooncake-transfer-engine/src/config.cpp
@@ -258,6 +258,13 @@ void loadGlobalConfig(GlobalConfig &config) {
     if (std::getenv("MC_ENABLE_DEST_DEVICE_AFFINITY")) {
         config.enable_dest_device_affinity = true;
     }
+
+    const char *enable_parallel_reg_mr =
+        std::getenv("MC_ENABLE_PARALLEL_REG_MR");
+    if (enable_parallel_reg_mr) {
+        LOG(INFO) << "Enable parallel register memory region";
+        config.parallel_reg_mr = true;
+    }
 }
 
 std::string mtuLengthToString(ibv_mtu mtu) {
@@ -306,6 +313,8 @@ void dumpGlobalConfig() {
     LOG(INFO) << "max_wr = " << config.max_wr;
     LOG(INFO) << "max_inline = " << config.max_inline;
     LOG(INFO) << "mtu_length = " << mtuLengthToString(config.mtu_length);
+    LOG(INFO) << "parallel_reg_mr = "
+              << (config.parallel_reg_mr ? "true" : "false");
 }
 
 GlobalConfig &globalConfig() {
diff --git a/mooncake-transfer-engine/src/transport/rdma_transport/rdma_transport.cpp b/mooncake-transfer-engine/src/transport/rdma_transport/rdma_transport.cpp
index e87d14db5..9aeff0b82 100644
--- a/mooncake-transfer-engine/src/transport/rdma_transport/rdma_transport.cpp
+++ b/mooncake-transfer-engine/src/transport/rdma_transport/rdma_transport.cpp
@@ -92,9 +92,39 @@ int RdmaTransport::registerLocalMemory(void *addr, size_t length,
     const static int access_rights = IBV_ACCESS_LOCAL_WRITE |
                                      IBV_ACCESS_REMOTE_WRITE |
                                      IBV_ACCESS_REMOTE_READ;
+    if (globalConfig().parallel_reg_mr) {
+        std::vector<std::future<int>> registration_futures;
+        registration_futures.reserve(context_list_.size());
+
+        for (auto &context : context_list_) {
+            registration_futures.emplace_back(std::async(
+                std::launch::async, [&context, addr, length]() -> int {
+                    return context->registerMemoryRegion(addr, length,
+                                                         access_rights);
+                }));
+        }
+
+        for (size_t i = 0; i < registration_futures.size(); ++i) {
+            int ret = registration_futures[i].get();
+            if (ret) {
+                LOG(ERROR) << "Failed to register memory region with context "
+                           << i;
+                return ret;
+            }
+        }
+    } else {
+        for (size_t i = 0; i < context_list_.size(); ++i) {
+            int ret = context_list_[i]->registerMemoryRegion(addr, length,
+                                                             access_rights);
+            if (ret) {
+                LOG(ERROR) << "Failed to register memory region with context "
+                           << i;
+                return ret;
+            }
+        }
+    }
+
     for (auto &context : context_list_) {
-        int ret = context->registerMemoryRegion(addr, length, access_rights);
-        if (ret) return ret;
         buffer_desc.lkey.push_back(context->lkey(addr));
         buffer_desc.rkey.push_back(context->rkey(addr));
     }
@@ -106,19 +136,15 @@ int RdmaTransport::registerLocalMemory(void *addr, size_t length,
             getMemoryLocation(addr, length);
         if (entries.empty()) return -1;
         buffer_desc.name = entries[0].location;
-        buffer_desc.addr = (uint64_t)addr;
-        buffer_desc.length = length;
-        int rc = metadata_->addLocalMemoryBuffer(buffer_desc, update_metadata);
-        if (rc) return rc;
     } else {
         buffer_desc.name = name;
-        buffer_desc.addr = (uint64_t)addr;
-        buffer_desc.length = length;
-        int rc = metadata_->addLocalMemoryBuffer(buffer_desc, update_metadata);
-
-        if (rc) return rc;
     }
 
+    buffer_desc.addr = (uint64_t)addr;
+    buffer_desc.length = length;
+    int rc = metadata_->addLocalMemoryBuffer(buffer_desc, update_metadata);
+    if (rc) return rc;
+
     return 0;
 }
 
@@ -126,7 +152,35 @@ int RdmaTransport::unregisterLocalMemory(void *addr, bool update_metadata) {
     int rc = metadata_->removeLocalMemoryBuffer(addr, update_metadata);
     if (rc) return rc;
 
-    for (auto &context : context_list_) context->unregisterMemoryRegion(addr);
+    if (globalConfig().parallel_reg_mr) {
+        std::vector<std::future<int>> unregistration_futures;
+        unregistration_futures.reserve(context_list_.size());
+
+        for (auto &context : context_list_) {
+            unregistration_futures.emplace_back(
+                std::async(std::launch::async, [&context, addr]() -> int {
+                    return context->unregisterMemoryRegion(addr);
+                }));
+        }
+
+        for (size_t i = 0; i < unregistration_futures.size(); ++i) {
+            int ret = unregistration_futures[i].get();
+            if (ret) {
+                LOG(ERROR) << "Failed to unregister memory region with context "
+                           << i;
+                return ret;
+            }
+        }
+    } else {
+        for (size_t i = 0; i < context_list_.size(); ++i) {
+            int ret = context_list_[i]->unregisterMemoryRegion(addr);
+            if (ret) {
+                LOG(ERROR) << "Failed to unregister memory region with context "
+                           << i;
+                return ret;
+            }
+        }
+    }
 
     return 0;
 }