diff --git a/.github/workflows/python-api-export-tasks.yaml b/.github/workflows/python-api-export-tasks.yaml
new file mode 100644
index 00000000..d50d7952
--- /dev/null
+++ b/.github/workflows/python-api-export-tasks.yaml
@@ -0,0 +1,24 @@
+name: Export tasks
+on:
+  push:
+    branches:
+      - main
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.8"]
+
+    steps:
+      - run: |
+          sudo apt-get update
+
+      - uses: actions/checkout@v2
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - run: python scripts/export_tasks.py
\ No newline at end of file
diff --git a/scripts/export_tasks.py b/scripts/export_tasks.py
new file mode 100644
index 00000000..c84d52cb
--- /dev/null
+++ b/scripts/export_tasks.py
@@ -0,0 +1,69 @@
+"""Exports a library -> supported tasks mapping in JSON format. 
+
+This script
+- parses the source code of a library's app/main.py and extracts the AST
+- finds the ALLOWED_TASKS variable and get all the keys.
+- prints the library name as well as its tasks in JSON format.
+
+Note that the transformer library is not included in the output 
+as we can assume it supports all tasks. This is done as
+the transformers API codebase is not in this repository.
+"""
+
+import ast
+import collections
+import os
+import pathlib
+import json
+
+
+lib_to_task_map = collections.defaultdict(list)
+
+
+def _extract_tasks(library_name, variable_name, value):
+    """Extract supported tasks of the library.
+
+    Args:
+        library_name: The name of the libarary (e.g. paddlenlp)
+        variable_name: The name of the Python variable (e.g. ALLOWED_TASKS)
+        value: The AST of the variable's Python value.
+    """
+    if variable_name == "ALLOWED_TASKS":
+        if isinstance(value, ast.Dict):
+            for key in value.keys:
+                lib_to_task_map[library_name].append(key.value)
+
+
+def traverse_global_assignments(library_name, file_content, handler):
+    """Traverse all global assignments and apply handler on each of them.
+
+    Args:
+        library_name: The nmae of the library (e.g. paddlenlp)
+        file_content: The content of app/main.py file in string.
+        handler: A callback that processes the AST.
+    """
+    for element in ast.parse(file_content).body:
+        # Typical case, e.g. TARGET_ID: Type = VALUE
+        if isinstance(element, ast.AnnAssign):
+            handler(library_name, element.target.id, element.value)
+        # Just in case user omitted the type annotation
+        # Unpacking and multi-variable assignment is rare so not handled
+        # e.g. TARGET_ID = VALUE
+        elif isinstance(element, ast.Assign):
+            target = element.targets[0]
+            if isinstance(target, ast.Name):
+                handler(library_name, target.id, element.value)
+
+
+if __name__ == "__main__":
+    root = pathlib.Path(__file__).parent.parent.resolve()
+    libs = os.listdir(root / "docker_images")
+    libs.remove("common")
+
+    for lib in libs:
+        with open(root / "docker_images" / lib / "app/main.py") as f:
+            content = f.read()
+            traverse_global_assignments(lib, content, _extract_tasks)
+
+    output = json.dumps(lib_to_task_map, sort_keys=True, indent=4)
+    print(output)