diff --git a/autogen/interop/__init__.py b/autogen/interop/__init__.py
index b5dc8c9521..90c5f92d7b 100644
--- a/autogen/interop/__init__.py
+++ b/autogen/interop/__init__.py
@@ -2,6 +2,7 @@
 #
 # SPDX-License-Identifier: Apache-2.0
 
-from .interoperability import Interoperable
+from .interoperability import Interoperability
+from .interoperable import Interoperable
 
-__all__ = ["Interoperable"]
+__all__ = ["Interoperable", "Interoperability"]
diff --git a/autogen/interop/crewai/crewai.py b/autogen/interop/crewai/crewai.py
index 98df36cf05..c391b22888 100644
--- a/autogen/interop/crewai/crewai.py
+++ b/autogen/interop/crewai/crewai.py
@@ -8,7 +8,7 @@
 from crewai.tools import BaseTool as CrewAITool
 
 from ...tools import Tool
-from ..interoperability import Interoperable
+from ..interoperable import Interoperable
 
 __all__ = ["CrewAIInteroperability"]
 
diff --git a/autogen/interop/helpers.py b/autogen/interop/helpers.py
new file mode 100644
index 0000000000..5ec24afd9b
--- /dev/null
+++ b/autogen/interop/helpers.py
@@ -0,0 +1,55 @@
+# Copyright (c) 2023 - 2024, Owners of https://github.com/ag2ai
+#
+# SPDX-License-Identifier: Apache-2.0
+#
+
+import importlib
+import inspect
+import logging
+import pkgutil
+import sys
+from typing import Any, Dict, List, Set, Type
+
+from .interoperable import Interoperable
+
+logger = logging.getLogger(__name__)
+
+
+def import_submodules(package_name: str) -> List[str]:
+    package = importlib.import_module(package_name)
+    imported_modules: List[str] = []
+    for loader, module_name, is_pkg in pkgutil.walk_packages(package.__path__, package.__name__ + "."):
+        try:
+            importlib.import_module(module_name)
+
+            imported_modules.append(module_name)
+        except Exception as e:
+            logger.info(f"Error importing {module_name}, most likely perfectly fine: {e}")
+
+    return imported_modules
+
+
+def find_classes_implementing_protocol(imported_modules: List[str], protocol: Type[Any]) -> List[Type[Any]]:
+    implementing_classes: Set[Type[Any]] = set()
+    for module in imported_modules:
+        for _, obj in inspect.getmembers(sys.modules[module], inspect.isclass):
+            if issubclass(obj, protocol) and obj is not protocol:
+                implementing_classes.add(obj)
+
+    return list(implementing_classes)
+
+
+def get_all_interoperability_classes() -> Dict[str, Type[Interoperable]]:
+    imported_modules = import_submodules("autogen.interop")
+    classes = find_classes_implementing_protocol(imported_modules, Interoperable)
+
+    # check that all classes finish with 'Interoperability'
+    for cls in classes:
+        if not cls.__name__.endswith("Interoperability"):
+            raise RuntimeError(f"Class {cls} does not end with 'Interoperability'")
+
+    retval = {
+        cls.__name__.split("Interoperability")[0].lower(): cls for cls in classes if cls.__name__ != "Interoperability"
+    }
+
+    return retval
diff --git a/autogen/interop/interoperability.py b/autogen/interop/interoperability.py
index 1e3c786f36..1ae0a528ed 100644
--- a/autogen/interop/interoperability.py
+++ b/autogen/interop/interoperability.py
@@ -1,13 +1,40 @@
 # Copyright (c) 2023 - 2024, Owners of https://github.com/ag2ai
 #
 # SPDX-License-Identifier: Apache-2.0
-
-from typing import Any, Protocol, runtime_checkable
+from typing import Any, Dict, List, Type
 
 from ..tools import Tool
+from .helpers import get_all_interoperability_classes
+from .interoperable import Interoperable
 
 __all__ = ["Interoperable"]
 
-@runtime_checkable
-class Interoperable(Protocol):
-    def convert_tool(self, tool: Any) -> Tool: ...
+class Interoperability:
+    _interoperability_classes: Dict[str, Type[Interoperable]] = get_all_interoperability_classes()
+
+    def __init__(self) -> None:
+        pass
+
+    def convert_tool(self, *, tool: Any, type: str) -> Tool:
+        interop_cls = self.get_interoperability_class(type)
+        interop = interop_cls()
+        return interop.convert_tool(tool)
+
+    @classmethod
+    def get_interoperability_class(cls, type: str) -> Type[Interoperable]:
+        if type not in cls._interoperability_classes:
+            raise ValueError(f"Interoperability class {type} not found")
+        return cls._interoperability_classes[type]
+
+    @classmethod
+    def supported_types(cls) -> List[str]:
+        return sorted(cls._interoperability_classes.keys())
+
+    @classmethod
+    def register_interoperability_class(cls, name: str, interoperability_class: Type[Interoperable]) -> None:
+        if not issubclass(interoperability_class, Interoperable):
+            raise ValueError(
+                f"Expected a class implementing `Interoperable` protocol, got {type(interoperability_class)}"
+            )
+
+        cls._interoperability_classes[name] = interoperability_class
diff --git a/autogen/interop/interoperable.py b/autogen/interop/interoperable.py
new file mode 100644
index 0000000000..dfe0f82500
--- /dev/null
+++ b/autogen/interop/interoperable.py
@@ -0,0 +1,14 @@
+# Copyright (c) 2023 - 2024, Owners of https://github.com/ag2ai
+#
+# SPDX-License-Identifier: Apache-2.0
+
+from typing import Any, Protocol, runtime_checkable
+
+from ..tools import Tool
+
+__all__ = ["Interoperable"]
+
+
+@runtime_checkable
+class Interoperable(Protocol):
+    def convert_tool(self, tool: Any) -> Tool: ...
diff --git a/autogen/interop/langchain/langchain.py b/autogen/interop/langchain/langchain.py
index ad5c2a12a2..b3f4713c63 100644
--- a/autogen/interop/langchain/langchain.py
+++ b/autogen/interop/langchain/langchain.py
@@ -7,7 +7,7 @@
 from langchain_core.tools import BaseTool as LangchainTool
 
 from ...tools import Tool
-from ..interoperability import Interoperable
+from ..interoperable import Interoperable
 
 __all__ = ["LangchainInteroperability"]
 
diff --git a/test/interop/crewai/test_crewai.py b/test/interop/crewai/test_crewai.py
index 1f0bae4bb1..1a2cbbd513 100644
--- a/test/interop/crewai/test_crewai.py
+++ b/test/interop/crewai/test_crewai.py
@@ -4,8 +4,8 @@
 
 import os
 import sys
-import unittest
 from tempfile import TemporaryDirectory
+from unittest.mock import MagicMock
 
 import pytest
 from conftest import reason, skip_openai
@@ -13,7 +13,7 @@
 if sys.version_info >= (3, 10) and sys.version_info < (3, 13):
     from crewai_tools import FileReadTool
 else:
-    FileReadTool = unittest.mock.MagicMock()
+    FileReadTool = MagicMock()
 
 from autogen import AssistantAgent, UserProxyAgent
 from autogen.interop import Interoperable
@@ -21,7 +21,7 @@
 if sys.version_info >= (3, 10) and sys.version_info < (3, 13):
     from autogen.interop.crewai import CrewAIInteroperability
 else:
-    CrewAIInteroperability = unittest.mock.MagicMock()
+    CrewAIInteroperability = MagicMock()
 
 
 # skip if python version is not in [3.10, 3.11, 3.12]
diff --git a/test/interop/test_helpers.py b/test/interop/test_helpers.py
new file mode 100644
index 0000000000..f3a5ad09ef
--- /dev/null
+++ b/test/interop/test_helpers.py
@@ -0,0 +1,62 @@
+# Copyright (c) 2023 - 2024, Owners of https://github.com/ag2ai
+#
+# SPDX-License-Identifier: Apache-2.0
+
+import sys
+
+import pytest
+
+from autogen.interop import Interoperability, Interoperable
+from autogen.interop.helpers import (
+    find_classes_implementing_protocol,
+    get_all_interoperability_classes,
+    import_submodules,
+)
+
+
+class TestHelpers:
+    @pytest.fixture(autouse=True)
+    def setup_method(self) -> None:
+        self.imported_modules = import_submodules("autogen.interop")
+
+    def test_import_submodules(self) -> None:
+        assert "autogen.interop.helpers" in self.imported_modules
+
+    def test_find_classes_implementing_protocol(self) -> None:
+        actual = find_classes_implementing_protocol(self.imported_modules, Interoperable)
+        print(f"test_find_classes_implementing_protocol: {actual=}")
+
+        assert Interoperability in actual
+        expected_count = 1
+
+        if sys.version_info >= (3, 10) and sys.version_info < (3, 13):
+            from autogen.interop.crewai import CrewAIInteroperability
+
+            assert CrewAIInteroperability in actual
+            expected_count += 1
+
+        if sys.version_info >= (3, 9):
+            from autogen.interop.langchain import LangchainInteroperability
+
+            assert LangchainInteroperability in actual
+            expected_count += 1
+
+        assert len(actual) == expected_count
+
+    def test_get_all_interoperability_classes(self) -> None:
+
+        actual = get_all_interoperability_classes()
+
+        if sys.version_info < (3, 9):
+            assert actual == {}
+
+        if sys.version_info >= (3, 10) and sys.version_info < (3, 13):
+            from autogen.interop.crewai import CrewAIInteroperability
+            from autogen.interop.langchain import LangchainInteroperability
+
+            assert actual == {"crewai": CrewAIInteroperability, "langchain": LangchainInteroperability}
+
+        if (sys.version_info >= (3, 9) and sys.version_info < (3, 10)) and sys.version_info >= (3, 13):
+            from autogen.interop.langchain import LangchainInteroperability
+
+            assert actual == {"langchain": LangchainInteroperability}
diff --git a/test/interop/test_interoperability.py b/test/interop/test_interoperability.py
index 164854f6aa..dacdc16c87 100644
--- a/test/interop/test_interoperability.py
+++ b/test/interop/test_interoperability.py
@@ -2,8 +2,83 @@
 #
 # SPDX-License-Identifier: Apache-2.0
 
-from autogen.interop import Interoperable
+import sys
+from tempfile import TemporaryDirectory
+from typing import Any
 
+import pytest
 
-def test_interoperable() -> None:
-    assert Interoperable is not None
+from autogen.interop import Interoperability, Interoperable
+from autogen.tools.tool import Tool
+
+
+class TestInteroperability:
+    def test_supported_types(self) -> None:
+        actual = Interoperability.supported_types()
+
+        if sys.version_info < (3, 9):
+            assert actual == []
+
+        if sys.version_info >= (3, 9) and sys.version_info < (3, 10):
+            assert actual == ["langchain"]
+
+        if sys.version_info >= (3, 10) and sys.version_info < (3, 13):
+            assert actual == ["crewai", "langchain"]
+
+        if sys.version_info >= (3, 13):
+            assert actual == ["langchain"]
+
+    def test_register_interoperability_class(self) -> None:
+        org_interoperability_classes = Interoperability._interoperability_classes
+        try:
+
+            class MyInteroperability:
+                def convert_tool(self, tool: Any) -> Tool:
+                    return Tool(name="test", description="test description", func=tool)
+
+            Interoperability.register_interoperability_class("my_interop", MyInteroperability)
+            assert Interoperability.get_interoperability_class("my_interop") == MyInteroperability
+
+            interop = Interoperability()
+            tool = interop.convert_tool(type="my_interop", tool=lambda x: x)
+            assert tool.name == "test"
+            assert tool.description == "test description"
+            assert tool.func("hello") == "hello"
+
+        finally:
+            Interoperability._interoperability_classes = org_interoperability_classes
+
+    @pytest.mark.skipif(
+        sys.version_info < (3, 10) or sys.version_info >= (3, 13), reason="Only Python 3.10, 3.11, 3.12 are supported"
+    )
+    def test_crewai(self) -> None:
+        from crewai_tools import FileReadTool
+
+        crewai_tool = FileReadTool()
+
+        interoperability = Interoperability()
+        tool = interoperability.convert_tool(type="crewai", tool=crewai_tool)
+
+        with TemporaryDirectory() as tmp_dir:
+            file_path = f"{tmp_dir}/test.txt"
+            with open(file_path, "w") as file:
+                file.write("Hello, World!")
+
+            assert tool.name == "Read_a_file_s_content"
+            assert (
+                tool.description
+                == "A tool that can be used to read a file's content. (IMPORTANT: When using arguments, put them all in an `args` dictionary)"
+            )
+
+            model_type = crewai_tool.args_schema
+
+            args = model_type(file_path=file_path)
+
+            assert tool.func(args=args) == "Hello, World!"
+
+    @pytest.mark.skipif(
+        sys.version_info < (3, 9), reason="Only Python 3.9 and above are supported for LangchainInteroperability"
+    )
+    @pytest.mark.skip(reason="This test is not yet implemented")
+    def test_langchain(self) -> None:
+        raise NotImplementedError("This test is not yet implemented")
diff --git a/test/interop/test_interoperable.py b/test/interop/test_interoperable.py
new file mode 100644
index 0000000000..164854f6aa
--- /dev/null
+++ b/test/interop/test_interoperable.py
@@ -0,0 +1,9 @@
+# Copyright (c) 2023 - 2024, Owners of https://github.com/ag2ai
+#
+# SPDX-License-Identifier: Apache-2.0
+
+from autogen.interop import Interoperable
+
+
+def test_interoperable() -> None:
+    assert Interoperable is not None