diff --git a/src/openllm_client/runtimes/base.py b/src/openllm_client/runtimes/base.py
index e36b0b09..d32066f4 100644
--- a/src/openllm_client/runtimes/base.py
+++ b/src/openllm_client/runtimes/base.py
@@ -15,6 +15,7 @@
 from __future__ import annotations
 
 import typing as t
+from abc import abstractmethod
 
 import bentoml
 
@@ -64,18 +65,14 @@ class ClientMixin:
         cls._api_version = api_version
 
     @property
+    @abstractmethod
     def model_name(self) -> str:
-        try:
-            return self._metadata["model_name"]
-        except KeyError:
-            raise RuntimeError("Malformed service endpoint. (Possible malicious)")
+        raise NotImplementedError
 
     @property
+    @abstractmethod
     def framework(self) -> t.Literal["pt", "flax", "tf"]:
-        try:
-            return self._metadata["framework"]
-        except KeyError:
-            raise RuntimeError("Malformed service endpoint. (Possible malicious)")
+        raise NotImplementedError
 
     @property
     def llm(self) -> openllm.LLM:
diff --git a/src/openllm_client/runtimes/grpc.py b/src/openllm_client/runtimes/grpc.py
index e3411486..dfd49b13 100644
--- a/src/openllm_client/runtimes/grpc.py
+++ b/src/openllm_client/runtimes/grpc.py
@@ -22,11 +22,33 @@ from .base import BaseAsyncClient, BaseClient
 
 if t.TYPE_CHECKING:
     import grpc_health.v1.health_pb2 as health_pb2
+    from bentoml.grpc.v1.service_pb2 import Response
 
 logger = logging.getLogger(__name__)
 
 
-class GrpcClient(BaseClient, client_type="grpc"):
+class GrpcClientMixin:
+    _metadata: Response
+
+    @property
+    def model_name(self) -> str:
+        try:
+            return self._metadata.json.struct_value.fields["model_name"].string_value
+        except KeyError:
+            raise RuntimeError("Malformed service endpoint. (Possible malicious)")
+
+    @property
+    def framework(self) -> t.Literal["pt", "flax", "tf"]:
+        try:
+            value = self._metadata.json.struct_value.fields["framework"].string_value
+            if value not in ("pt", "flax", "tf"):
+                raise KeyError
+            return value
+        except KeyError:
+            raise RuntimeError("Malformed service endpoint. (Possible malicious)")
+
+
+class GrpcClient(GrpcClientMixin, BaseClient, client_type="grpc"):
     def __init__(self, address: str, timeout: int = 30):
         self._host, self._port = address.split(":")
         super().__init__(address, timeout)
@@ -35,7 +57,7 @@ class GrpcClient(BaseClient, client_type="grpc"):
         return asyncio.run(self._cached.health("bentoml.grpc.v1.BentoService"))
 
 
-class AsyncGrpcClient(BaseAsyncClient, client_type="grpc"):
+class AsyncGrpcClient(GrpcClientMixin, BaseAsyncClient, client_type="grpc"):
     def __init__(self, address: str, timeout: int = 30):
         self._host, self._port = address.split(":")
         super().__init__(address, timeout)
diff --git a/src/openllm_client/runtimes/http.py b/src/openllm_client/runtimes/http.py
index d2cbe8dc..f2c47caf 100644
--- a/src/openllm_client/runtimes/http.py
+++ b/src/openllm_client/runtimes/http.py
@@ -23,7 +23,25 @@ from .base import BaseAsyncClient, BaseClient
 logger = logging.getLogger(__name__)
 
 
-class HTTPClient(BaseClient):
+class HTTPClientMixin:
+    _metadata: dict[str, t.Any]
+
+    @property
+    def model_name(self) -> str:
+        try:
+            return self._metadata["model_name"]
+        except KeyError:
+            raise RuntimeError("Malformed service endpoint. (Possible malicious)")
+
+    @property
+    def framework(self) -> t.Literal["pt", "flax", "tf"]:
+        try:
+            return self._metadata["framework"]
+        except KeyError:
+            raise RuntimeError("Malformed service endpoint. (Possible malicious)")
+
+
+class HTTPClient(HTTPClientMixin, BaseClient):
     def __init__(self, address: str, timeout: int = 30):
         address = address if "://" in address else "http://" + address
         self._host, self._port = urlparse(address).netloc.split(":")
@@ -33,7 +51,7 @@ class HTTPClient(BaseClient):
         return self._cached.health()
 
 
-class AsyncHTTPClient(BaseAsyncClient):
+class AsyncHTTPClient(HTTPClientMixin, BaseAsyncClient):
     def __init__(self, address: str, timeout: int = 30):
         address = address if "://" in address else "http://" + address
         self._host, self._port = urlparse(address).netloc.split(":")