diff --git a/.github/workflows/test_cc.yml b/.github/workflows/test_cc.yml
index 2253a25ee0..f2af6f45ae 100644
--- a/.github/workflows/test_cc.yml
+++ b/.github/workflows/test_cc.yml
@@ -61,9 +61,9 @@ jobs:
         PATH: ${{ github.workspace }}/dp_test/bin:$PATH
         LD_LIBRARY_PATH: ${{ github.workspace }}/dp_test/lib
       if: ${{ !matrix.check_memleak }}
-    - uses: codecov/codecov-action@v3
-      with:
-        gcov: true
+    - uses: codecov/codecov-action@v4
+      env:
+        CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
   pass:
     name: Pass testing C++
     needs: [testcc]
diff --git a/.github/workflows/test_cuda.yml b/.github/workflows/test_cuda.yml
index 4e9725103a..7c08e50912 100644
--- a/.github/workflows/test_cuda.yml
+++ b/.github/workflows/test_cuda.yml
@@ -66,6 +66,6 @@ jobs:
         TF_INTER_OP_PARALLELISM_THREADS: 1
         LAMMPS_PLUGIN_PATH: ${{ github.workspace }}/dp_test/lib/deepmd_lmp
         CUDA_PATH: /usr/local/cuda-12.2
-    - uses: codecov/codecov-action@v3
-      with:
-        gcov: true
+    - uses: codecov/codecov-action@v4
+      env:
+        CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/test_python.yml b/.github/workflows/test_python.yml
index 091a2a61f8..e1ac3a716c 100644
--- a/.github/workflows/test_python.yml
+++ b/.github/workflows/test_python.yml
@@ -42,9 +42,9 @@ jobs:
     - run: pytest --cov=deepmd source/tests --durations=0
       env:
         NUM_WORKERS: 0
-    - uses: codecov/codecov-action@v3
-      with:
-        gcov: true
+    - uses: codecov/codecov-action@v4
+      env:
+        CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
   pass:
     name: Pass testing Python
     needs: [testpython]