diff --git a/llama_stack/apis/datasets/client.py b/llama_stack/apis/datasets/client.py
index 241db6568..476a5964a 100644
--- a/llama_stack/apis/datasets/client.py
+++ b/llama_stack/apis/datasets/client.py
@@ -6,13 +6,26 @@
 
 import asyncio
 import json
+from typing import Optional
 
 import fire
 import httpx
+from termcolor import cprint
 
 from .datasets import *  # noqa: F403
 
 
+def deserialize_dataset_def(j: Optional[Dict[str, Any]]) -> Optional[DatasetDef]:
+    if not j:
+        return None
+    if j["type"] == "huggingface":
+        return HuggingfaceDatasetDef(**j)
+    elif j["type"] == "custom":
+        return CustomDatasetDef(**j)
+    else:
+        raise ValueError(f"Unknown dataset type: {j['type']}")
+
+
 class DatasetClient(Datasets):
     def __init__(self, base_url: str):
         self.base_url = base_url
@@ -26,7 +39,7 @@ class DatasetClient(Datasets):
     async def create_dataset(
         self,
         dataset_def: DatasetDef,
-    ) -> None:
+    ) -> CreateDatasetResponse:
         async with httpx.AsyncClient() as client:
             response = await client.post(
                 f"{self.base_url}/datasets/create",
@@ -37,28 +50,31 @@ class DatasetClient(Datasets):
                 timeout=60,
             )
             response.raise_for_status()
-            return None
+            return CreateDatasetResponse(**response.json())
 
     async def get_dataset(
         self,
         dataset_identifier: str,
-    ) -> DatasetDef:
+    ) -> Optional[DatasetDef]:
         async with httpx.AsyncClient() as client:
-            response = await client.post(
-                f"{self.base_url}/datasets/create",
-                json={
+            response = await client.get(
+                f"{self.base_url}/datasets/get",
+                params={
                     "dataset_identifier": dataset_identifier,
                 },
                 headers={"Content-Type": "application/json"},
                 timeout=60,
             )
             response.raise_for_status()
-            return DatasetDef(**response.json())
+            if not response.json():
+                return
+
+            return deserialize_dataset_def(response.json())
 
     async def delete_dataset(
         self,
         dataset_identifier: str,
-    ) -> DatasetDef:
+    ) -> DeleteDatasetResponse:
         async with httpx.AsyncClient() as client:
             response = await client.post(
                 f"{self.base_url}/datasets/delete",
@@ -69,19 +85,57 @@ class DatasetClient(Datasets):
                 timeout=60,
             )
             response.raise_for_status()
-            return None
+            return DeleteDatasetResponse(**response.json())
+
+    async def list_dataset(
+        self,
+    ) -> List[DatasetDef]:
+        async with httpx.AsyncClient() as client:
+            response = await client.get(
+                f"{self.base_url}/datasets/list",
+                headers={"Content-Type": "application/json"},
+                timeout=60,
+            )
+            response.raise_for_status()
+            if not response.json():
+                return
+
+            return [deserialize_dataset_def(x) for x in response.json()]
 
 
 async def run_main(host: str, port: int):
     client = DatasetClient(f"http://{host}:{port}")
 
-    # Custom Eval Task
+    # register dataset
     response = await client.create_dataset(
         dataset_def=CustomDatasetDef(
             identifier="test-dataset",
             url="https://openaipublic.blob.core.windows.net/simple-evals/mmlu.csv",
         ),
     )
+    cprint(response, "green")
+
+    # get dataset
+    get_dataset = await client.get_dataset(
+        dataset_identifier="test-dataset",
+    )
+    cprint(get_dataset, "cyan")
+
+    # delete dataset
+    delete_dataset = await client.delete_dataset(
+        dataset_identifier="test-dataset",
+    )
+    cprint(delete_dataset, "red")
+
+    # get again after deletion
+    get_dataset = await client.get_dataset(
+        dataset_identifier="test-dataset",
+    )
+    cprint(get_dataset, "yellow")
+
+    # list datasets
+    list_dataset = await client.list_dataset()
+    cprint(list_dataset, "blue")
 
 
 def main(host: str, port: int):
diff --git a/llama_stack/apis/datasets/datasets.py b/llama_stack/apis/datasets/datasets.py
index c79301557..11a3f6096 100644
--- a/llama_stack/apis/datasets/datasets.py
+++ b/llama_stack/apis/datasets/datasets.py
@@ -115,6 +115,27 @@ DatasetDef = Annotated[
 ]
 
 
+class DatasetsResponseStatus(Enum):
+    success = "success"
+    fail = "fail"
+
+
+@json_schema_type
+class CreateDatasetResponse(BaseModel):
+    status: DatasetsResponseStatus = Field(
+        description="Return status of the dataset creation",
+    )
+    msg: Optional[str] = None
+
+
+@json_schema_type
+class DeleteDatasetResponse(BaseModel):
+    status: DatasetsResponseStatus = Field(
+        description="Return status of the dataset creation",
+    )
+    msg: Optional[str] = None
+
+
 class BaseDataset(ABC, Generic[TDatasetSample]):
     def __init__(self) -> None:
         self.type: str = self.__class__.__name__
@@ -146,16 +167,19 @@ class Datasets(Protocol):
     async def create_dataset(
         self,
         dataset_def: DatasetDef,
-    ) -> None: ...
+    ) -> CreateDatasetResponse: ...
 
-    @webmethod(route="/datasets/get")
+    @webmethod(route="/datasets/get", method="GET")
     async def get_dataset(
         self,
         dataset_identifier: str,
-    ) -> DatasetDef: ...
+    ) -> Optional[DatasetDef]: ...
 
     @webmethod(route="/datasets/delete")
     async def delete_dataset(
         self,
         dataset_identifier: str,
-    ) -> None: ...
+    ) -> DeleteDatasetResponse: ...
+
+    @webmethod(route="/datasets/list", method="GET")
+    async def list_datasets(self) -> List[DatasetDef]: ...
diff --git a/llama_stack/distribution/registry/datasets/dataset.py b/llama_stack/distribution/registry/datasets/dataset.py
index 936fd0713..838e8c65f 100644
--- a/llama_stack/distribution/registry/datasets/dataset.py
+++ b/llama_stack/distribution/registry/datasets/dataset.py
@@ -4,10 +4,12 @@
 # This source code is licensed under the terms described in the LICENSE file in
 # the root directory of this source tree.
 
-# from llama_stack.apis.datasets import *
-# from llama_stack.distribution.registry.datasets import DatasetRegistry  # noqa: F403
-# from ..registry import Registry
-# from .dataset_wrappers import CustomDataset, HuggingfaceDataset
+from llama_stack.apis.datasets import *  # noqa: F403
+from llama_stack.distribution.registry.datasets import DatasetRegistry
+from llama_stack.distribution.registry.datasets.dataset_wrappers import (
+    CustomDataset,
+    HuggingfaceDataset,
+)
 
 
 class DatasetRegistryImpl(Datasets):
@@ -27,14 +29,55 @@ class DatasetRegistryImpl(Datasets):
     async def create_dataset(
         self,
         dataset_def: DatasetDef,
-    ) -> None:
-        print(f"Creating dataset {dataset.identifier}")
+    ) -> CreateDatasetResponse:
+        if dataset_def.type == DatasetType.huggingface.value:
+            dataset_cls = HuggingfaceDataset(dataset_def)
+        else:
+            dataset_cls = CustomDataset(dataset_def)
+
+        try:
+            DatasetRegistry.register(
+                dataset_def.identifier,
+                dataset_cls,
+            )
+        except ValueError as e:
+            return CreateDatasetResponse(
+                status=DatasetsResponseStatus.fail,
+                msg=str(e),
+            )
+
+        return CreateDatasetResponse(
+            status=DatasetsResponseStatus.success,
+            msg=f"Dataset '{dataset_def.identifier}' registered",
+        )
 
     async def get_dataset(
         self,
         dataset_identifier: str,
-    ) -> DatasetDef:
-        pass
+    ) -> Optional[DatasetDef]:
+        try:
+            dataset_ref = DatasetRegistry.get(dataset_identifier).config
+        except ValueError as e:
+            return None
 
-    async def delete_dataset(self, dataset_identifier: str) -> None:
-        pass
+        return dataset_ref
+
+    async def delete_dataset(self, dataset_identifier: str) -> DeleteDatasetResponse:
+        try:
+            DatasetRegistry.delete(dataset_identifier)
+        except ValueError as e:
+            return DeleteDatasetResponse(
+                status=DatasetsResponseStatus.fail,
+                msg=str(e),
+            )
+
+        return DeleteDatasetResponse(
+            status=DatasetsResponseStatus.success,
+            msg=f"Dataset '{dataset_identifier}' deleted",
+        )
+
+    async def list_datasets(self) -> List[DatasetDef]:
+        return [
+            DatasetRegistry.get(dataset_identifier).config
+            for dataset_identifier in DatasetRegistry.names()
+        ]
diff --git a/llama_stack/distribution/registry/registry.py b/llama_stack/distribution/registry/registry.py
index b4a5b626d..313fb6d4e 100644
--- a/llama_stack/distribution/registry/registry.py
+++ b/llama_stack/distribution/registry/registry.py
@@ -27,6 +27,12 @@ class Registry(Generic[TRegistry]):
             raise ValueError(f"Dataset {name} not found.")
         return Registry._REGISTRY[name]
 
+    @staticmethod
+    def delete(name: str) -> None:
+        if name not in Registry._REGISTRY:
+            raise ValueError(f"Dataset {name} not found.")
+        del Registry._REGISTRY[name]
+
     @staticmethod
     def reset() -> None:
         Registry._REGISTRY = {}