diff --git a/CMakeLists.txt b/CMakeLists.txt
index cad0bb5bc638e08bd05a573fe548c7a81323435c..11fd0f09a6aa5adfa5971580ba8babe55d12d550 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -104,6 +104,7 @@ if (SERVER OR CLIENT)
     include(external/brpc)
     include(external/gflags)
     include(external/glog)
+    include(external/utf8proc)
     if (WITH_PYTHON)
         include(external/pybind11)
         include(external/python)
diff --git a/cmake/external/utf8proc.cmake b/cmake/external/utf8proc.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..3478e77fa520e75d68a83160b04f91163dbe2e2a
--- /dev/null
+++ b/cmake/external/utf8proc.cmake
@@ -0,0 +1,51 @@
+# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+INCLUDE(ExternalProject)
+SET(GIT_URL https://github.com)
+SET(UTF8PROC_PREFIX_DIR    ${THIRD_PARTY_PATH}/utf8proc)
+SET(UTF8PROC_INSTALL_DIR   ${THIRD_PARTY_PATH}/install/utf8proc)
+# As we add extra features for utf8proc, we use the non-official repo
+SET(UTF8PROC_REPOSITORY    ${GIT_URL}/JuliaStrings/utf8proc.git)
+SET(UTF8PROC_TAG           v2.6.1)
+
+IF(WIN32)
+  SET(UTF8PROC_LIBRARIES     "${UTF8PROC_INSTALL_DIR}/lib/utf8proc_static.lib")
+  add_definitions(-DUTF8PROC_STATIC)
+ELSE(WIN32)
+  SET(UTF8PROC_LIBRARIES     "${UTF8PROC_INSTALL_DIR}/lib/libutf8proc.a")
+ENDIF(WIN32)
+
+INCLUDE_DIRECTORIES(${UTF8PROC_INSTALL_DIR}/include)
+
+ExternalProject_Add(
+  extern_utf8proc
+  ${EXTERNAL_PROJECT_LOG_ARGS}
+  ${SHALLOW_CLONE}
+  GIT_REPOSITORY        ${UTF8PROC_REPOSITORY}
+  GIT_TAG               ${UTF8PROC_TAG}
+  PREFIX                ${UTF8PROC_PREFIX_DIR}
+  UPDATE_COMMAND        ""
+  CMAKE_ARGS            -DCMAKE_C_FLAGS=${CMAKE_C_FLAGS}
+                        -DBUILD_SHARED=ON
+                        -DBUILD_STATIC=ON
+                        -DCMAKE_CXX_FLAGS=${CMAKE_CXX_FLAGS}
+                        -DCMAKE_INSTALL_PREFIX:PATH=${UTF8PROC_INSTALL_DIR}
+                        -DCMAKE_BUILD_TYPE:STRING=${CMAKE_BUILD_TYPE}
+  BUILD_BYPRODUCTS     ${UTF8PROC_LIBRARIES}
+)
+
+ADD_LIBRARY(utf8proc STATIC IMPORTED GLOBAL)
+SET_PROPERTY(TARGET utf8proc PROPERTY IMPORTED_LOCATION ${UTF8PROC_LIBRARIES})
+ADD_DEPENDENCIES(utf8proc extern_utf8proc)
diff --git a/core/general-server/CMakeLists.txt b/core/general-server/CMakeLists.txt
index 9319d9ee5646570dfcc8b10b4bea1f4eeb290ef3..7875d42dc848a29b455a5c0681ab3ba60c741791 100644
--- a/core/general-server/CMakeLists.txt
+++ b/core/general-server/CMakeLists.txt
@@ -3,7 +3,7 @@ include(op/CMakeLists.txt)
 include(proto/CMakeLists.txt)
 
 add_executable(serving ${serving_srcs})
-add_dependencies(serving pdcodegen paddle_inference_engine pdserving paddle_inference cube-api utils)
+add_dependencies(serving pdcodegen paddle_inference_engine pdserving paddle_inference cube-api utils utf8proc)
 
 if (WITH_GPU)
     add_dependencies(serving paddle_inference_engine)
@@ -30,7 +30,7 @@ target_link_libraries(serving protobuf)
 target_link_libraries(serving pdserving)
 target_link_libraries(serving cube-api)
 target_link_libraries(serving utils)
-
+target_link_libraries(serving utf8proc)
 
 if(WITH_GPU)
     target_link_libraries(serving ${CUDA_LIBRARIES})