diff --git a/agent/component/agent_with_tools.py b/agent/component/agent_with_tools.py
index a27504139..906a9eca3 100644
--- a/agent/component/agent_with_tools.py
+++ b/agent/component/agent_with_tools.py
@@ -30,7 +30,7 @@ from api.db.services.mcp_server_service import MCPServerService
 from common.connection_utils import timeout
 from rag.prompts.generator import next_step, COMPLETE_TASK, analyze_task, \
     citation_prompt, reflect, rank_memories, kb_prompt, citation_plus, full_question, message_fit_in
-from rag.utils.mcp_tool_call_conn import MCPToolCallSession, mcp_tool_metadata_to_openai_tool
+from common.mcp_tool_call_conn import MCPToolCallSession, mcp_tool_metadata_to_openai_tool
 from agent.component.llm import LLMParam, LLM
 
 
diff --git a/agent/tools/base.py b/agent/tools/base.py
index a3d569694..791242d59 100644
--- a/agent/tools/base.py
+++ b/agent/tools/base.py
@@ -21,9 +21,8 @@ from functools import partial
 from typing import TypedDict, List, Any
 from agent.component.base import ComponentParamBase, ComponentBase
 from common.misc_utils import hash_str2int
-from rag.llm.chat_model import ToolCallSession
 from rag.prompts.generator import kb_prompt
-from rag.utils.mcp_tool_call_conn import MCPToolCallSession
+from common.mcp_tool_call_conn import MCPToolCallSession, ToolCallSession
 from timeit import default_timer as timer
 
 
diff --git a/api/apps/mcp_server_app.py b/api/apps/mcp_server_app.py
index 66d447491..a8ac2aef1 100644
--- a/api/apps/mcp_server_app.py
+++ b/api/apps/mcp_server_app.py
@@ -25,7 +25,7 @@ from common.misc_utils import get_uuid
 from api.utils.api_utils import get_data_error_result, get_json_result, server_error_response, validate_request, \
     get_mcp_tools
 from api.utils.web_utils import get_float, safe_json_parse
-from rag.utils.mcp_tool_call_conn import MCPToolCallSession, close_multiple_mcp_toolcall_sessions
+from common.mcp_tool_call_conn import MCPToolCallSession, close_multiple_mcp_toolcall_sessions
 
 
 @manager.route("/list", methods=["POST"])  # noqa: F821
diff --git a/api/apps/sdk/agents.py b/api/apps/sdk/agents.py
index 208b7a1be..14ea97fb6 100644
--- a/api/apps/sdk/agents.py
+++ b/api/apps/sdk/agents.py
@@ -41,12 +41,12 @@ def list_agents(tenant_id):
             return get_error_data_result("The agent doesn't exist.")
     page_number = int(request.args.get("page", 1))
     items_per_page = int(request.args.get("page_size", 30))
-    orderby = request.args.get("orderby", "update_time")
+    order_by = request.args.get("orderby", "update_time")
     if request.args.get("desc") == "False" or request.args.get("desc") == "false":
         desc = False
     else:
         desc = True
-    canvas = UserCanvasService.get_list(tenant_id, page_number, items_per_page, orderby, desc, id, title)
+    canvas = UserCanvasService.get_list(tenant_id, page_number, items_per_page, order_by, desc, id, title)
     return get_result(data=canvas)
 
 
diff --git a/api/ragflow_server.py b/api/ragflow_server.py
index 868e054ae..c340255e7 100644
--- a/api/ragflow_server.py
+++ b/api/ragflow_server.py
@@ -41,7 +41,7 @@ from api.db.db_models import init_database_tables as init_web_db
 from api.db.init_data import init_web_data
 from common.versions import get_ragflow_version
 from common.config_utils import show_configs
-from rag.utils.mcp_tool_call_conn import shutdown_all_mcp_sessions
+from common.mcp_tool_call_conn import shutdown_all_mcp_sessions
 from rag.utils.redis_conn import RedisDistributedLock
 
 stop_event = threading.Event()
diff --git a/api/utils/api_utils.py b/api/utils/api_utils.py
index 4cace9eca..1bd3f3e3c 100644
--- a/api/utils/api_utils.py
+++ b/api/utils/api_utils.py
@@ -37,7 +37,7 @@ from peewee import OperationalError
 from common.constants import ActiveEnum
 from api.db.db_models import APIToken
 from api.utils.json_encode import CustomJSONEncoder
-from rag.utils.mcp_tool_call_conn import MCPToolCallSession, close_multiple_mcp_toolcall_sessions
+from common.mcp_tool_call_conn import MCPToolCallSession, close_multiple_mcp_toolcall_sessions
 from api.db.services.tenant_llm_service import LLMFactoriesService
 from common.connection_utils import timeout
 from common.constants import RetCode
diff --git a/common/data_source/interfaces.py b/common/data_source/interfaces.py
index 9c5f00141..5e5d3aa2e 100644
--- a/common/data_source/interfaces.py
+++ b/common/data_source/interfaces.py
@@ -69,7 +69,7 @@ class SlimConnectorWithPermSync(ABC):
 
 
 class CheckpointedConnectorWithPermSync(ABC):
-    """Checkpointed connector interface (with permission sync)"""
+    """Checkpoint connector interface (with permission sync)"""
 
     @abstractmethod
     def load_from_checkpoint(
@@ -143,7 +143,7 @@ class CredentialsProviderInterface(abc.ABC, Generic[T]):
 
     @abc.abstractmethod
     def is_dynamic(self) -> bool:
-        """If dynamic, the credentials may change during usage ... maening the client
+        """If dynamic, the credentials may change during usage ... meaning the client
         needs to use the locking features of the credentials provider to operate
         correctly.
 
diff --git a/rag/utils/mcp_tool_call_conn.py b/common/mcp_tool_call_conn.py
similarity index 94%
rename from rag/utils/mcp_tool_call_conn.py
rename to common/mcp_tool_call_conn.py
index 2093f7bc8..b19f063e1 100644
--- a/rag/utils/mcp_tool_call_conn.py
+++ b/common/mcp_tool_call_conn.py
@@ -21,7 +21,7 @@ import weakref
 from concurrent.futures import ThreadPoolExecutor
 from concurrent.futures import TimeoutError as FuturesTimeoutError
 from string import Template
-from typing import Any, Literal
+from typing import Any, Literal, Protocol
 
 from typing_extensions import override
 
@@ -30,12 +30,15 @@ from mcp.client.session import ClientSession
 from mcp.client.sse import sse_client
 from mcp.client.streamable_http import streamablehttp_client
 from mcp.types import CallToolResult, ListToolsResult, TextContent, Tool
-from rag.llm.chat_model import ToolCallSession
 
 MCPTaskType = Literal["list_tools", "tool_call"]
 MCPTask = tuple[MCPTaskType, dict[str, Any], asyncio.Queue[Any]]
 
 
+class ToolCallSession(Protocol):
+    def tool_call(self, name: str, arguments: dict[str, Any]) -> str: ...
+
+
 class MCPToolCallSession(ToolCallSession):
     _ALL_INSTANCES: weakref.WeakSet["MCPToolCallSession"] = weakref.WeakSet()
 
@@ -106,7 +109,8 @@ class MCPToolCallSession(ToolCallSession):
                 await self._process_mcp_tasks(None, msg)
 
         else:
-            await self._process_mcp_tasks(None, f"Unsupported MCP server type: {self._mcp_server.server_type}, id: {self._mcp_server.id}")
+            await self._process_mcp_tasks(None,
+                                          f"Unsupported MCP server type: {self._mcp_server.server_type}, id: {self._mcp_server.id}")
 
     async def _process_mcp_tasks(self, client_session: ClientSession | None, error_message: str | None = None) -> None:
         while not self._close:
@@ -164,7 +168,8 @@ class MCPToolCallSession(ToolCallSession):
             raise
 
     async def _call_mcp_tool(self, name: str, arguments: dict[str, Any], timeout: float | int = 10) -> str:
-        result: CallToolResult = await self._call_mcp_server("tool_call", name=name, arguments=arguments, timeout=timeout)
+        result: CallToolResult = await self._call_mcp_server("tool_call", name=name, arguments=arguments,
+                                                             timeout=timeout)
 
         if result.isError:
             return f"MCP server error: {result.content}"
@@ -283,7 +288,8 @@ def close_multiple_mcp_toolcall_sessions(sessions: list[MCPToolCallSession]) ->
     except Exception:
         logging.exception("Exception during MCP session cleanup thread management")
 
-    logging.info(f"{len(sessions)} MCP sessions has been cleaned up. {len(list(MCPToolCallSession._ALL_INSTANCES))} in global context.")
+    logging.info(
+        f"{len(sessions)} MCP sessions has been cleaned up. {len(list(MCPToolCallSession._ALL_INSTANCES))} in global context.")
 
 
 def shutdown_all_mcp_sessions():
@@ -298,7 +304,7 @@ def shutdown_all_mcp_sessions():
     logging.info("All MCPToolCallSession instances have been closed.")
 
 
-def mcp_tool_metadata_to_openai_tool(mcp_tool: Tool|dict) -> dict[str, Any]:
+def mcp_tool_metadata_to_openai_tool(mcp_tool: Tool | dict) -> dict[str, Any]:
     if isinstance(mcp_tool, dict):
         return {
             "type": "function",
diff --git a/rag/llm/chat_model.py b/rag/llm/chat_model.py
index 17ddbc138..c9e3b29f7 100644
--- a/rag/llm/chat_model.py
+++ b/rag/llm/chat_model.py
@@ -22,7 +22,6 @@ import re
 import time
 from abc import ABC
 from copy import deepcopy
-from typing import Any, Protocol
 from urllib.parse import urljoin
 
 import json_repair
@@ -65,10 +64,6 @@ LENGTH_NOTIFICATION_CN = "······\n由于大模型的上下文窗口大小
 LENGTH_NOTIFICATION_EN = "...\nThe answer is truncated by your chosen LLM due to its limitation on context length."
 
 
-class ToolCallSession(Protocol):
-    def tool_call(self, name: str, arguments: dict[str, Any]) -> str: ...
-
-
 class Base(ABC):
     def __init__(self, key, model_name, base_url, **kwargs):
         timeout = int(os.environ.get("LM_TIMEOUT_SECONDS", 600))
diff --git a/rag/nlp/__init__.py b/rag/nlp/__init__.py
index 80acf1d8f..de7c2ce60 100644
--- a/rag/nlp/__init__.py
+++ b/rag/nlp/__init__.py
@@ -155,13 +155,13 @@ def qbullets_category(sections):
             if re.match(pro, sec) and not not_bullet(sec):
                 hits[i] += 1
                 break
-    maxium = 0
+    maximum = 0
     res = -1
     for i, h in enumerate(hits):
-        if h <= maxium:
+        if h <= maximum:
             continue
         res = i
-        maxium = h
+        maximum = h
     return res, QUESTION_PATTERN[res]
 
 
@@ -222,13 +222,13 @@ def bullets_category(sections):
                 if re.match(p, sec) and not not_bullet(sec):
                     hits[i] += 1
                     break
-    maxium = 0
+    maximum = 0
     res = -1
     for i, h in enumerate(hits):
-        if h <= maxium:
+        if h <= maximum:
             continue
         res = i
-        maxium = h
+        maximum = h
     return res