diff --git a/reme_cli/__init__.py b/reme_cli/__init__.py
index 5d602c30..f721a453 100644
--- a/reme_cli/__init__.py
+++ b/reme_cli/__init__.py
@@ -3,4 +3,7 @@
 from reme_cli.application import Application
 from reme_cli.component import BaseComponent
 
-__all__ = ["BaseComponent", "Application"]
+__all__ = [
+    "BaseComponent",
+    "Application",
+]
diff --git a/reme_cli/component/__init__.py b/reme_cli/component/__init__.py
index eda848b1..19dbfdc9 100644
--- a/reme_cli/component/__init__.py
+++ b/reme_cli/component/__init__.py
@@ -1,19 +1,35 @@
+"""Components"""
 from .application_context import ApplicationContext
 from .base_component import BaseComponent
-from .client import BaseClient, HttpClient, ReMeClient, get_client
+from .base_step import BaseStep
 from .component_registry import ComponentRegistry, R
 from .prompt_handler import PromptHandler
 from .runtime_context import RuntimeContext
 
+from . import as_llm
+from . import as_llm_formatter
+from . import client
+from . import embedding
+from . import file_store
+from . import file_watcher
+from . import job
+from . import service
+
 __all__ = [
     "ApplicationContext",
     "BaseComponent",
-    "BaseClient",
+    "BaseStep",
     "ComponentRegistry",
-    "HttpClient",
     "R",
-    "ReMeClient",
     "PromptHandler",
     "RuntimeContext",
-    "get_client",
+    # base components
+    "as_llm",
+    "as_llm_formatter",
+    "client",
+    "embedding",
+    "file_store",
+    "file_watcher",
+    "job",
+    "service",
 ]
diff --git a/reme_cli/component/as_llm_formatter/reme_openai_chat_formatter.py b/reme_cli/component/as_llm_formatter/reme_openai_chat_formatter.py
index 635cd52f..9a2d34ef 100644
--- a/reme_cli/component/as_llm_formatter/reme_openai_chat_formatter.py
+++ b/reme_cli/component/as_llm_formatter/reme_openai_chat_formatter.py
@@ -10,10 +10,6 @@ from agentscope.formatter._openai_formatter import (
 )
 from agentscope.message import Msg, TextBlock, ImageBlock, URLSource
 
-from ...utils import get_logger
-
-logger = get_logger()
-
 
 def _format_openai_video_block(video_block: dict) -> dict[str, Any]:
     """Format a video block for OpenAI API.
@@ -135,7 +131,8 @@ class ReMeOpenAIChatFormatter(OpenAIChatFormatter):
                     content_blocks.append(_format_openai_video_block(block))
 
                 else:
-                    logger.warning("Unsupported block type %s, skipped.", typ)
+                    ...
+                    # logger.warning("Unsupported block type %s, skipped.", typ)
 
             msg_openai = {
                 "role": msg.role,
diff --git a/reme_cli/component/base_component.py b/reme_cli/component/base_component.py
index 863ea7e2..5d2d4ebd 100644
--- a/reme_cli/component/base_component.py
+++ b/reme_cli/component/base_component.py
@@ -163,6 +163,9 @@ class BaseComponent(ABC):
         """
         return self._is_started
 
+    async def __call__(self, **kwargs):
+        """Call the component instance as a function."""
+
     async def __aenter__(self) -> "BaseComponent":
         """Enter the async context manager by starting the component.
 
diff --git a/reme_cli/component/client/__init__.py b/reme_cli/component/client/__init__.py
index 33eb075d..d92cda29 100644
--- a/reme_cli/component/client/__init__.py
+++ b/reme_cli/component/client/__init__.py
@@ -1,15 +1,9 @@
-"""Client implementations for ReMe services."""
+"""Client"""
 
 from .base_client import BaseClient
 from .http_client import HttpClient
-from .reme_client import ReMeClient, get_client, REME_PORT_ENV, DEFAULT_PORT, DEFAULT_HOST
 
 __all__ = [
     "BaseClient",
     "HttpClient",
-    "ReMeClient",
-    "get_client",
-    "REME_PORT_ENV",
-    "DEFAULT_PORT",
-    "DEFAULT_HOST",
 ]
\ No newline at end of file
diff --git a/reme_cli/component/client/base_client.py b/reme_cli/component/client/base_client.py
index f6be1ed0..6f16002e 100644
--- a/reme_cli/component/client/base_client.py
+++ b/reme_cli/component/client/base_client.py
@@ -1,40 +1,25 @@
 """Abstract base class for client implementations."""
 
-from abc import ABC, abstractmethod
-from typing import Any
+from abc import abstractmethod
 
-from ...schema import Response
+from ..base_component import BaseComponent
+from ...enumeration import ComponentEnum
 
 
-class BaseClient(ABC):
-    """Abstract base class for clients that communicate with ReMe services.
+class BaseClient(BaseComponent):
+    """Abstract base class for clients that communicate with ReMe services."""
+    component_type = ComponentEnum.CLIENT
 
-    Clients provide a unified interface for invoking jobs/actions on a
-    ReMe application, whether locally or remotely via HTTP, MCP, etc.
-    """
+    def __init__(self, **kwargs) -> None:
+        super().__init__(**kwargs)
+        self.client = None
+
+    async def _start(self, app_context=None) -> None:
+        """Initialize the client."""
+
+    async def _close(self) -> None:
+        """Close the client."""
 
     @abstractmethod
-    async def invoke(self, action: str, **config: Any) -> Response:
-        """Invoke an action (job) with the given configuration.
-
-        Args:
-            action: The name of the action/job endpoint to invoke.
-            **config: Configuration parameters passed as POST body.
-
-        Returns:
-            Response from the invoked action.
-        """
-        pass
-
-    @abstractmethod
-    async def close(self) -> None:
-        """Close the client and release resources."""
-        pass
-
-    async def __aenter__(self) -> "BaseClient":
-        """Async context manager entry."""
-        return self
-
-    async def __aexit__(self, exc_type, exc_val, exc_tb) -> None:
-        """Async context manager exit."""
-        await self.close()
\ No newline at end of file
+    async def __call__(self, action: str, **kwargs) -> dict:
+        """Invoke an action with the given configuration."""
diff --git a/reme_cli/component/client/http_client.py b/reme_cli/component/client/http_client.py
index 2dfe17cb..e68fe75e 100644
--- a/reme_cli/component/client/http_client.py
+++ b/reme_cli/component/client/http_client.py
@@ -1,85 +1,61 @@
-"""HTTP client implementation using httpx."""
+"""HTTP client for ReMe services."""
 
+import json
+import os
 from typing import Any
 
 import httpx
 
 from .base_client import BaseClient
-from ...schema import Response
+from ..component_registry import R
+from ...constants import REME_SERVICE_INFO, REME_DEFAULT_HOST, REME_DEFAULT_PORT
 
 
+@R.register("http")
 class HttpClient(BaseClient):
-    """HTTP client for communicating with ReMe HTTP service.
+    """HTTP client for ReMe service."""
 
-    Provides a simple interface to invoke jobs/actions via HTTP POST requests.
-    """
+    def __init__(
+            self,
+            action: str,
+            host: str | None = None,
+            port: int | None = None,
+            timeout: float = 30.0,
+            **kwargs
+    ):
+        super().__init__(**kwargs)
 
-    def __init__(self, base_url: str = "http://127.0.0.1:8000", timeout: float = 30.0, **kwargs):
-        """Initialize the HTTP client.
+        if host and port:
+            pass
+        elif service_info := os.environ.get(REME_SERVICE_INFO):
+            try:
+                data = json.loads(service_info)
+                host = data.get("host", host)
+                port = data.get("port", port)
+            except Exception:
+                pass
+        else:
+            host = REME_DEFAULT_HOST
+            port = REME_DEFAULT_PORT
 
-        Args:
-            base_url: Base URL of the ReMe HTTP service.
-            timeout: Request timeout in seconds.
-            **kwargs: Additional arguments passed to httpx.AsyncClient.
-        """
-        self.base_url = base_url.rstrip("/")
+        self.action = action
+        self.base_url = f"http://{host}:{port}"
         self.timeout = timeout
-        self._client: httpx.AsyncClient | None = None
-        self._kwargs = kwargs
 
-    @property
-    def client(self) -> httpx.AsyncClient:
-        """Get or create the underlying httpx client."""
-        if self._client is None:
-            self._client = httpx.AsyncClient(
+    async def _start(self, app_context=None) -> None:
+        """Initialize the HTTP client."""
+        if self.client is None:
+            self.client = httpx.AsyncClient(
                 base_url=self.base_url,
                 timeout=self.timeout,
-                **self._kwargs
             )
-        return self._client
 
-    async def invoke(self, action: str, **config: Any) -> Response:
-        """Invoke an action via HTTP POST request.
-
-        Args:
-            action: The action/job endpoint name (appended to base_url).
-            **config: Configuration parameters sent as JSON body.
-
-        Returns:
-            Response from the service.
-        """
-        response = await self.client.post(f"/{action}", json=config)
-        response.raise_for_status()
-        return Response.model_validate(response.json())
-
-    async def invoke_raw(self, action: str, **config: Any) -> dict:
-        """Invoke an action and return raw dict response.
-
-        Args:
-            action: The action/job endpoint name.
-            **config: Configuration parameters sent as JSON body.
-
-        Returns:
-            Raw response dict.
-        """
-        response = await self.client.post(f"/{action}", json=config)
+    async def __call__(self, **_kwargs) -> dict:
+        response = await self.client.post(f"/{self.action}", json=self.kwargs)
         response.raise_for_status()
         return response.json()
 
-    async def health_check(self) -> bool:
-        """Check if the service is healthy.
-
-        Returns:
-            True if healthy, False otherwise.
-        """
-        try:
-            response = await self.client.get("/health")
-            return response.status_code == 200
-        except Exception:
-            return False
-
-    async def close(self) -> None:
-        """Close the underlying HTTP client."""
-        if self._client is not None:
-            await self._client.aclose()
-            self._client = None
\ No newline at end of file
+    async def _close(self) -> None:
+        if self.client is not None:
+            await self.client.aclose()
+            self.client = None
diff --git a/reme_cli/component/client/reme_client.py b/reme_cli/component/client/reme_client.py
deleted file mode 100644
index cad040cb..00000000
--- a/reme_cli/component/client/reme_client.py
+++ /dev/null
@@ -1,102 +0,0 @@
-"""ReMe client for easy interaction with ReMe HTTP service."""
-
-import os
-from typing import Any
-
-from .http_client import HttpClient
-from .base_client import BaseClient
-from ...schema import Response
-
-# Import the environment variable name from http_service
-REME_PORT_ENV = "REME_PORT"
-DEFAULT_PORT = 8000
-DEFAULT_HOST = "127.0.0.1"
-
-
-class ReMeClient(BaseClient):
-    """High-level client for ReMe HTTP service.
-
-    Automatically reads port from environment variable REME_PORT if set.
-    Provides a simple interface to call actions with config parameters.
-    """
-
-    def __init__(
-        self,
-        host: str = DEFAULT_HOST,
-        port: int | None = None,
-        timeout: float = 30.0,
-        **kwargs
-    ):
-        """Initialize the ReMe client.
-
-        Args:
-            host: Host address of the ReMe service.
-            port: Port number. If None, reads from REME_PORT env var,
-                  or falls back to 8000.
-            timeout: Request timeout in seconds.
-            **kwargs: Additional arguments passed to HttpClient.
-        """
-        if port is None:
-            port_str = os.environ.get(REME_PORT_ENV)
-            port = int(port_str) if port_str else DEFAULT_PORT
-
-        self._http_client = HttpClient(
-            base_url=f"http://{host}:{port}",
-            timeout=timeout,
-            **kwargs
-        )
-
-    @property
-    def http_client(self) -> HttpClient:
-        """Get the underlying HTTP client."""
-        return self._http_client
-
-    async def invoke(self, action: str, **config: Any) -> Response:
-        """Invoke an action with the given configuration.
-
-        Args:
-            action: The action/job endpoint name.
-            **config: Configuration parameters passed as POST body.
-
-        Returns:
-            Response from the invoked action.
-        """
-        return await self._http_client.invoke(action, **config)
-
-    async def call(self, action: str, **config: Any) -> Response:
-        """Alias for invoke method for more natural usage.
-
-        Args:
-            action: The action/job endpoint name.
-            **config: Configuration parameters passed as POST body.
-
-        Returns:
-            Response from the invoked action.
-        """
-        return await self.invoke(action, **config)
-
-    async def health_check(self) -> bool:
-        """Check if the ReMe service is healthy.
-
-        Returns:
-            True if healthy, False otherwise.
-        """
-        return await self._http_client.health_check()
-
-    async def close(self) -> None:
-        """Close the underlying HTTP client."""
-        await self._http_client.close()
-
-
-def get_client(host: str = DEFAULT_HOST, port: int | None = None, **kwargs) -> ReMeClient:
-    """Factory function to create a ReMeClient.
-
-    Args:
-        host: Host address of the ReMe service.
-        port: Port number. If None, reads from REME_PORT env var.
-        **kwargs: Additional arguments passed to ReMeClient.
-
-    Returns:
-        A configured ReMeClient instance.
-    """
-    return ReMeClient(host=host, port=port, **kwargs)
\ No newline at end of file
diff --git a/reme_cli/component/component_registry.py b/reme_cli/component/component_registry.py
index 1383706b..00212193 100644
--- a/reme_cli/component/component_registry.py
+++ b/reme_cli/component/component_registry.py
@@ -13,7 +13,6 @@ from .base_component import BaseComponent
 from ..enumeration import ComponentEnum
 from ..utils import get_logger
 
-logger = get_logger()
 T = TypeVar("T", bound=BaseComponent)
 
 
@@ -22,6 +21,7 @@ class ComponentRegistry:
 
     def __init__(self) -> None:
         self._registry: dict[ComponentEnum, dict[str, type[BaseComponent]]] = {}
+        self.logger = get_logger()
 
     def _do_register(self, cls: type[T], name: str) -> type[T]:
         if not hasattr(cls, 'component_type'):
@@ -31,7 +31,7 @@ class ComponentRegistry:
 
         component_type = cls.component_type
         if name in self._registry[component_type]:
-            logger.warning(f"Component '{name}' already registered for {component_type}, overwriting")
+            self.logger.warning(f"Component '{name}' already registered for {component_type}, overwriting")
 
         self._registry[component_type][name] = cls
         return cls
diff --git a/reme_cli/component/embedding/base_embedding_model.py b/reme_cli/component/embedding/base_embedding_model.py
index 1eec581b..a6bc4402 100644
--- a/reme_cli/component/embedding/base_embedding_model.py
+++ b/reme_cli/component/embedding/base_embedding_model.py
@@ -9,6 +9,7 @@ from collections import OrderedDict
 from pathlib import Path
 
 from ..base_component import BaseComponent
+from ...enumeration import ComponentEnum
 from ...schema import BaseNode
 
 
@@ -21,6 +22,7 @@ class BaseEmbeddingModel(BaseComponent):
         - Retry logic with exponential backoff
         - Batch embedding support
     """
+    component_type = ComponentEnum.EMBEDDING_MODEL
 
     def __init__(
             self,
diff --git a/reme_cli/component/file_store/base_file_store.py b/reme_cli/component/file_store/base_file_store.py
index b4bbad57..a7b3f617 100644
--- a/reme_cli/component/file_store/base_file_store.py
+++ b/reme_cli/component/file_store/base_file_store.py
@@ -16,6 +16,7 @@ class BaseFileStore(BaseComponent):
     Provides embedding resolution, validation, and safe embedding retrieval
     with automatic fallback on failure.
     """
+    component_type = ComponentEnum.FILE_STORE
 
     def __init__(
             self,
diff --git a/reme_cli/component/file_store/local_file_store.py b/reme_cli/component/file_store/local_file_store.py
index 480a56bf..2d2fba1b 100644
--- a/reme_cli/component/file_store/local_file_store.py
+++ b/reme_cli/component/file_store/local_file_store.py
@@ -6,10 +6,12 @@ from pathlib import Path
 import numpy as np
 
 from .base_file_store import BaseFileStore
+from ..component_registry import R
 from ...schema import FileChunk, FileMetadata
 from ...utils import batch_cosine_similarity
 
 
+@R.register("local")
 class LocalFileStore(BaseFileStore):
     """In-memory file storage with JSONL disk persistence.
 
diff --git a/reme_cli/component/file_watcher/md_file_watcher.py b/reme_cli/component/file_watcher/md_file_watcher.py
index 0eb11f6e..43b01221 100644
--- a/reme_cli/component/file_watcher/md_file_watcher.py
+++ b/reme_cli/component/file_watcher/md_file_watcher.py
@@ -6,10 +6,12 @@ from pathlib import Path
 from watchfiles import Change
 
 from .base_file_watcher import BaseFileWatcher
+from ..component_registry import R
 from ...schema import FileMetadata
 from ...utils import hash_text, chunk_markdown
 
 
+@R.register("md")
 class MdFileWatcher(BaseFileWatcher):
     """Markdown file watcher that syncs .md files to memory store."""
 
diff --git a/reme_cli/component/job/base_job.py b/reme_cli/component/job/base_job.py
index 08c56e09..af6aff9f 100644
--- a/reme_cli/component/job/base_job.py
+++ b/reme_cli/component/job/base_job.py
@@ -7,6 +7,7 @@ from ...enumeration import ComponentEnum
 from ...schema import Response, ComponentConfig
 
 
+@R.register("base")
 class BaseJob(BaseComponent):
     """Base job that executes a sequence of steps.
 
@@ -14,6 +15,7 @@ class BaseJob(BaseComponent):
     through each step. Steps are configured via ComponentConfig and instantiated
     lazily when the job starts.
     """
+    component_type = ComponentEnum.JOB
 
     def __init__(
             self,
diff --git a/reme_cli/component/job/stream_job.py b/reme_cli/component/job/stream_job.py
index ab4aaa5b..ae362310 100644
--- a/reme_cli/component/job/stream_job.py
+++ b/reme_cli/component/job/stream_job.py
@@ -3,10 +3,12 @@
 import asyncio
 
 from .base_job import BaseJob
+from ..component_registry import R
 from ..runtime_context import RuntimeContext
 from ...enumeration import ChunkEnum
 
 
+@R.register("stream")
 class StreamJob(BaseJob):
     """Job that streams execution results in real-time.
 
diff --git a/reme_cli/component/service/base_service.py b/reme_cli/component/service/base_service.py
index caae3a04..ff669547 100644
--- a/reme_cli/component/service/base_service.py
+++ b/reme_cli/component/service/base_service.py
@@ -4,6 +4,7 @@ from abc import abstractmethod
 
 from ..base_component import BaseComponent
 from ..job.base_job import BaseJob
+from ...enumeration import ComponentEnum
 
 
 class BaseService(BaseComponent):
@@ -12,6 +13,7 @@ class BaseService(BaseComponent):
     Services provide different ways to invoke jobs (HTTP, CLI, MCP, etc.).
     Subclasses must implement add_job to register jobs with the service.
     """
+    component_type = ComponentEnum.SERVICE
 
     from ...application import Application
 
diff --git a/reme_cli/component/service/http_service.py b/reme_cli/component/service/http_service.py
index 0c804675..ebffd595 100644
--- a/reme_cli/component/service/http_service.py
+++ b/reme_cli/component/service/http_service.py
@@ -1,10 +1,10 @@
 """HTTP service implementation using FastAPI and uvicorn."""
 
 import asyncio
+import json
 import os
 from collections.abc import AsyncGenerator
 from contextlib import asynccontextmanager
-from typing import TYPE_CHECKING
 
 import uvicorn
 from fastapi import FastAPI
@@ -12,25 +12,23 @@ from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import StreamingResponse
 
 from .base_service import BaseService
+from ..component_registry import R
 from ..job import BaseJob, StreamJob
+from ...constants import REME_DEFAULT_HOST, REME_DEFAULT_PORT, REME_SERVICE_INFO
 from ...schema import Request, Response
 from ...utils import execute_stream_task
 
-# Environment variable name for ReMe port
-REME_PORT_ENV = "REME_PORT"
-
-if TYPE_CHECKING:
-    from ...application import Application
-
 
+@R.register("http")
 class HttpService(BaseService):
     """HTTP service that exposes jobs as REST endpoints.
 
     Regular jobs return JSON responses, while StreamJobs return
     server-sent events (SSE) for real-time streaming.
     """
+    from ...application import Application
 
-    def __init__(self, host: str = "0.0.0.0", port: int = 8000, **kwargs):
+    def __init__(self, host: str = REME_DEFAULT_HOST, port: int = REME_DEFAULT_PORT, **kwargs):
         """Initialize the HTTP service.
 
         Args:
@@ -59,7 +57,7 @@ class HttpService(BaseService):
         )(execute_endpoint)
 
     def _add_stream_job(self, job: StreamJob) -> None:
-        """Register a stream job as a SSE endpoint.
+        """Register a stream job as an SSE endpoint.
 
         Args:
             job: The stream job to register.
@@ -78,6 +76,7 @@ class HttpService(BaseService):
                         task_name=job.name,
                         output_format="bytes",
                 ):
+                    assert isinstance(chunk, bytes)
                     yield chunk
 
             return StreamingResponse(generate_stream(), media_type="text/event-stream")
@@ -107,6 +106,12 @@ class HttpService(BaseService):
         @asynccontextmanager
         async def lifespan(_: FastAPI):
             await app.start()
+            service_info = json.dumps({
+                "host": self.host,
+                "port": self.port,
+            })
+            os.environ[REME_SERVICE_INFO] = service_info
+            self.logger.info(f"ReMe Service started: {REME_SERVICE_INFO}={service_info}")
             yield
             await app.close()
 
@@ -119,7 +124,7 @@ class HttpService(BaseService):
             allow_methods=["*"],
             allow_headers=["*"],
         )
-        self.service.get("/health")(lambda: {"status": "healthy"})
+        self.service.post("/health")(lambda: {"status": "healthy"})
 
     def start_service(self, app: "Application") -> None:
         """Start the HTTP server.
@@ -127,6 +132,4 @@ class HttpService(BaseService):
         Args:
             app: The application instance.
         """
-        os.environ[REME_PORT_ENV] = str(self.port)
-        self.logger.info(f"Setting {REME_PORT_ENV}={self.port}")
         uvicorn.run(self.service, host=self.host, port=self.port, **self.kwargs)
diff --git a/reme_cli/constants.py b/reme_cli/constants.py
new file mode 100644
index 00000000..fce66e64
--- /dev/null
+++ b/reme_cli/constants.py
@@ -0,0 +1,7 @@
+"""Constants"""
+
+REME_SERVICE_INFO = "REME_SERVICE_INFO"
+
+REME_DEFAULT_HOST = "127.0.0.1"
+
+REME_DEFAULT_PORT = 2333
diff --git a/reme_cli/enumeration/component_enum.py b/reme_cli/enumeration/component_enum.py
index 49ee5b4a..bce70d7b 100644
--- a/reme_cli/enumeration/component_enum.py
+++ b/reme_cli/enumeration/component_enum.py
@@ -28,6 +28,8 @@ class ComponentEnum(str, Enum):
 
     SERVICE = "service"
 
+    CLIENT = "client"
+
     STEP = "step"
 
     JOB = "job"
diff --git a/reme_cli/reme.py b/reme_cli/reme.py
index e624392d..b0647437 100644
--- a/reme_cli/reme.py
+++ b/reme_cli/reme.py
@@ -1,15 +1,59 @@
+import asyncio
 import sys
 
+from agentscope.formatter import FormatterBase
+from agentscope.message import Msg
+from agentscope.model import ChatModelBase
+from agentscope.token import TokenCounterBase
+from agentscope.tool import Toolkit, ToolResponse
+
 from .application import Application
+from .component import R
 from .config import parse_args
+from .enumeration import ComponentEnum
 
 
 class ReMe(Application):
-    ...
 
+    async def summary_memory(
+            self,
+            messages: list[Msg],
+            as_llm: str | ChatModelBase = "default",
+            as_llm_formatter: str | FormatterBase = "default",
+            as_token_counter: str | TokenCounterBase = "default",
+            toolkit: Toolkit | None = None,
+            language: str = "zh",
+            max_input_length: float = 128 * 1024,
+            compact_ratio: float = 0.7,
+            timezone: str | None = None,
+            add_thinking_block: bool = True,
+    ) -> str:
+        ...
 
-class ReMeClient:
-    ...
+    async def memory_search(self, query: str, max_results: int = 5, min_score: float = 0.1) -> ToolResponse:
+        ...
+
+    async def dream(
+            self,
+            as_llm: str | ChatModelBase = "default",
+            as_llm_formatter: str | FormatterBase = "default",
+            as_token_counter: str | TokenCounterBase = "default",
+            toolkit: Toolkit | None = None,
+            language: str = "zh",
+            timezone: str | None = None,
+    ) -> str:
+        ...
+
+    async def proactive(
+            self,
+            as_llm: str | ChatModelBase = "default",
+            as_llm_formatter: str | FormatterBase = "default",
+            as_token_counter: str | TokenCounterBase = "default",
+            toolkit: Toolkit | None = None,
+            language: str = "zh",
+            timezone: str | None = None,
+    ) -> str:
+        ...
 
 
 def main():
@@ -19,8 +63,10 @@ def main():
         reme.run_app()
 
     else:
-        ...
-        """Main entry point for running ReMe from command line."""
+        backend: str = config.pop("backend", "http")
+        client_cls = R.get(ComponentEnum.CLIENT, backend)
+        client = client_cls(action=action, **config)
+        asyncio.run(client())
 
 
 if __name__ == "__main__":
diff --git a/reme_cli/utils/common_utils.py b/reme_cli/utils/common_utils.py
index 5b138553..d2319f2b 100644
--- a/reme_cli/utils/common_utils.py
+++ b/reme_cli/utils/common_utils.py
@@ -6,13 +6,27 @@ stream processing for task execution.
 
 import asyncio
 import hashlib
-from typing import AsyncGenerator, Literal
+from collections.abc import AsyncGenerator, Coroutine
+from typing import Any, Literal
 
 from .logger_utils import get_logger
 from ..enumeration import ChunkEnum
 from ..schema import StreamChunk
 
-logger = get_logger()
+
+def run_coro_safely(coro: Coroutine[Any, Any, Any]) -> Any | asyncio.Task[Any]:
+    """Run a coroutine in the current event loop or a new one if none exists."""
+    try:
+        # Attempt to retrieve the event loop associated with the current thread
+        loop = asyncio.get_running_loop()
+
+    except RuntimeError:
+        # Start a new event loop to run the coroutine to completion
+        return asyncio.run(coro)
+
+    else:
+        # Schedule the coroutine as a background task in the active loop
+        return loop.create_task(coro)
 
 
 def hash_text(text: str, encoding: str = "utf-8") -> str:
@@ -68,6 +82,7 @@ async def execute_stream_task(
     Raises:
         Exception: Re-raises any exception from the background task.
     """
+    logger = get_logger()
     try:
         while True:
             # Wait for next chunk or check if task failed