diff --git a/libc/CMakeLists.txt b/libc/CMakeLists.txt
--- a/libc/CMakeLists.txt
+++ b/libc/CMakeLists.txt
@@ -35,6 +35,11 @@
   # When libc is build as part of the runtimes/bootstrap build's CMake run, we
   # only need to build the host tools to build the libc. So, we just do enough
   # to build libc-hdrgen and return.
+
+  # Always make the RPC server availible to other projects for GPU mode.
+  if(LIBC_GPU_BUILD OR LIBC_GPU_ARCHITECTURES)
+    add_subdirectory(utils/gpu/server)
+  endif()
   return()
 endif()
 
diff --git a/libc/utils/gpu/server/CMakeLists.txt b/libc/utils/gpu/server/CMakeLists.txt
--- a/libc/utils/gpu/server/CMakeLists.txt
+++ b/libc/utils/gpu/server/CMakeLists.txt
@@ -5,6 +5,10 @@
 target_include_directories(llvmlibc_rpc_server PUBLIC ${LIBC_SOURCE_DIR}/include)
 target_include_directories(llvmlibc_rpc_server PUBLIC ${CMAKE_CURRENT_SOURCE_DIR})
 
+# Ignore unsupported clang attributes if we're using GCC.
+target_compile_options(llvmlibc_rpc_server PUBLIC
+                       $<$<CXX_COMPILER_ID:GNU>:-Wno-attributes>)
+
 # Install the server and associated header.
 install(FILES ${CMAKE_CURRENT_SOURCE_DIR}/rpc_server.h
         DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}/gpu-none-llvm/
diff --git a/libc/utils/gpu/server/rpc_server.h b/libc/utils/gpu/server/rpc_server.h
--- a/libc/utils/gpu/server/rpc_server.h
+++ b/libc/utils/gpu/server/rpc_server.h
@@ -22,7 +22,7 @@
 
 /// The symbol name associated with the client for use with the LLVM C library
 /// implementation.
-static const char *rpc_client_symbol_name = "__llvm_libc_rpc_client";
+inline const char *rpc_client_symbol_name = "__llvm_libc_rpc_client";
 
 /// status codes.
 typedef enum {