diff --git a/.github/workflows/flex-interactive.yml b/.github/workflows/flex-interactive.yml
index 89a01c49fe0c..6acba60112ce 100644
--- a/.github/workflows/flex-interactive.yml
+++ b/.github/workflows/flex-interactive.yml
@@ -28,7 +28,7 @@ concurrency:
 jobs:
   api-test:
     runs-on: ubuntu-22.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
 
     steps:
     - name: Checkout code
diff --git a/.github/workflows/gae.yml b/.github/workflows/gae.yml
index da8ad6ee82a6..cb3e2a969f43 100644
--- a/.github/workflows/gae.yml
+++ b/.github/workflows/gae.yml
@@ -28,7 +28,7 @@ concurrency:
 jobs:
   build-gae:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     container:
       image: registry.cn-hongkong.aliyuncs.com/graphscope/graphscope-dev:v0.22.0
     steps:
diff --git a/.github/workflows/gaia.yml b/.github/workflows/gaia.yml
index efc8477cc080..90ba5a54f20f 100644
--- a/.github/workflows/gaia.yml
+++ b/.github/workflows/gaia.yml
@@ -23,7 +23,7 @@ concurrency:
 jobs:
   gaia-test:
     runs-on: [self-hosted, manylinux2014]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
     - uses: actions/checkout@v4
       with:
diff --git a/.github/workflows/gss.yml b/.github/workflows/gss.yml
index 5d0d323bf6a5..aaf2e520f816 100644
--- a/.github/workflows/gss.yml
+++ b/.github/workflows/gss.yml
@@ -46,7 +46,7 @@ jobs:
     # can `ssh localhost` without password, which may need to
     # be configured manually when a new self-hosted runner is added.
     runs-on: [self-hosted, manylinux2014]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
     - uses: actions/checkout@v4
 
@@ -101,7 +101,7 @@ jobs:
 
   helm-test:
     runs-on: [self-hosted, ubuntu2004]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     needs: [gremlin-test]
     env:
       JAVA_HOME: /usr/lib/jvm/default-java
diff --git a/.github/workflows/interactive.yml b/.github/workflows/interactive.yml
index d47425ce925d..6b75cdb3ccbf 100644
--- a/.github/workflows/interactive.yml
+++ b/.github/workflows/interactive.yml
@@ -26,7 +26,7 @@ concurrency:
 jobs:
   test-hqps-engine:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope'  && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     container:
       image: registry.cn-hongkong.aliyuncs.com/graphscope/graphscope-dev:v0.23.0
     steps:
@@ -372,7 +372,7 @@ jobs:
 
   test-build-flex:
     runs-on: ubuntu-22.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
 
     strategy:
       matrix:
@@ -402,7 +402,7 @@ jobs:
   # test the different combination of cmake options: -DBUILD_TEST=ON/OFF, -DBUILD_ODPS_FRAGMENT_LOADER=ON/OFF
   test-cmake-options:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     container:
       image: registry.cn-hongkong.aliyuncs.com/graphscope/graphscope-dev:v0.23.0
     strategy:
@@ -423,7 +423,7 @@ jobs:
 
   test-AOCC-compilation:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     container:
       image: registry.cn-hongkong.aliyuncs.com/graphscope/graphscope-dev:v0.23.0
     steps:
@@ -452,7 +452,7 @@ jobs:
 
   test-flex:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     container:
       image: registry.cn-hongkong.aliyuncs.com/graphscope/graphscope-dev:v0.23.0
     steps:
diff --git a/.github/workflows/k8s-ci.yml b/.github/workflows/k8s-ci.yml
index b9805782fb00..2d7e50df0f87 100644
--- a/.github/workflows/k8s-ci.yml
+++ b/.github/workflows/k8s-ci.yml
@@ -200,7 +200,7 @@ jobs:
   build-analytical:
     runs-on: [self-hosted, manylinux2014]
     needs: [changes]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
     - uses: actions/checkout@v4
 
@@ -261,7 +261,7 @@ jobs:
   build-interactive:
     runs-on: [self-hosted, manylinux2014]
     needs: [changes]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
     - uses: actions/checkout@v4
 
@@ -303,7 +303,7 @@ jobs:
   build-learning:
     runs-on: [self-hosted, manylinux2014]
     needs: [changes]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
     - uses: actions/checkout@v4
       with:
@@ -350,7 +350,7 @@ jobs:
 
   k8s-test:
     runs-on: [self-hosted, ubuntu2004]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     needs: [build-analytical, build-interactive, build-learning]
     steps:
       - uses: actions/checkout@v4
@@ -553,7 +553,7 @@ jobs:
   gie-test:
     runs-on: [self-hosted, ubuntu2004]
     needs: [build-analytical, build-interactive, build-learning]
-    if: ${{ needs.changes.outputs.gie-function-test == 'true' && github.repository == 'alibaba/GraphScope' }}
+    if: ${{ needs.changes.outputs.gie-function-test == 'true' && github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
       - uses: actions/checkout@v4
 
@@ -617,7 +617,7 @@ jobs:
     # Require the user id of the self-hosted is 1001, which may need to be
     # configured manually when a new self-hosted runner is added.
     runs-on: [self-hosted, manylinux2014]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
       - uses: actions/checkout@v4
 
@@ -664,7 +664,7 @@ jobs:
   gie-k8s-failover-test:
     needs: [build-gie-experimental]
     runs-on: [self-hosted, ubuntu2004]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
       - uses: actions/checkout@v4
 
diff --git a/.github/workflows/local-ci.yml b/.github/workflows/local-ci.yml
index 4c52ff2176ca..064ee24cc83b 100644
--- a/.github/workflows/local-ci.yml
+++ b/.github/workflows/local-ci.yml
@@ -45,7 +45,7 @@ jobs:
   # JOB to run change detection
   changes:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     # Set job outputs to values from filter step
     outputs:
       gae-python: ${{ steps.filter.outputs.gae-python }}
@@ -206,7 +206,7 @@ jobs:
     # configured manually when a new self-hosted runner is added.
     runs-on: [self-hosted, ubuntu2004]
     needs: [changes]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
     - uses: actions/checkout@v4
       with:
@@ -268,7 +268,7 @@ jobs:
 
   mini-test:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     needs: [build-wheels]
     steps:
       - uses: actions/checkout@v4
@@ -330,7 +330,7 @@ jobs:
   python-unittest:
     runs-on: ubuntu-20.04
     needs: [build-wheels, changes]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     defaults:
       run:
         shell: bash --noprofile --norc -eo pipefail {0}
@@ -400,7 +400,7 @@ jobs:
   networkx-basic-test:
     runs-on: ubuntu-20.04
     needs: [build-wheels, changes]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     defaults:
       run:
         shell: bash
@@ -492,7 +492,7 @@ jobs:
   networkx-algo-and-generator-test:
     runs-on: ubuntu-20.04
     needs: [build-wheels, changes]
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     strategy:
       matrix:
         deployment: ["standalone", "distributed"]
diff --git a/.github/workflows/pegasus.yml b/.github/workflows/pegasus.yml
index 2c1c951ff8a6..f1a617b54ce4 100644
--- a/.github/workflows/pegasus.yml
+++ b/.github/workflows/pegasus.yml
@@ -22,7 +22,7 @@ env:
 jobs:
   pegasus-build:
     runs-on: ubuntu-20.04
-    if: ${{ github.repository == 'alibaba/GraphScope' }}
+    if: ${{ github.repository == 'alibaba/GraphScope' && !github.event.pull_request.draft && !contains(github.event.pull_request.title, 'WIP') }}
     steps:
     - uses: actions/checkout@v4