diff --git a/.github/workflows/flex-interactive.yml b/.github/workflows/flex-interactive.yml
index 8bce6cf02a05..505946aa4b1d 100644
--- a/.github/workflows/flex-interactive.yml
+++ b/.github/workflows/flex-interactive.yml
@@ -88,8 +88,9 @@ jobs:
         gsctl instance destroy --type interactive -y
 
     - name: Upload Coverage
-      uses: codecov/codecov-action@v3
+      uses: codecov/codecov-action@v4
       continue-on-error: true
       with:
-        file: ./coverage.xml
-        fail_ci_if_error: false
+        files: ./coverage.xml
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true
diff --git a/.github/workflows/gae.yml b/.github/workflows/gae.yml
index 87cc9d87f781..af3ccb3f66e6 100644
--- a/.github/workflows/gae.yml
+++ b/.github/workflows/gae.yml
@@ -92,5 +92,6 @@ jobs:
       uses: codecov/codecov-action@v4
       continue-on-error: true
       with:
-        file: ./python/coverage.xml
-        fail_ci_if_error: false
+        files: ./python/coverage.xml
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true
diff --git a/.github/workflows/k8s-ci.yml b/.github/workflows/k8s-ci.yml
index d167e6a74004..2eff66e0a1af 100644
--- a/.github/workflows/k8s-ci.yml
+++ b/.github/workflows/k8s-ci.yml
@@ -501,8 +501,9 @@ jobs:
         uses: codecov/codecov-action@v4
         continue-on-error: true
         with:
-          file: ./python/coverage.xml
-          fail_ci_if_error: false
+          files: ./python/coverage.xml
+          token: ${{ secrets.CODECOV_TOKEN }}
+          verbose: true
 
       - name: HDFS test
         if: false  # FIXME(siyuan): Open this test
diff --git a/.github/workflows/local-ci.yml b/.github/workflows/local-ci.yml
index a85ed99b3aa0..7db64789c3d7 100644
--- a/.github/workflows/local-ci.yml
+++ b/.github/workflows/local-ci.yml
@@ -79,7 +79,7 @@ jobs:
             - 'python/graphscope/framework/**'
             - 'python/graphscope/tests/unittest/**'
             - 'coordinator/gscoordinator/**'
-            - '.github/workflows/ci.yml'
+            - '.github/workflows/local-ci.yml'
           networkx:
             - 'analytical_engine/apps/**'
             - 'analytical_engine/frame/**'
@@ -329,8 +329,8 @@ jobs:
 
   python-unittest:
     runs-on: ubuntu-20.04
-    needs: [build-wheels, changes]
     if: ${{ github.repository == 'alibaba/GraphScope' }}
+    needs: [build-wheels, changes]
     defaults:
       run:
         shell: bash --noprofile --norc -eo pipefail {0}
@@ -390,12 +390,12 @@ jobs:
                           $(dirname $(python3 -c "import graphscope; print(graphscope.__file__)"))/tests/unittest
 
     - name: Upload Coverage
-      if: ${{ needs.changes.outputs.gae-python == 'true' || github.ref == 'refs/heads/main' }}
-      uses: codecov/codecov-action@v3
+      uses: codecov/codecov-action@v4
       continue-on-error: true
       with:
-        file: ./coverage.xml
-        fail_ci_if_error: false
+        files: ./coverage.xml
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true
 
   networkx-basic-test:
     runs-on: ubuntu-20.04
diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml
index 5b3a974faf74..7fb899dfb4f5 100644
--- a/.github/workflows/nightly.yml
+++ b/.github/workflows/nightly.yml
@@ -70,9 +70,10 @@ jobs:
         make unittest
 
     - name: Upload Coverage
-      uses: codecov/codecov-action@v3
+      uses: codecov/codecov-action@v4
       if: matrix.os == 'ubuntu-20.04'
       continue-on-error: true
       with:
-        file: ./python/coverage.xml
-        fail_ci_if_error: false
+        files: ./python/coverage.xml
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true
diff --git a/python/graphscope/config.py b/python/graphscope/config.py
index 909cb872f360..c0294fdb3337 100644
--- a/python/graphscope/config.py
+++ b/python/graphscope/config.py
@@ -39,7 +39,8 @@
 class ResourceSpec:
     """Resource requirements for a container in kubernetes."""
 
-    cpu: Union[str, float, None] = None  # CPU cores of container.
+    # CPU cores of container.
+    cpu: Union[str, float, None] = None
     # Memory of container, suffix with ['Mi', 'Gi', 'Ti'].
     memory: Union[str, None] = None
 
diff --git a/python/graphscope/gsctl/commands/dev.py b/python/graphscope/gsctl/commands/dev.py
index 4b1ec9ad91d0..c88a7977a12c 100644
--- a/python/graphscope/gsctl/commands/dev.py
+++ b/python/graphscope/gsctl/commands/dev.py
@@ -272,7 +272,7 @@ def deploy(
 
 Interactive service is ready, you can connect to the interactive service with interactive sdk:
 Interactive Admin service is listening at
-    http://127.0.0.1{admin_port},
+    http://127.0.0.1:{admin_port},
 You can connect to admin service with Interactive SDK, with following environment variables declared.
 
 ############################################################################################