diff --git a/api/controllers/console/workspace/plugin.py b/api/controllers/console/workspace/plugin.py
index 56b6634757..572723ff65 100644
--- a/api/controllers/console/workspace/plugin.py
+++ b/api/controllers/console/workspace/plugin.py
@@ -656,7 +656,9 @@ class PluginReadmeApi(Resource):
         return jsonable_encoder(
             {
                 "readme": PluginService.fetch_plugin_readme(
-                    tenant_id, args["plugin_unique_identifier"], args.get("language", "en-US")
+                    tenant_id,
+                    args["plugin_unique_identifier"],
+                    args.get("language", "en-US")
                 )
             }
         )
diff --git a/api/core/plugin/entities/plugin_daemon.py b/api/core/plugin/entities/plugin_daemon.py
index 16ab661092..3655c2e8aa 100644
--- a/api/core/plugin/entities/plugin_daemon.py
+++ b/api/core/plugin/entities/plugin_daemon.py
@@ -196,3 +196,7 @@ class PluginListResponse(BaseModel):
 
 class PluginDynamicSelectOptionsResponse(BaseModel):
     options: Sequence[PluginParameterOption] = Field(description="The options of the dynamic select.")
+
+class PluginReadmeResponse(BaseModel):
+    content: str = Field(description="The readme of the plugin.")
+    language: str = Field(description="The language of the readme.")
diff --git a/api/core/plugin/impl/plugin.py b/api/core/plugin/impl/plugin.py
index 09ba347535..ab0b1c15ab 100644
--- a/api/core/plugin/impl/plugin.py
+++ b/api/core/plugin/impl/plugin.py
@@ -1,5 +1,7 @@
 from collections.abc import Sequence
 
+from requests import HTTPError
+
 from core.plugin.entities.bundle import PluginBundleDependency
 from core.plugin.entities.plugin import (
     GenericProviderID,
@@ -14,6 +16,7 @@ from core.plugin.entities.plugin_daemon import (
     PluginInstallTask,
     PluginInstallTaskStartResponse,
     PluginListResponse,
+    PluginReadmeResponse,
 )
 from core.plugin.impl.base import BasePluginClient
 
@@ -23,12 +26,23 @@ class PluginInstaller(BasePluginClient):
         """
         Fetch plugin readme
         """
-        return self._request_with_plugin_daemon_response(
-            "GET",
-            f"plugin/{tenant_id}/management/fetch/readme",
-            str,
-            params={"plugin_unique_identifier": plugin_unique_identifier, "language": language},
-        )
+        try:
+            response = self._request_with_plugin_daemon_response(
+                "GET",
+                f"plugin/{tenant_id}/management/fetch/readme",
+                PluginReadmeResponse,
+                params={
+                    "tenant_id":tenant_id,
+                    "plugin_unique_identifier": plugin_unique_identifier,
+                    "language": language
+                }
+            )
+            return response.content
+        except HTTPError as e:
+            message = e.args[0]
+            if "404" in message:
+                return ""
+            raise e
 
     def fetch_plugin_by_identifier(
         self,