diff --git a/.github/workflows/build-and-push-stable-image.yml b/.github/workflows/build-and-push-stable-image.yml
index 0248f2e1..33fdb648 100644
--- a/.github/workflows/build-and-push-stable-image.yml
+++ b/.github/workflows/build-and-push-stable-image.yml
@@ -3,8 +3,9 @@ name: build-and-push-stable-image
 on:
   push:
     tags:
-      # Run on pushing tags like 'v1.0.0'
+      # Match stable and rc versions, such as 'v1.0.0' or 'v0.23.0-rc.0'
       - "v*.*.*"
+      - "v*.*.*-rc.*"
 
 jobs:
   build-and-push-stable-image:
@@ -19,9 +20,13 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Extract build args
-        # Extract version from tag name
-        # Example: tag name `v1.0.0` sets up env.VERSION=1.0.0
+        # Extract version number and check if it's an rc version
         run: |
+          if [[ "${GITHUB_REF_NAME}" =~ -rc ]]; then
+            echo "PRE_RELEASE=true" >> $GITHUB_ENV
+          else
+            echo "PRE_RELEASE=false" >> $GITHUB_ENV
+          fi
           echo "VERSION=${GITHUB_REF_NAME#v}" >> $GITHUB_ENV
 
       - name: Login to Docker Hub
@@ -52,11 +57,14 @@ jobs:
             neosmemo/memos
             ghcr.io/usememos/memos
           tags: |
-            type=semver,pattern={{version}},value=${{ env.VERSION }}
-            type=semver,pattern={{major}}.{{minor}},value=${{ env.VERSION }}
-            type=raw,value=stable
+            # For stable versions, add stable and latest tags
+            ${{ env.PRE_RELEASE == 'false' && "type=semver,pattern={{version}},value=${{ env.VERSION }}" }}
+            ${{ env.PRE_RELEASE == 'false' && "type=semver,pattern={{major}}.{{minor}},value=${{ env.VERSION }}" }}
+            ${{ env.PRE_RELEASE == 'false' && "type=raw,value=stable" }}
+            # For rc versions, only add rc tag
+            ${{ env.PRE_RELEASE == 'true' && "type=raw,value=${{ env.VERSION }}" }}
           flavor: |
-            latest=true
+            latest=${{ env.PRE_RELEASE == 'false' }}
           labels: |
             org.opencontainers.image.version=${{ env.VERSION }}