diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9e8ea8c395..f9128e7ca8 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-name: Flink Agents
+name: Flink Agents CI
 
 on:
   push:
@@ -32,3 +32,14 @@ jobs:
       - uses: actions/checkout@v4
       - name: Check License Header
         uses: apache/skywalking-eyes/header@main
+      - name: Set up JDK
+        uses: actions/setup-java@v4
+        with:
+          java-version: '8'
+          distribution: 'adopt'
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: 3.12
+      - name: Check code style
+        run: ./tools/lint.sh
diff --git a/pom.xml b/pom.xml
index b56899c1ef..ff8578a033 100644
--- a/pom.xml
+++ b/pom.xml
@@ -39,6 +39,8 @@ under the License.
         <target.java.version>11</target.java.version>
         <maven.compiler.source>${target.java.version}</maven.compiler.source>
         <maven.compiler.target>${target.java.version}</maven.compiler.target>
+        <spotless.version>2.27.1</spotless.version>
+        <spotless.skip>false</spotless.skip>
     </properties>
 
     <modules>
@@ -48,4 +50,39 @@ under the License.
         <module>runtime</module>
     </modules>
 
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>com.diffplug.spotless</groupId>
+                <artifactId>spotless-maven-plugin</artifactId>
+                <version>${spotless.version}</version>
+                <configuration>
+                    <skip>${spotless.skip}</skip>
+                    <java>
+                        <googleJavaFormat>
+                            <version>1.7</version>
+                            <style>AOSP</style>
+                        </googleJavaFormat>
+
+                        <!-- \# refers to the static imports -->
+                        <importOrder>
+                            <order>,javax,java,scala,\#</order>
+                        </importOrder>
+
+                        <removeUnusedImports />
+                    </java>
+                </configuration>
+                <executions>
+                    <execution>
+                        <id>spotless-check</id>
+                        <phase>validate</phase>
+                        <goals>
+                            <goal>check</goal>
+                        </goals>
+                    </execution>
+                </executions>
+            </plugin>
+        </plugins>
+    </build>
+
 </project>
\ No newline at end of file
diff --git a/python/flink_agents/runtime/__init__.py b/python/flink_agents/runtime/__init__.py
index 24b39618b1..e154fadd32 100644
--- a/python/flink_agents/runtime/__init__.py
+++ b/python/flink_agents/runtime/__init__.py
@@ -14,4 +14,4 @@
 #  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 #  See the License for the specific language governing permissions and
 # limitations under the License.
-#################################################################################
\ No newline at end of file
+#################################################################################
diff --git a/python/pyproject.toml b/python/pyproject.toml
index ace9ef7e5e..3f561fdf2b 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -55,3 +55,80 @@ archs = ["x86_64", "arm64"]
 
 [tool.cibuildwheel.linux]
 archs = ["x86_64"]
+
+[tool.ruff]
+line-length = 88
+fix = true
+
+[tool.ruff.lint]
+select = [
+    "ANN", # flake8-annotations
+    "B", # flake8-bugbear
+    "C4", # flake8-comprehensions
+    "D", # flake8-docstrings
+    "E", # pycodestyle
+    "EM", # flake8-errmsg
+    "F", # pyflakes
+    "FA", # flake8-future-annotations
+    "FBT001", # flake8-boolean-trap
+    "I", # isort
+    "ICN", # flake8-import-conventions
+    "INT", # flake8-gettext
+    "PERF", # perflint
+    "PIE", # flake8-pie
+    "PT", # flake8-pytest-style
+    "PTH", # flake8-use-pathlib
+    "PYI", # flake8-pyi
+    "RUF", # ruff-specific rules
+    "SIM", # flake8-simplify
+    "TCH", # flake8-type-checking
+    "TD", # flake8-todos
+    "TID", # flake8-tidy-imports
+    "TRY", # tryceratops
+    "UP", # pyupgrade
+    "W", # pycodestyle
+]
+
+ignore = [
+    "D100", # Missing docstring in public module
+    "D104", # Missing docstring in public package
+    "D105", # Missing docstring in magic method
+    "D205", # Missing-blank-line-after-summary
+    # ------------------------------------------------------------------
+    "ANN401", # Dynamically typed expressions (Any) are disallowed
+    "D401", # Relax NumPy docstring convention: first line should be imperative
+    "E501", # Line length regulated by formatter
+    "FA100", # Future-rewritable-type-annotation, unsafe for Pydantic
+    "PT011", # pytest.raises is too broad, set match or use a more specific exception
+    "PYI041", # Use float instead of int | float
+    "RUF022", # `__all__` is not sorted
+    "RUF005", # Consider expression instead of concatenation
+    "SIM102", # Use a single `if` statement instead of nested `if` statements
+    "SIM108", # Use ternary operator
+    "SIM114", # Combine `if` branches
+    "TD002", # Missing author in TODO
+    "TD003", # Missing issue link on the line following this TODO
+    "TID252", # Prefer absolute imports over relative imports
+    "TRY003", # Avoid specifying long messages outside the exception class
+    "UP006", # Non-pep585-annotation, unsafe for Pydantic
+    "UP035", # Deprecated-import, unsafe for Pydantic
+]
+
+[tool.ruff.lint.per-file-ignores]
+"dependencies.py" = ["ICN001"]
+"tests/**/*.py" = ["ANN001", "ANN201", "D100", "D102", "D103", "B018", "FBT001"]
+
+[tool.ruff.lint.pycodestyle]
+max-doc-length = 88
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.ruff.lint.flake8-tidy-imports]
+ban-relative-imports = "all"
+
+[tool.ruff.lint.flake8-type-checking]
+strict = true
+
+[tool.ruff.format]
+docstring-code-format = true
diff --git a/python/requirements/all_requirements.txt b/python/requirements/all_requirements.txt
new file mode 100644
index 0000000000..3ea6b6667f
--- /dev/null
+++ b/python/requirements/all_requirements.txt
@@ -0,0 +1,17 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+-r build_requirements.txt
+-r linter_requirements.txt
+-r test_requirements.txt
\ No newline at end of file
diff --git a/python/requirements/build_requirements.txt b/python/requirements/build_requirements.txt
new file mode 100644
index 0000000000..82b0c5c2c9
--- /dev/null
+++ b/python/requirements/build_requirements.txt
@@ -0,0 +1,15 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+build
diff --git a/python/requirements/linter_requirements.txt b/python/requirements/linter_requirements.txt
new file mode 100644
index 0000000000..f735997e44
--- /dev/null
+++ b/python/requirements/linter_requirements.txt
@@ -0,0 +1,15 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+ruff==0.11.13
diff --git a/python/requirements/test_requirements.txt b/python/requirements/test_requirements.txt
new file mode 100644
index 0000000000..12f570f999
--- /dev/null
+++ b/python/requirements/test_requirements.txt
@@ -0,0 +1,17 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+wheel
+setuptools>=75.3
+pytest==8.4.0
diff --git a/tools/lint.sh b/tools/lint.sh
new file mode 100755
index 0000000000..911d1a4838
--- /dev/null
+++ b/tools/lint.sh
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+################################################################################
+#  Licensed to the Apache Software Foundation (ASF) under one
+#  or more contributor license agreements.  See the NOTICE file
+#  distributed with this work for additional information
+#  regarding copyright ownership.  The ASF licenses this file
+#  to you under the Apache License, Version 2.0 (the
+#  "License"); you may not use this file except in compliance
+#  with the License.  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+# limitations under the License.
+################################################################################
+
+echo "Install format tools"
+pip install -r python/requirements/linter_requirements.txt
+echo "Executing Python format check"
+ruff check python
+echo "Executing Java format check"
+mvn -T10 -B --no-transfer-progress spotless:check
+echo "Executing format check succeeds"