diff --git a/.cursorrules b/.cursorrules
new file mode 100644
index 00000000..2bd5eadd
--- /dev/null
+++ b/.cursorrules
@@ -0,0 +1,18 @@
+项目基本结构如下:
+
+wox.core                    Go实现的Wox后端,通过websocket与http与wox.ui.flutter通信
+    wox.core/setting        wox.core的设置相关定义
+    wox.core/plugin         wox.core的API定义与实现
+wox.plugin.python           python插件需要引用的类库
+wox.plugin.host.python      python插件的host,通过websocket与wox.core通信,负责加载python插件
+wox.plugin.nodejs           nodejs插件需要引用的类库
+wox.plugin.host.nodejs      nodejs插件的host,通过websocket与wox.core通信,负责加载nodejs插件
+wox.ui.flutter               flutter实现的Wox前端,通过websocket与wox.core通信
+
+所有的插件类库(wox.plugin.python,wox.plugin.nodejs)的定义都必须对齐wox.core的定义, 例如:
+wox.core/plugin/api.go 定义了API接口, 所有的插件类库都必须定义这些接口, 且名称,类型,参数,返回值必须完全一致
+
+
+本项目中所有的python项目都使用如下类库:
+* orjson进行数据序列化, 请参考wox.plugin.python/src/wox_plugin/models/query.py
+* dataclass进行数据模型定义, 请参考wox.plugin.python/src/wox_plugin/models/query.py
diff --git a/.gitignore b/.gitignore
index 58c886ee..b66d4130 100644
--- a/.gitignore
+++ b/.gitignore
@@ -15,4 +15,6 @@ __debug_bin*
 wox.core/log/
 wox.plugin.python/dist/
 wox.plugin.python/wox_plugin.egg-info/
-.venv/
\ No newline at end of file
+.venv/
+.ruff_cache/
+.mypy_cache/
\ No newline at end of file
diff --git a/.vscode/launch.json b/.vscode/launch.json
index 27c6b062..58927fdb 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -9,14 +9,14 @@
             "type": "go",
             "request": "launch",
             "mode": "auto",
-            "program": "${workspaceFolder}/Wox",
+            "program": "${workspaceFolder}/wox.core",
             "env": {
                 "CGO_ENABLED": "1"
             }
         },
         {
             "name": "Run Flutter",
-            "cwd": "Wox.UI.Flutter/wox",
+            "cwd": "${workspaceFolder}/wox.ui.flutter/wox",
             "request": "launch",
             "type": "dart",
             // "flutterMode": "release"
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 52f75b98..710818fe 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,26 +1,4 @@
 {
-    "dart.lineLength": 200,
-    "python.languageServer": "Pylance",
-    "python.analysis.typeCheckingMode": "strict",
-    "python.analysis.diagnosticMode": "workspace",
-    "python.analysis.inlayHints.functionReturnTypes": true,
-    "python.analysis.inlayHints.variableTypes": true,
-    "python.analysis.autoFormatStrings": true,
-    "python.analysis.autoImportCompletions": true,
-    "python.analysis.diagnosticSeverityOverrides": {
-        "reportUnknownMemberType": "error",
-        "reportUnknownVariableType": "error",
-        "reportUnknownArgumentType": "error",
-        "reportUnknownParameterType": "error",
-        "reportMissingTypeStubs": "error",
-        "reportUnknownLambdaType": "error",
-        "reportOptionalCall": "error",
-        "reportOptionalMemberAccess": "error",
-        "reportOptionalSubscript": "error",
-        "reportOptionalIterable": "error",
-        "reportOptionalContextManager": "error",
-        "reportOptionalOperand": "error"
-    },
     "files.exclude": {
         "wox.plugin.host.nodejs": true,
         "wox.plugin.host.python": true,
@@ -28,5 +6,13 @@
         "wox.plugin.python": true,
         "wox.ui.flutter": true,
         "wox.core": true
-    }
-}
\ No newline at end of file
+    },
+    "[python]": {
+        "editor.formatOnSave": true,
+        "editor.codeActionsOnSave": {
+          "source.fixAll": "explicit",
+          "source.organizeImports": "explicit"
+        },
+        "editor.defaultFormatter": "charliermarsh.ruff"
+      },
+}
diff --git a/Wox.code-workspace b/Wox.code-workspace
index ee001d7e..65ffa8f0 100644
--- a/Wox.code-workspace
+++ b/Wox.code-workspace
@@ -30,7 +30,8 @@
 		}
 	],
 	"settings": {
-		"python.languageServer": "Pylance"
+		"python.languageServer": "Default",
+		"makefile.configureOnOpen": false
 	},
 	"extensions": {
 		"recommendations": [
@@ -38,8 +39,8 @@
 			"golang.go",
 			// for python
 			"ms-python.python",
-			"ms-python.vscode-pylance",
-			"ms-python.black-formatter",
+			"charliermarsh.ruff",
+			"ms-python.mypy-type-checker",
 			// for flutter
 			"dart-code.flutter",
 			// for js
diff --git a/wox.core/i18n/manager.go b/wox.core/i18n/manager.go
index f2b61701..6710bc34 100644
--- a/wox.core/i18n/manager.go
+++ b/wox.core/i18n/manager.go
@@ -101,7 +101,6 @@ func (m *Manager) TranslatePlugin(ctx context.Context, key string, pluginDirecto
 
 	jsonPath := path.Join(pluginDirectory, "lang", fmt.Sprintf("%s.json", m.currentLangCode))
 	if _, err := os.Stat(jsonPath); os.IsNotExist(err) {
-		util.GetLogger().Error(ctx, fmt.Sprintf("lang file not found: %s", jsonPath))
 		return key
 	}
 
diff --git a/wox.core/plugin/api.go b/wox.core/plugin/api.go
index fd54f789..6ab5a8f2 100644
--- a/wox.core/plugin/api.go
+++ b/wox.core/plugin/api.go
@@ -9,7 +9,6 @@ import (
 	"wox/ai"
 	"wox/i18n"
 	"wox/setting"
-	"wox/setting/definition"
 	"wox/share"
 	"wox/util"
 
@@ -36,7 +35,7 @@ type API interface {
 	GetSetting(ctx context.Context, key string) string
 	SaveSetting(ctx context.Context, key string, value string, isPlatformSpecific bool)
 	OnSettingChanged(ctx context.Context, callback func(key string, value string))
-	OnGetDynamicSetting(ctx context.Context, callback func(key string) definition.PluginSettingDefinitionItem)
+	OnGetDynamicSetting(ctx context.Context, callback func(key string) string)
 	OnDeepLink(ctx context.Context, callback func(arguments map[string]string))
 	OnUnload(ctx context.Context, callback func())
 	RegisterQueryCommands(ctx context.Context, commands []MetadataCommand)
@@ -148,7 +147,7 @@ func (a *APIImpl) OnSettingChanged(ctx context.Context, callback func(key string
 	a.pluginInstance.SettingChangeCallbacks = append(a.pluginInstance.SettingChangeCallbacks, callback)
 }
 
-func (a *APIImpl) OnGetDynamicSetting(ctx context.Context, callback func(key string) definition.PluginSettingDefinitionItem) {
+func (a *APIImpl) OnGetDynamicSetting(ctx context.Context, callback func(key string) string) {
 	a.pluginInstance.DynamicSettingCallbacks = append(a.pluginInstance.DynamicSettingCallbacks, callback)
 }
 
diff --git a/wox.core/plugin/host/host_nodejs.go b/wox.core/plugin/host/host_nodejs.go
index 8469241f..e4e018d2 100644
--- a/wox.core/plugin/host/host_nodejs.go
+++ b/wox.core/plugin/host/host_nodejs.go
@@ -3,12 +3,13 @@ package host
 import (
 	"context"
 	"fmt"
-	"github.com/Masterminds/semver/v3"
-	"github.com/mitchellh/go-homedir"
 	"path"
 	"strings"
 	"wox/plugin"
 	"wox/util"
+
+	"github.com/Masterminds/semver/v3"
+	"github.com/mitchellh/go-homedir"
 )
 
 func init() {
@@ -29,7 +30,7 @@ func (n *NodejsHost) GetRuntime(ctx context.Context) plugin.Runtime {
 }
 
 func (n *NodejsHost) Start(ctx context.Context) error {
-	return n.websocketHost.StartHost(ctx, n.findNodejsPath(ctx), path.Join(util.GetLocation().GetHostDirectory(), "node-host.js"))
+	return n.websocketHost.StartHost(ctx, n.findNodejsPath(ctx), path.Join(util.GetLocation().GetHostDirectory(), "node-host.js"), nil)
 }
 
 func (n *NodejsHost) findNodejsPath(ctx context.Context) string {
diff --git a/wox.core/plugin/host/host_python.go b/wox.core/plugin/host/host_python.go
index feea3cda..a4749a83 100644
--- a/wox.core/plugin/host/host_python.go
+++ b/wox.core/plugin/host/host_python.go
@@ -30,7 +30,7 @@ func (n *PythonHost) GetRuntime(ctx context.Context) plugin.Runtime {
 }
 
 func (n *PythonHost) Start(ctx context.Context) error {
-	return n.websocketHost.StartHost(ctx, n.findPythonPath(ctx), path.Join(util.GetLocation().GetHostDirectory(), "python-host.pyz"))
+	return n.websocketHost.StartHost(ctx, n.findPythonPath(ctx), path.Join(util.GetLocation().GetHostDirectory(), "python-host.pyz"), []string{"SHIV_ROOT=" + util.GetLocation().GetCacheDirectory()})
 }
 
 func (n *PythonHost) findPythonPath(ctx context.Context) string {
diff --git a/wox.core/plugin/host/host_websocket.go b/wox.core/plugin/host/host_websocket.go
index 68500a58..af4a2817 100644
--- a/wox.core/plugin/host/host_websocket.go
+++ b/wox.core/plugin/host/host_websocket.go
@@ -28,7 +28,7 @@ func (w *WebsocketHost) getHostName(ctx context.Context) string {
 	return fmt.Sprintf("%s Host Impl", w.host.GetRuntime(ctx))
 }
 
-func (w *WebsocketHost) StartHost(ctx context.Context, executablePath string, entry string, executableArgs ...string) error {
+func (w *WebsocketHost) StartHost(ctx context.Context, executablePath string, entry string, envs []string, executableArgs ...string) error {
 	port, portErr := util.GetAvailableTcpPort(ctx)
 	if portErr != nil {
 		return fmt.Errorf("failed to get available port: %w", portErr)
@@ -44,7 +44,7 @@ func (w *WebsocketHost) StartHost(ctx context.Context, executablePath string, en
 	args = append(args, executableArgs...)
 	args = append(args, entry, fmt.Sprintf("%d", port), util.GetLocation().GetLogHostsDirectory(), fmt.Sprintf("%d", os.Getpid()))
 
-	cmd, err := util.ShellRun(executablePath, args...)
+	cmd, err := util.ShellRunWithEnv(executablePath, envs, args...)
 	if err != nil {
 		return fmt.Errorf("failed to start host: %w", err)
 	}
@@ -98,7 +98,7 @@ func (w *WebsocketHost) UnloadPlugin(ctx context.Context, metadata plugin.Metada
 }
 
 func (w *WebsocketHost) invokeMethod(ctx context.Context, metadata plugin.Metadata, method string, params map[string]string) (result any, err error) {
-	if !w.ws.IsConnected() {
+	if w.ws == nil || !w.ws.IsConnected() {
 		return "", fmt.Errorf("host is not connected")
 	}
 
@@ -342,34 +342,45 @@ func (w *WebsocketHost) handleRequestFromPlugin(ctx context.Context, request Jso
 		}
 
 		metadata := pluginInstance.Metadata
-		pluginInstance.API.OnGetDynamicSetting(ctx, func(key string) definition.PluginSettingDefinitionItem {
+		pluginInstance.API.OnGetDynamicSetting(ctx, func(key string) string {
 			result, err := w.invokeMethod(ctx, metadata, "onGetDynamicSetting", map[string]string{
 				"CallbackId": callbackId,
 				"Key":        key,
 			})
 			if err != nil {
 				util.GetLogger().Error(ctx, fmt.Sprintf("[%s] failed to get dynamic setting: %s", request.PluginName, err))
-				return definition.PluginSettingDefinitionItem{
+				settingJson, marshalErr := json.Marshal(definition.PluginSettingDefinitionItem{
 					Type: definition.PluginSettingDefinitionTypeLabel,
 					Value: &definition.PluginSettingValueLabel{
 						Content: fmt.Sprintf("failed to get dynamic setting: %s", err),
 					},
+				})
+				if marshalErr != nil {
+					util.GetLogger().Error(ctx, fmt.Sprintf("[%s] failed to marshal dynamic setting: %s", request.PluginName, marshalErr))
+					return ""
 				}
+				return string(settingJson)
 			}
 
+			// validate the result is a valid definition.PluginSettingDefinitionItem json string
 			var setting definition.PluginSettingDefinitionItem
 			unmarshalErr := json.Unmarshal([]byte(result.(string)), &setting)
 			if unmarshalErr != nil {
 				util.GetLogger().Error(ctx, fmt.Sprintf("[%s] failed to unmarshal dynamic setting: %s", request.PluginName, unmarshalErr))
-				return definition.PluginSettingDefinitionItem{
+				settingJson, marshalErr := json.Marshal(definition.PluginSettingDefinitionItem{
 					Type: definition.PluginSettingDefinitionTypeLabel,
 					Value: &definition.PluginSettingValueLabel{
 						Content: fmt.Sprintf("failed to unmarshal dynamic setting: %s", unmarshalErr),
 					},
+				})
+				if marshalErr != nil {
+					util.GetLogger().Error(ctx, fmt.Sprintf("[%s] failed to marshal dynamic setting: %s", request.PluginName, marshalErr))
+					return ""
 				}
+				return string(settingJson)
 			}
 
-			return setting
+			return result.(string)
 		})
 		w.sendResponseToHost(ctx, request, "")
 	case "OnDeepLink":
diff --git a/wox.core/plugin/instance.go b/wox.core/plugin/instance.go
index 6e02521f..b8dadced 100644
--- a/wox.core/plugin/instance.go
+++ b/wox.core/plugin/instance.go
@@ -3,7 +3,6 @@ package plugin
 import (
 	"context"
 	"wox/setting"
-	"wox/setting/definition"
 )
 
 type Instance struct {
@@ -17,7 +16,7 @@ type Instance struct {
 	Host               Host                   // plugin host to run this plugin
 	Setting            *setting.PluginSetting // setting for this plugin
 
-	DynamicSettingCallbacks []func(key string) definition.PluginSettingDefinitionItem // dynamic setting callbacks
+	DynamicSettingCallbacks []func(key string) string // dynamic setting callbacks
 	SettingChangeCallbacks  []func(key string, value string)
 	DeepLinkCallbacks       []func(arguments map[string]string)
 	UnloadCallbacks         []func()
diff --git a/wox.core/plugin/manager.go b/wox.core/plugin/manager.go
index bd4b0944..d5555488 100644
--- a/wox.core/plugin/manager.go
+++ b/wox.core/plugin/manager.go
@@ -589,7 +589,7 @@ func (m *Manager) PolishResult(ctx context.Context, pluginInstance *Instance, qu
 
 	// store preview for ui invoke later
 	// because preview may contain some heavy data (E.g. image or large text), we will store preview in cache and only send preview to ui when user select the result
-	if result.Preview.PreviewType != "" && result.Preview.PreviewType != WoxPreviewTypeRemote {
+	if result.Preview.PreviewType != "" && result.Preview.PreviewData != "" && result.Preview.PreviewType != WoxPreviewTypeRemote {
 		resultCache.Preview = result.Preview
 		result.Preview = WoxPreview{
 			PreviewType: WoxPreviewTypeRemote,
diff --git a/wox.core/plugin/system/app/app_darwin_test.go b/wox.core/plugin/system/app/app_darwin_test.go
index 34a83cd5..b5b0cf61 100644
--- a/wox.core/plugin/system/app/app_darwin_test.go
+++ b/wox.core/plugin/system/app/app_darwin_test.go
@@ -5,7 +5,6 @@ import (
 	"testing"
 	"wox/ai"
 	"wox/plugin"
-	"wox/setting/definition"
 	"wox/share"
 	"wox/util"
 
@@ -15,7 +14,7 @@ import (
 type emptyAPIImpl struct {
 }
 
-func (e emptyAPIImpl) OnGetDynamicSetting(ctx context.Context, callback func(key string) definition.PluginSettingDefinitionItem) {
+func (e emptyAPIImpl) OnGetDynamicSetting(ctx context.Context, callback func(key string) string) {
 }
 
 func (e emptyAPIImpl) ChangeQuery(ctx context.Context, query share.PlainQuery) {
diff --git a/wox.core/setting/definition/definition.go b/wox.core/setting/definition/definition.go
index 1b45723f..216e7c6d 100644
--- a/wox.core/setting/definition/definition.go
+++ b/wox.core/setting/definition/definition.go
@@ -4,8 +4,9 @@ import (
 	"context"
 	"encoding/json"
 	"errors"
-	"github.com/tidwall/gjson"
 	"wox/util"
+
+	"github.com/tidwall/gjson"
 )
 
 type PluginSettingDefinitionType string
diff --git a/wox.core/ui/http.go b/wox.core/ui/http.go
index 079c2885..032ecdc8 100644
--- a/wox.core/ui/http.go
+++ b/wox.core/ui/http.go
@@ -189,7 +189,13 @@ func convertPluginDto(ctx context.Context, pluginDto dto.PluginDto, pluginInstan
 			if settingDefinition.Type == definition.PluginSettingDefinitionTypeDynamic {
 				replaced := false
 				for _, callback := range pluginInstance.DynamicSettingCallbacks {
-					newSettingDefinition := callback(settingDefinition.Value.GetKey())
+					newSettingDefinitionJson := callback(settingDefinition.Value.GetKey())
+					var newSettingDefinition definition.PluginSettingDefinitionItem
+					unmarshalErr := json.Unmarshal([]byte(newSettingDefinitionJson), &newSettingDefinition)
+					if unmarshalErr != nil {
+						logger.Error(ctx, fmt.Sprintf("failed to unmarshal dynamic setting: %s", unmarshalErr.Error()))
+						continue
+					}
 					if newSettingDefinition.Value != nil && newSettingDefinition.Type != definition.PluginSettingDefinitionTypeDynamic {
 						logger.Debug(ctx, fmt.Sprintf("dynamic setting replaced: %s(%s) -> %s(%s)", settingDefinition.Value.GetKey(), settingDefinition.Type, newSettingDefinition.Value.GetKey(), newSettingDefinition.Type))
 						pluginDto.SettingDefinitions[i] = newSettingDefinition
diff --git a/wox.core/util/location.go b/wox.core/util/location.go
index bb1bcf61..c2fae379 100644
--- a/wox.core/util/location.go
+++ b/wox.core/util/location.go
@@ -2,11 +2,12 @@ package util
 
 import (
 	"fmt"
-	"github.com/mitchellh/go-homedir"
 	"os"
 	"path"
 	"strings"
 	"sync"
+
+	"github.com/mitchellh/go-homedir"
 )
 
 var locationInstance *Location
diff --git a/wox.core/util/open_darwin.go b/wox.core/util/open_darwin.go
index 321f5466..16ea94c7 100644
--- a/wox.core/util/open_darwin.go
+++ b/wox.core/util/open_darwin.go
@@ -2,6 +2,7 @@ package util
 
 import (
 	"fmt"
+	"os"
 	"os/exec"
 )
 
@@ -21,6 +22,23 @@ func ShellRun(name string, arg ...string) (*exec.Cmd, error) {
 	return cmd, nil
 }
 
+func ShellRunWithEnv(name string, envs []string, arg ...string) (*exec.Cmd, error) {
+	if len(envs) == 0 {
+		return ShellRun(name, arg...)
+	}
+
+	cmd := exec.Command(name, arg...)
+	cmd.Stdout = GetLogger().GetWriter()
+	cmd.Stderr = GetLogger().GetWriter()
+	cmd.Env = append(os.Environ(), envs...)
+	cmdErr := cmd.Start()
+	if cmdErr != nil {
+		return nil, cmdErr
+	}
+
+	return cmd, nil
+}
+
 func ShellRunOutput(name string, arg ...string) ([]byte, error) {
 	cmd := exec.Command(name, arg...)
 	output, err := cmd.CombinedOutput()
diff --git a/wox.core/util/websocket_client.go b/wox.core/util/websocket_client.go
index a7105fd0..97b2c666 100644
--- a/wox.core/util/websocket_client.go
+++ b/wox.core/util/websocket_client.go
@@ -3,9 +3,10 @@ package util
 import (
 	"context"
 	"fmt"
-	"github.com/gorilla/websocket"
 	"sync"
 	"time"
+
+	"github.com/gorilla/websocket"
 )
 
 type WebsocketClient struct {
diff --git a/wox.plugin.host.python/.python-version b/wox.plugin.host.python/.python-version
index c8cfe395..7c7a975f 100644
--- a/wox.plugin.host.python/.python-version
+++ b/wox.plugin.host.python/.python-version
@@ -1 +1 @@
-3.10
+3.10
\ No newline at end of file
diff --git a/wox.plugin.host.python/Makefile b/wox.plugin.host.python/Makefile
index 9d48df21..1519c376 100644
--- a/wox.plugin.host.python/Makefile
+++ b/wox.plugin.host.python/Makefile
@@ -7,22 +7,22 @@ help:
 	@echo "  make clean      - Remove build artifacts and cache files"
 	@echo "  make build      - Build Python host"
 	@echo "  make install    - Install development dependencies"
+	@echo "  make lint       - Run linting"
+	@echo "  make format     - Run formatting"
 
 clean:
-	rm -rf python-host.pyz .venv/ __pycache__/ *.pyc python-host/
-	find . -type d -name "__pycache__" -exec rm -rf {} +
-	find . -type f -name "*.pyc" -delete
+	rm -rf python-host.pyz python-host/
 
 install:
 	uv cache clean
 	uv sync --all-extras
 
-build: install clean
-	uv pip freeze > requirements.txt
-	uv pip install -r requirements.txt --target python-host
-	rm requirements.txt
-	cp -r src/wox_plugin_host/*.py python-host/
-	uv run python -m zipapp -p "interpreter" python-host
-	rm -rf python-host
-	mkdir -p $(HOSTS_DIR)
-	mv python-host.pyz $(HOSTS_DIR)/python-host.pyz
\ No newline at end of file
+lint:
+	uv run ruff check src
+	uv run mypy src
+
+format:
+	uv run ruff format src
+
+build: clean install lint format
+	uv run shiv --compressed -c run -o $(HOSTS_DIR)/python-host.pyz .
\ No newline at end of file
diff --git a/wox.plugin.host.python/pyproject.toml b/wox.plugin.host.python/pyproject.toml
index c3136c3c..cfaf831c 100644
--- a/wox.plugin.host.python/pyproject.toml
+++ b/wox.plugin.host.python/pyproject.toml
@@ -4,17 +4,19 @@ version = "0.0.1"
 description = "Python host for Wox plugins"
 readme = "README.md"
 requires-python = ">=3.10"
-license = "MIT"
+license = "GPL-3.0"
 authors = [{ name = "Wox Team", email = "qianlifeng@gmail.com" }]
-dependencies = ["loguru", "websockets", "wox-plugin==0.0.30"]
+dependencies = ["loguru", "websockets", "wox-plugin==0.0.45"]
+
+[project.scripts]
+run = "wox_plugin_host.__main__:run"
 
 [project.optional-dependencies]
-dev = ["black"]
+dev = ["shiv", "ruff", "mypy"]
 
 [build-system]
 requires = ["hatchling"]
 build-backend = "hatchling.build"
 
-[tool.black]
-line-length = 100
-target-version = ["py310"]
+[tool.ruff]
+line-length = 140
diff --git a/wox.plugin.host.python/src/wox_plugin_host/__init__.py b/wox.plugin.host.python/src/wox_plugin_host/__init__.py
index e69de29b..7db6cc0b 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/__init__.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/__init__.py
@@ -0,0 +1,3 @@
+from .__main__ import run
+
+__all__ = ["run"]
diff --git a/wox.plugin.host.python/src/wox_plugin_host/__main__.py b/wox.plugin.host.python/src/wox_plugin_host/__main__.py
index fea06ca6..1154788c 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/__main__.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/__main__.py
@@ -3,11 +3,11 @@ import sys
 import uuid
 import os
 
-import logger
-from host import start_websocket
+from . import logger
+from .host import start_websocket
 
 if len(sys.argv) != 4:
-    print('Usage: python python-host.pyz <port> <logDirectory> <woxPid>')
+    print("Usage: python python-host.pyz <port> <logDirectory> <woxPid>")
     sys.exit(1)
 
 port = int(sys.argv[1])
@@ -18,6 +18,7 @@ trace_id = str(uuid.uuid4())
 host_id = f"python-{uuid.uuid4()}"
 logger.update_log_directory(log_directory)
 
+
 def check_wox_process():
     """Check if Wox process is still alive"""
     try:
@@ -26,6 +27,7 @@ def check_wox_process():
     except OSError:
         return False
 
+
 async def monitor_wox_process():
     """Monitor Wox process and exit if it's not alive"""
     await logger.info(trace_id, "start monitor wox process")
@@ -35,17 +37,21 @@ async def monitor_wox_process():
             sys.exit(1)
         await asyncio.sleep(1)
 
+
 async def main():
     """Main function"""
     # Log startup information
+
     await logger.info(trace_id, "----------------------------------------")
     await logger.info(trace_id, f"start python host: {host_id}")
     await logger.info(trace_id, f"port: {port}")
     await logger.info(trace_id, f"wox pid: {wox_pid}")
-    
+
     # Start tasks
     monitor_task = asyncio.create_task(monitor_wox_process())
     websocket_task = asyncio.create_task(start_websocket(port))
     await asyncio.gather(monitor_task, websocket_task)
 
-asyncio.run(main())
+
+def run():
+    asyncio.run(main())
diff --git a/wox.plugin.host.python/src/wox_plugin_host/constants.py b/wox.plugin.host.python/src/wox_plugin_host/constants.py
index 690fa843..54a77dd0 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/constants.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/constants.py
@@ -2,4 +2,4 @@
 
 PLUGIN_JSONRPC_TYPE_REQUEST = "WOX_JSONRPC_REQUEST"
 PLUGIN_JSONRPC_TYPE_RESPONSE = "WOX_JSONRPC_RESPONSE"
-PLUGIN_JSONRPC_TYPE_SYSTEM_LOG = "WOX_JSONRPC_SYSTEM_LOG"
\ No newline at end of file
+PLUGIN_JSONRPC_TYPE_SYSTEM_LOG = "WOX_JSONRPC_SYSTEM_LOG"
diff --git a/wox.plugin.host.python/src/wox_plugin_host/host.py b/wox.plugin.host.python/src/wox_plugin_host/host.py
index 286b6a49..a1e4a5c7 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/host.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/host.py
@@ -1,19 +1,49 @@
-#!/usr/bin/env python
-
 import asyncio
 import json
 import uuid
-from typing import Dict, Any
 import traceback
-
+from wox_plugin import Context
 import websockets
-import logger
-from wox_plugin import Context, new_context_with_value
-from constants import PLUGIN_JSONRPC_TYPE_REQUEST, PLUGIN_JSONRPC_TYPE_RESPONSE
-from plugin_manager import waiting_for_response
-from jsonrpc import handle_request_from_wox
 
-async def handle_message(ws: websockets.WebSocketServerProtocol, message: str):
+from . import logger
+from .constants import PLUGIN_JSONRPC_TYPE_REQUEST, PLUGIN_JSONRPC_TYPE_RESPONSE
+from .plugin_manager import waiting_for_response
+from .jsonrpc import handle_request_from_wox
+
+
+def _clean_for_serialization(obj):
+    """Remove non-serializable properties from any object recursively"""
+    if obj is None:
+        return obj
+
+    if isinstance(obj, (str, int, float, bool)):
+        return obj
+
+    if isinstance(obj, (list, tuple)):
+        return [_clean_for_serialization(item) for item in obj]
+
+    if isinstance(obj, dict):
+        return {k: _clean_for_serialization(v) for k, v in obj.items()}
+
+    # Handle custom objects
+    if hasattr(obj, "__dict__"):
+        # Create a copy of the object's dict
+        obj_dict = obj.__dict__.copy()
+
+        # Remove callable (methods/functions) and handle nested objects
+        cleaned_dict = {}
+        for k, v in obj_dict.items():
+            if callable(v):
+                continue
+            cleaned_dict[k] = _clean_for_serialization(v)
+
+        return cleaned_dict
+
+    # If we can't handle it, just return None
+    return None
+
+
+async def handle_message(ws: websockets.asyncio.server.ServerConnection, message: str):
     """Handle incoming WebSocket message"""
 
     trace_id = str(uuid.uuid4())
@@ -22,7 +52,7 @@ async def handle_message(ws: websockets.WebSocketServerProtocol, message: str):
         if msg_data.get("TraceId"):
             trace_id = msg_data.get("TraceId")
 
-        ctx = new_context_with_value("traceId", trace_id)
+        ctx = Context.new_with_value("TraceId", trace_id)
 
         if PLUGIN_JSONRPC_TYPE_RESPONSE in message:
             # Handle response from Wox
@@ -37,14 +67,17 @@ async def handle_message(ws: websockets.WebSocketServerProtocol, message: str):
             # Handle request from Wox
             try:
                 result = await handle_request_from_wox(ctx, msg_data, ws)
+                # Clean result for serialization
+                cleaned_result = _clean_for_serialization(result)
+
                 response = {
                     "TraceId": trace_id,
                     "Id": msg_data["Id"],
                     "Method": msg_data["Method"],
                     "Type": PLUGIN_JSONRPC_TYPE_RESPONSE,
-                    "Result": result
+                    "Result": cleaned_result,
                 }
-                await ws.send(json.dumps(response, default=lambda o: '<not serializable>'))
+                await ws.send(json.dumps(response))
             except Exception as e:
                 error_stack = traceback.format_exc()
                 error_response = {
@@ -52,25 +85,29 @@ async def handle_message(ws: websockets.WebSocketServerProtocol, message: str):
                     "Id": msg_data["Id"],
                     "Method": msg_data["Method"],
                     "Type": PLUGIN_JSONRPC_TYPE_RESPONSE,
-                    "Error": str(e)
+                    "Error": str(e),
                 }
                 await logger.error(trace_id, f"handle request failed: {str(e)}\nStack trace:\n{error_stack}")
-                await ws.send(json.dumps(error_response, default=lambda o: '<not serializable>'))
+                await ws.send(json.dumps(error_response))
         else:
             await logger.error(trace_id, f"unknown message type: {message}")
     except Exception as e:
         error_stack = traceback.format_exc()
-        await logger.error(trace_id, f"receive and handle msg error: {message}, err: {str(e)}\nStack trace:\n{error_stack}")
+        await logger.error(
+            trace_id,
+            f"receive and handle msg error: {message}, err: {str(e)}\nStack trace:\n{error_stack}",
+        )
 
-async def handler(websocket: websockets.WebSocketServerProtocol):
+
+async def handler(websocket: websockets.asyncio.server.ServerConnection):
     """WebSocket connection handler"""
     logger.update_websocket(websocket)
-    
+
     try:
         while True:
             try:
                 message = await websocket.recv()
-                asyncio.create_task(handle_message(websocket, message))
+                asyncio.create_task(handle_message(websocket, str(message)))
             except websockets.exceptions.ConnectionClosed:
                 await logger.info(str(uuid.uuid4()), "connection closed")
                 break
@@ -80,8 +117,9 @@ async def handler(websocket: websockets.WebSocketServerProtocol):
     finally:
         logger.update_websocket(None)
 
+
 async def start_websocket(websocket_port: int):
     """Start WebSocket server"""
     await logger.info(str(uuid.uuid4()), "start websocket server")
     async with websockets.serve(handler, "", websocket_port):
-        await asyncio.Future()  # run forever
\ No newline at end of file
+        await asyncio.Future()  # run forever
diff --git a/wox.plugin.host.python/src/wox_plugin_host/jsonrpc.py b/wox.plugin.host.python/src/wox_plugin_host/jsonrpc.py
index ace458a4..c96ce0e0 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/jsonrpc.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/jsonrpc.py
@@ -5,37 +5,27 @@ import sys
 from typing import Any, Dict
 import uuid
 import websockets
-import logger
-from wox_plugin.types import (
+from . import logger
+from wox_plugin import (
     Context,
     Query,
-    QueryType,
-    Selection,
-    QueryEnv,
     RefreshableResult,
-    WoxImage,
-    WoxPreview,
-    ResultTail,
-    ResultAction,
     PluginInitParams,
     ActionContext,
+    Result,
 )
-from plugin_manager import plugin_instances, PluginInstance
-from plugin_api import PluginAPI
+from .plugin_manager import plugin_instances, PluginInstance
+from .plugin_api import PluginAPI
 import traceback
 import asyncio
 
 
-async def handle_request_from_wox(
-    ctx: Context, request: Dict[str, Any], ws: websockets.WebSocketServerProtocol
-) -> Any:
+async def handle_request_from_wox(ctx: Context, request: Dict[str, Any], ws: websockets.asyncio.server.ServerConnection) -> Any:
     """Handle incoming request from Wox"""
     method = request.get("Method")
     plugin_name = request.get("PluginName")
 
-    await logger.info(
-        ctx["Values"]["traceId"], f"invoke <{plugin_name}> method: {method}"
-    )
+    await logger.info(ctx.get_trace_id(), f"invoke <{plugin_name}> method: {method}")
 
     if method == "loadPlugin":
         return await load_plugin(ctx, request)
@@ -50,19 +40,20 @@ async def handle_request_from_wox(
     elif method == "unloadPlugin":
         return await unload_plugin(ctx, request)
     else:
-        await logger.info(ctx["Values"]["traceId"], f"unknown method handler: {method}")
+        await logger.info(ctx.get_trace_id(), f"unknown method handler: {method}")
         raise Exception(f"unknown method handler: {method}")
 
 
 async def load_plugin(ctx: Context, request: Dict[str, Any]) -> None:
     """Load a plugin"""
-    plugin_directory: str = request.get("Params", {}).get("PluginDirectory", "")
-    entry: str = request.get("Params", {}).get("Entry", "")
+    params: Dict[str, str] = request.get("Params", {})
+    plugin_directory: str = params.get("PluginDirectory", "")
+    entry: str = params.get("Entry", "")
     plugin_id: str = request.get("PluginId", "")
     plugin_name: str = request.get("PluginName", "")
 
     await logger.info(
-        ctx["Values"]["traceId"],
+        ctx.get_trace_id(),
         f"<{plugin_name}> load plugin, directory: {plugin_directory}, entry: {entry}",
     )
 
@@ -94,27 +85,23 @@ async def load_plugin(ctx: Context, request: Dict[str, Any]) -> None:
 
         plugin_instances[plugin_id] = PluginInstance(
             plugin=module.plugin,
-            api=None,  # type: ignore , Will be set in init_plugin
+            api=None,
             module_path=full_entry_path,
             actions={},
             refreshes={},
         )
 
-        await logger.info(
-            ctx["Values"]["traceId"], f"<{plugin_name}> load plugin successfully"
-        )
+        await logger.info(ctx.get_trace_id(), f"<{plugin_name}> load plugin successfully")
     except Exception as e:
         error_stack = traceback.format_exc()
         await logger.error(
-            ctx["Values"]["traceId"],
+            ctx.get_trace_id(),
             f"<{plugin_name}> load plugin failed: {str(e)}\nStack trace:\n{error_stack}",
         )
         raise e
 
 
-async def init_plugin(
-    ctx: Context, request: Dict[str, Any], ws: websockets.WebSocketServerProtocol
-) -> None:
+async def init_plugin(ctx: Context, request: Dict[str, Any], ws: websockets.asyncio.server.ServerConnection) -> None:
     """Initialize a plugin"""
     plugin_id = request.get("PluginId", "")
     plugin_name = request.get("PluginName", "")
@@ -126,26 +113,24 @@ async def init_plugin(
         # Create plugin API instance
         api = PluginAPI(ws, plugin_id, plugin_name)
         plugin_instance.api = api
+        params: Dict[str, str] = request.get("Params", {})
+        plugin_directory: str = params.get("PluginDirectory", "")
 
         # Call plugin's init method
-        init_params = PluginInitParams(
-            API=api, PluginDirectory=request.get("Params", {}).get("PluginDirectory")
-        )
+        init_params = PluginInitParams(api=api, plugin_directory=plugin_directory)
         await plugin_instance.plugin.init(ctx, init_params)
 
-        await logger.info(
-            ctx["Values"]["traceId"], f"<{plugin_name}> init plugin successfully"
-        )
+        await logger.info(ctx.get_trace_id(), f"<{plugin_name}> init plugin successfully")
     except Exception as e:
         error_stack = traceback.format_exc()
         await logger.error(
-            ctx["Values"]["traceId"],
+            ctx.get_trace_id(),
             f"<{plugin_name}> init plugin failed: {str(e)}\nStack trace:\n{error_stack}",
         )
         raise e
 
 
-async def query(ctx: Context, request: Dict[str, Any]) -> list[Any]:
+async def query(ctx: Context, request: Dict[str, Any]) -> list[Result]:
     """Handle query request"""
     plugin_id = request.get("PluginId", "")
     plugin_name = request.get("PluginName", "")
@@ -158,50 +143,36 @@ async def query(ctx: Context, request: Dict[str, Any]) -> list[Any]:
         plugin_instance.actions.clear()
         plugin_instance.refreshes.clear()
 
-        params = request.get("Params", {})
-        results = await plugin_instance.plugin.query(
-            ctx,
-            Query(
-                Type=QueryType(params.get("Type")),
-                RawQuery=params.get("RawQuery"),
-                TriggerKeyword=params.get("TriggerKeyword"),
-                Command=params.get("Command"),
-                Search=params.get("Search"),
-                Selection=Selection(**json.loads(params.get("Selection"))),
-                Env=QueryEnv(**json.loads(params.get("Env"))),
-            ),
-        )
+        params: Dict[str, str] = request.get("Params", {})
+        results = await plugin_instance.plugin.query(ctx, Query.from_json(json.dumps(params)))
 
         # Ensure each result has an ID and cache actions and refreshes
         if results:
             for result in results:
-                if not result.Id:
-                    result.Id = str(uuid.uuid4())
-                if result.Actions:
-                    for action in result.Actions:
-                        if not action.Id:
-                            action.Id = str(uuid.uuid4())
-                        # Cache action
-                        plugin_instance.actions[action.Id] = action.Action
+                if not result.id:
+                    result.id = str(uuid.uuid4())
+                if result.actions:
+                    for action in result.actions:
+                        if action.action:
+                            if not action.id:
+                                action.id = str(uuid.uuid4())
+                            # Cache action
+                            plugin_instance.actions[action.id] = action.action
                 # Cache refresh callback if exists
-                if (
-                    result.RefreshInterval
-                    and result.RefreshInterval > 0
-                    and result.OnRefresh
-                ):
-                    plugin_instance.refreshes[result.Id] = result.OnRefresh
+                if result.refresh_interval and result.refresh_interval > 0 and result.on_refresh:
+                    plugin_instance.refreshes[result.id] = result.on_refresh
 
-        return [result.to_dict() for result in results]
+        return results
     except Exception as e:
         error_stack = traceback.format_exc()
         await logger.error(
-            ctx["Values"]["traceId"],
+            ctx.get_trace_id(),
             f"<{plugin_name}> query failed: {str(e)}\nStack trace:\n{error_stack}",
         )
         raise e
 
 
-async def action(ctx: Context, request: Dict[str, Any]) -> Any:
+async def action(ctx: Context, request: Dict[str, Any]) -> None:
     """Handle action request"""
     plugin_id = request.get("PluginId", "")
     plugin_name = request.get("PluginName", "")
@@ -210,29 +181,28 @@ async def action(ctx: Context, request: Dict[str, Any]) -> Any:
         raise Exception(f"plugin not found: {plugin_name}, forget to load plugin?")
 
     try:
-        params = request.get("Params", {})
-        action_id = params.get("ActionId")
-        context_data = params.get("ContextData")
+        params: Dict[str, str] = request.get("Params", {})
+        action_id = params.get("ActionId", "")
+        context_data = params.get("ContextData", "")
 
         # Get action from cache
         action_func = plugin_instance.actions.get(action_id)
         if action_func:
             # Handle both coroutine and regular functions
-            result = action_func(ActionContext(ContextData=context_data))
+            result = action_func(ActionContext(context_data=context_data))
             if asyncio.iscoroutine(result):
                 asyncio.create_task(result)
 
-        return None
     except Exception as e:
         error_stack = traceback.format_exc()
         await logger.error(
-            ctx["Values"]["traceId"],
+            ctx.get_trace_id(),
             f"<{plugin_name}> action failed: {str(e)}\nStack trace:\n{error_stack}",
         )
         raise e
 
 
-async def refresh(ctx: Context, request: Dict[str, Any]) -> Any:
+async def refresh(ctx: Context, request: Dict[str, Any]) -> RefreshableResult:
     """Handle refresh request"""
     plugin_id = request.get("PluginId", "")
     plugin_name = request.get("PluginName", "")
@@ -241,50 +211,37 @@ async def refresh(ctx: Context, request: Dict[str, Any]) -> Any:
         raise Exception(f"plugin not found: {plugin_name}, forget to load plugin?")
 
     try:
-        params = request.get("Params", {})
-        result_id = params.get("ResultId")
-        refreshable_result_dict = json.loads(params.get("RefreshableResult"))
+        params: Dict[str, str] = request.get("Params", {})
+        result_id = params.get("ResultId", "")
+        refreshable_result_dict = json.loads(params.get("RefreshableResult", ""))
 
         # Convert dict to RefreshableResult object
-        refreshable_result = RefreshableResult(
-            Title=refreshable_result_dict.get("Title"),
-            SubTitle=refreshable_result_dict.get("SubTitle", ""),
-            Icon=WoxImage.from_dict(refreshable_result_dict.get("Icon", {})),
-            Preview=WoxPreview.from_dict(refreshable_result_dict.get("Preview", {})),
-            Tails=[
-                ResultTail.from_dict(tail)
-                for tail in refreshable_result_dict.get("Tails", [])
-            ],
-            ContextData=refreshable_result_dict.get("ContextData", ""),
-            RefreshInterval=refreshable_result_dict.get("RefreshInterval", 0),
-            Actions=[
-                ResultAction.from_dict(action)
-                for action in refreshable_result_dict.get("Actions", [])
-            ],
-        )
+        refreshable_result = RefreshableResult.from_json(json.dumps(refreshable_result_dict))
 
         # replace action with cached action
-        for action in refreshable_result.Actions:
-            action.Action = plugin_instance.actions.get(action.Id)
+        for action in refreshable_result.actions:
+            action.action = plugin_instance.actions.get(action.id)
 
         refresh_func = plugin_instance.refreshes.get(result_id)
         if refresh_func:
             refreshed_result = await refresh_func(refreshable_result)
 
             # Cache any new actions from the refreshed result
-            if refreshed_result.Actions:
-                for action in refreshed_result.Actions:
-                    if not action.Id:
-                        action.Id = str(uuid.uuid4())
-                    plugin_instance.actions[action.Id] = action.Action
+            if refreshed_result.actions:
+                for action in refreshed_result.actions:
+                    if not action.id:
+                        action.id = str(uuid.uuid4())
 
-            return refreshed_result.to_dict()
+                    if action.action:
+                        plugin_instance.actions[action.id] = action.action
 
-        return None
+            return refreshed_result
+
+        raise Exception(f"refresh function not found for result id: {result_id}")
     except Exception as e:
         error_stack = traceback.format_exc()
         await logger.error(
-            ctx["Values"]["traceId"],
+            ctx.get_trace_id(),
             f"<{plugin_name}> refresh failed: {str(e)}\nStack trace:\n{error_stack}",
         )
         raise e
@@ -292,8 +249,8 @@ async def refresh(ctx: Context, request: Dict[str, Any]) -> Any:
 
 async def unload_plugin(ctx: Context, request: Dict[str, Any]) -> None:
     """Unload a plugin"""
-    plugin_id = request.get("PluginId")
-    plugin_name = request.get("PluginName")
+    plugin_id = request.get("PluginId", "")
+    plugin_name = request.get("PluginName", "")
     plugin_instance = plugin_instances.get(plugin_id)
     if not plugin_instance:
         raise Exception(f"plugin not found: {plugin_name}, forget to load plugin?")
@@ -307,13 +264,11 @@ async def unload_plugin(ctx: Context, request: Dict[str, Any]) -> None:
         if plugin_dir in sys.path:
             sys.path.remove(plugin_dir)
 
-        await logger.info(
-            ctx["Values"]["traceId"], f"<{plugin_name}> unload plugin successfully"
-        )
+        await logger.info(ctx.get_trace_id(), f"<{plugin_name}> unload plugin successfully")
     except Exception as e:
         error_stack = traceback.format_exc()
         await logger.error(
-            ctx["Values"]["traceId"],
+            ctx.get_trace_id(),
             f"<{plugin_name}> unload plugin failed: {str(e)}\nStack trace:\n{error_stack}",
         )
         raise e
diff --git a/wox.plugin.host.python/src/wox_plugin_host/logger.py b/wox.plugin.host.python/src/wox_plugin_host/logger.py
index 1b435f3f..224a48ad 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/logger.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/logger.py
@@ -1,41 +1,51 @@
 import json
 from typing import Optional
-import websockets
 from loguru import logger
+from websockets.asyncio.server import ServerConnection
 
 PLUGIN_JSONRPC_TYPE_SYSTEM_LOG = "WOX_JSONRPC_SYSTEM_LOG"
-websocket: Optional[websockets.WebSocketServerProtocol] = None
+websocket: Optional[ServerConnection] = None
+
 
 def update_log_directory(log_directory: str):
     """Update the log directory for the logger"""
     logger.remove()
     logger.add(f"{log_directory}/python.log", format="{time} {message}")
 
-def update_websocket(ws: Optional[websockets.WebSocketServerProtocol]):
+
+def update_websocket(ws: Optional[ServerConnection]):
     """Update the websocket connection for logging"""
     global websocket
     websocket = ws
 
+
 async def log(trace_id: str, level: str, msg: str):
     """Log a message to both file and websocket if available"""
     logger.log(level.upper(), f"{trace_id} [{level}] {msg}")
-    
+
     if websocket:
         try:
-            await websocket.send(json.dumps({
-                "Type": PLUGIN_JSONRPC_TYPE_SYSTEM_LOG,
-                "TraceId": trace_id,
-                "Level": level,
-                "Message": msg
-            }))
+            await websocket.send(
+                json.dumps(
+                    {
+                        "Type": PLUGIN_JSONRPC_TYPE_SYSTEM_LOG,
+                        "TraceId": trace_id,
+                        "Level": level,
+                        "Message": msg,
+                    }
+                )
+            )
         except Exception as e:
             logger.error(f"Failed to send log message through websocket: {e}")
 
+
 async def debug(trace_id: str, msg: str):
     await log(trace_id, "debug", msg)
 
+
 async def info(trace_id: str, msg: str):
     await log(trace_id, "info", msg)
 
+
 async def error(trace_id: str, msg: str):
     await log(trace_id, "error", msg)
diff --git a/wox.plugin.host.python/src/wox_plugin_host/plugin_api.py b/wox.plugin.host.python/src/wox_plugin_host/plugin_api.py
index d7da9776..cdf9a2d3 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/plugin_api.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/plugin_api.py
@@ -3,42 +3,35 @@ import json
 import uuid
 from typing import Any, Dict, Callable
 import websockets
-import logger
-from wox_plugin.types import (
+from . import logger
+from wox_plugin import (
     Context,
     PublicAPI,
     ChangeQueryParam,
     MetadataCommand,
-    PluginSettingDefinitionItem,
-    MapString,
     Conversation,
-    ChatStreamFunc,
+    AIModel,
+    ChatStreamCallback,
 )
-from constants import PLUGIN_JSONRPC_TYPE_REQUEST
-from plugin_manager import waiting_for_response
+from .constants import PLUGIN_JSONRPC_TYPE_REQUEST
+from .plugin_manager import waiting_for_response
 
 
 class PluginAPI(PublicAPI):
-    def __init__(
-        self, ws: websockets.WebSocketServerProtocol, plugin_id: str, plugin_name: str
-    ):
+    def __init__(self, ws: websockets.asyncio.server.ServerConnection, plugin_id: str, plugin_name: str):
         self.ws = ws
         self.plugin_id = plugin_id
         self.plugin_name = plugin_name
         self.setting_change_callbacks: Dict[str, Callable[[str, str], None]] = {}
-        self.get_dynamic_setting_callbacks: Dict[
-            str, Callable[[str], PluginSettingDefinitionItem]
-        ] = {}
-        self.deep_link_callbacks: Dict[str, Callable[[MapString], None]] = {}
+        self.get_dynamic_setting_callbacks: Dict[str, Callable[[str], str]] = {}
+        self.deep_link_callbacks: Dict[str, Callable[[Dict[str, str]], None]] = {}
         self.unload_callbacks: Dict[str, Callable[[], None]] = {}
-        self.llm_stream_callbacks: Dict[str, ChatStreamFunc] = {}
+        self.llm_stream_callbacks: Dict[str, ChatStreamCallback] = {}
 
-    async def invoke_method(
-        self, ctx: Context, method: str, params: Dict[str, Any]
-    ) -> Any:
+    async def invoke_method(self, ctx: Context, method: str, params: Dict[str, Any]) -> Any:
         """Invoke a method on Wox"""
         request_id = str(uuid.uuid4())
-        trace_id = ctx["Values"]["traceId"]
+        trace_id = ctx.get_trace_id()
 
         if method != "Log":
             await logger.info(
@@ -71,11 +64,9 @@ class PluginAPI(PublicAPI):
     async def change_query(self, ctx: Context, query: ChangeQueryParam) -> None:
         """Change the query in Wox"""
         params = {
-            "QueryType": query.QueryType,
-            "QueryText": query.QueryText,
-            "QuerySelection": (
-                query.QuerySelection.__dict__ if query.QuerySelection else None
-            ),
+            "QueryType": query.query_type,
+            "QueryText": query.query_text,
+            "QuerySelection": (query.query_selection.__dict__ if query.query_selection else None),
         }
         await self.invoke_method(ctx, "ChangeQuery", params)
 
@@ -105,9 +96,7 @@ class PluginAPI(PublicAPI):
         result = await self.invoke_method(ctx, "GetSetting", {"key": key})
         return str(result) if result is not None else ""
 
-    async def save_setting(
-        self, ctx: Context, key: str, value: str, is_platform_specific: bool
-    ) -> None:
+    async def save_setting(self, ctx: Context, key: str, value: str, is_platform_specific: bool) -> None:
         """Save a setting value"""
         await self.invoke_method(
             ctx,
@@ -115,27 +104,19 @@ class PluginAPI(PublicAPI):
             {"key": key, "value": value, "isPlatformSpecific": is_platform_specific},
         )
 
-    async def on_setting_changed(
-        self, ctx: Context, callback: Callable[[str, str], None]
-    ) -> None:
+    async def on_setting_changed(self, ctx: Context, callback: Callable[[str, str], None]) -> None:
         """Register setting changed callback"""
         callback_id = str(uuid.uuid4())
         self.setting_change_callbacks[callback_id] = callback
         await self.invoke_method(ctx, "OnSettingChanged", {"callbackId": callback_id})
 
-    async def on_get_dynamic_setting(
-        self, ctx: Context, callback: Callable[[str], PluginSettingDefinitionItem]
-    ) -> None:
+    async def on_get_dynamic_setting(self, ctx: Context, callback: Callable[[str], str]) -> None:
         """Register dynamic setting callback"""
         callback_id = str(uuid.uuid4())
         self.get_dynamic_setting_callbacks[callback_id] = callback
-        await self.invoke_method(
-            ctx, "OnGetDynamicSetting", {"callbackId": callback_id}
-        )
+        await self.invoke_method(ctx, "OnGetDynamicSetting", {"callbackId": callback_id})
 
-    async def on_deep_link(
-        self, ctx: Context, callback: Callable[[MapString], None]
-    ) -> None:
+    async def on_deep_link(self, ctx: Context, callback: Callable[[Dict[str, str]], None]) -> None:
         """Register deep link callback"""
         callback_id = str(uuid.uuid4())
         self.deep_link_callbacks[callback_id] = callback
@@ -147,9 +128,7 @@ class PluginAPI(PublicAPI):
         self.unload_callbacks[callback_id] = callback
         await self.invoke_method(ctx, "OnUnload", {"callbackId": callback_id})
 
-    async def register_query_commands(
-        self, ctx: Context, commands: list[MetadataCommand]
-    ) -> None:
+    async def register_query_commands(self, ctx: Context, commands: list[MetadataCommand]) -> None:
         """Register query commands"""
         await self.invoke_method(
             ctx,
@@ -157,8 +136,12 @@ class PluginAPI(PublicAPI):
             {"commands": json.dumps([command.__dict__ for command in commands])},
         )
 
-    async def llm_stream(
-        self, ctx: Context, conversations: list[Conversation], callback: ChatStreamFunc
+    async def ai_chat_stream(
+        self,
+        ctx: Context,
+        model: AIModel,
+        conversations: list[Conversation],
+        callback: ChatStreamCallback,
     ) -> None:
         """Chat using LLM"""
         callback_id = str(uuid.uuid4())
diff --git a/wox.plugin.host.python/src/wox_plugin_host/plugin_manager.py b/wox.plugin.host.python/src/wox_plugin_host/plugin_manager.py
index 13484aba..96621323 100644
--- a/wox.plugin.host.python/src/wox_plugin_host/plugin_manager.py
+++ b/wox.plugin.host.python/src/wox_plugin_host/plugin_manager.py
@@ -1,18 +1,18 @@
-from typing import Dict, TypeVar, Callable
+from typing import Dict, Any, Callable, Optional, Awaitable
 from dataclasses import dataclass
 import asyncio
 from wox_plugin import PublicAPI, Plugin, RefreshableResult, ActionContext
 
+
 @dataclass
 class PluginInstance:
     plugin: Plugin
-    api: PublicAPI
+    api: Optional[PublicAPI]
     module_path: str
-    actions: Dict[str, Callable[[ActionContext], None]]
-    refreshes: Dict[str, Callable[[RefreshableResult], RefreshableResult]]
+    actions: Dict[str, Callable[[ActionContext], Awaitable[None]]]
+    refreshes: Dict[str, Callable[[RefreshableResult], Awaitable[RefreshableResult]]]
 
-T = TypeVar('T')
 
 # Global state with strong typing
 plugin_instances: Dict[str, PluginInstance] = {}
-waiting_for_response: Dict[str, asyncio.Future[T]] = {} 
\ No newline at end of file
+waiting_for_response: Dict[str, asyncio.Future[Any]] = {}
diff --git a/wox.plugin.host.python/uv.lock b/wox.plugin.host.python/uv.lock
index cc0dae30..f12329e1 100644
--- a/wox.plugin.host.python/uv.lock
+++ b/wox.plugin.host.python/uv.lock
@@ -1,49 +1,6 @@
 version = 1
 requires-python = ">=3.10"
 
-[[package]]
-name = "annotated-types"
-version = "0.7.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
-]
-
-[[package]]
-name = "black"
-version = "24.10.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-    { name = "mypy-extensions" },
-    { name = "packaging" },
-    { name = "pathspec" },
-    { name = "platformdirs" },
-    { name = "tomli", marker = "python_full_version < '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/d8/0d/cc2fb42b8c50d80143221515dd7e4766995bd07c56c9a3ed30baf080b6dc/black-24.10.0.tar.gz", hash = "sha256:846ea64c97afe3bc677b761787993be4991810ecc7a4a937816dd6bddedc4875", size = 645813 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a3/f3/465c0eb5cddf7dbbfe1fecd9b875d1dcf51b88923cd2c1d7e9ab95c6336b/black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812", size = 1623211 },
-    { url = "https://files.pythonhosted.org/packages/df/57/b6d2da7d200773fdfcc224ffb87052cf283cec4d7102fab450b4a05996d8/black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea", size = 1457139 },
-    { url = "https://files.pythonhosted.org/packages/6e/c5/9023b7673904a5188f9be81f5e129fff69f51f5515655fbd1d5a4e80a47b/black-24.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:649fff99a20bd06c6f727d2a27f401331dc0cc861fb69cde910fe95b01b5928f", size = 1753774 },
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-]
-
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -78,6 +35,40 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0c/29/0348de65b8cc732daa3e33e67806420b2ae89bdce2b04af740289c5c6c8c/loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c", size = 61595 },
 ]
 
+[[package]]
+name = "mypy"
+version = "1.14.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mypy-extensions" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8c/7b/08046ef9330735f536a09a2e31b00f42bccdb2795dcd979636ba43bb2d63/mypy-1.14.0.tar.gz", hash = "sha256:822dbd184d4a9804df5a7d5335a68cf7662930e70b8c1bc976645d1509f9a9d6", size = 3215684 }
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 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0e/22/a418ccaea3dfaa7f25b03ed9012ae9fa0ca94b2c8fdd7710342862555093/wox_plugin-0.0.30-py3-none-any.whl", hash = "sha256:deea70fce050fc969ed90584d3635fde96ea76e3c562fca0a1a5b83cf634791e", size = 7850 },
+    { url = "https://files.pythonhosted.org/packages/dd/9f/1f0a833675292b77a6fa3276749125ea4100f5caccdd3cb4584e00878ad5/wox_plugin-0.0.45-py3-none-any.whl", hash = "sha256:2ac9d1fd84e73be0c3af6ba5f9b2f551052196543d9d6b60ae2e6b2ddeb3f8f9", size = 10304 },
 ]
 
 [[package]]
@@ -343,13 +272,17 @@ dependencies = [
 
 [package.optional-dependencies]
 dev = [
-    { name = "black" },
+    { name = "mypy" },
+    { name = "ruff" },
+    { name = "shiv" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "black", marker = "extra == 'dev'" },
     { name = "loguru" },
+    { name = "mypy", marker = "extra == 'dev'" },
+    { name = "ruff", marker = "extra == 'dev'" },
+    { name = "shiv", marker = "extra == 'dev'" },
     { name = "websockets" },
-    { name = "wox-plugin", specifier = "==0.0.30" },
+    { name = "wox-plugin", specifier = "==0.0.45" },
 ]
diff --git a/wox.plugin.nodejs/types/index.d.ts b/wox.plugin.nodejs/types/index.d.ts
index 07df4031..5630d00d 100644
--- a/wox.plugin.nodejs/types/index.d.ts
+++ b/wox.plugin.nodejs/types/index.d.ts
@@ -1,264 +1,264 @@
-import {MetadataCommand, PluginSettingDefinitionItem} from "./setting.js"
-import {AI} from "./ai.js"
+import { MetadataCommand, PluginSettingDefinitionItem } from "./setting.js"
+import { AI } from "./ai.js"
 
 export type MapString = { [key: string]: string }
 
 export type Platform = "windows" | "darwin" | "linux"
 
 export interface Plugin {
-    init: (ctx: Context, initParams: PluginInitParams) => Promise<void>
-    query: (ctx: Context, query: Query) => Promise<Result[]>
+  init: (ctx: Context, initParams: PluginInitParams) => Promise<void>
+  query: (ctx: Context, query: Query) => Promise<Result[]>
 }
 
 export interface Selection {
-    Type: "text" | "file"
-    // Only available when Type is text
-    Text: string
-    // Only available when Type is file
-    FilePaths: string[]
+  Type: "text" | "file"
+  // Only available when Type is text
+  Text: string
+  // Only available when Type is file
+  FilePaths: string[]
 }
 
 export interface QueryEnv {
-    /**
-     * Active window title when user query
-     */
-    ActiveWindowTitle: string
+  /**
+   * Active window title when user query
+   */
+  ActiveWindowTitle: string
 
-    /**
-     * Active window pid when user query, 0 if not available
-     */
-    ActiveWindowPid: number
+  /**
+   * Active window pid when user query, 0 if not available
+   */
+  ActiveWindowPid: number
 
-	// active browser url when user query
-	// Only available when active window is browser and https://github.com/Wox-launcher/Wox.Chrome.Extension is installed
-	ActiveBrowserUrl: string
+  // active browser url when user query
+  // Only available when active window is browser and https://github.com/Wox-launcher/Wox.Chrome.Extension is installed
+  ActiveBrowserUrl: string
 }
 
 export interface Query {
-    /**
-     *  By default, Wox will only pass input query to plugin.
-     *  plugin author need to enable MetadataFeatureQuerySelection feature to handle selection query
-     */
-    Type: "input" | "selection"
-    /**
-     * Raw query, this includes trigger keyword if it has
-     * We didn't recommend use this property directly. You should always use Search property.
-     *
-     * NOTE: Only available when query type is input
-     */
-    RawQuery: string
-    /**
-     * Trigger keyword of a query. It can be empty if user is using global trigger keyword.
-     *
-     * NOTE: Only available when query type is input
-     */
-    TriggerKeyword?: string
-    /**
-     * Command part of a query.
-     *
-     * NOTE: Only available when query type is input
-     */
-    Command?: string
-    /**
-     * Search part of a query.
-     *
-     * NOTE: Only available when query type is input
-     */
-    Search: string
+  /**
+   *  By default, Wox will only pass input query to plugin.
+   *  plugin author need to enable MetadataFeatureQuerySelection feature to handle selection query
+   */
+  Type: "input" | "selection"
+  /**
+   * Raw query, this includes trigger keyword if it has
+   * We didn't recommend use this property directly. You should always use Search property.
+   *
+   * NOTE: Only available when query type is input
+   */
+  RawQuery: string
+  /**
+   * Trigger keyword of a query. It can be empty if user is using global trigger keyword.
+   *
+   * NOTE: Only available when query type is input
+   */
+  TriggerKeyword?: string
+  /**
+   * Command part of a query.
+   *
+   * NOTE: Only available when query type is input
+   */
+  Command?: string
+  /**
+   * Search part of a query.
+   *
+   * NOTE: Only available when query type is input
+   */
+  Search: string
 
-    /**
-     * User selected or drag-drop data, can be text or file or image etc
-     *
-     * NOTE: Only available when query type is selection
-     */
-    Selection: Selection
+  /**
+   * User selected or drag-drop data, can be text or file or image etc
+   *
+   * NOTE: Only available when query type is selection
+   */
+  Selection: Selection
 
-    /**
-     * Additional query environment data
-     * expose more context env data to plugin, E.g. plugin A only show result when active window title is "Chrome"
-     */
-    Env: QueryEnv
+  /**
+   * Additional query environment data
+   * expose more context env data to plugin, E.g. plugin A only show result when active window title is "Chrome"
+   */
+  Env: QueryEnv
 
-    /**
-     * Whether current query is global query
-     */
-    IsGlobalQuery(): boolean
+  /**
+   * Whether current query is global query
+   */
+  IsGlobalQuery(): boolean
 }
 
 export interface Result {
-    Id?: string
-    Title: string
-    SubTitle?: string
-    Icon: WoxImage
-    Preview?: WoxPreview
-    Score?: number
-    Group?: string
-    GroupScore?: number
-    Tails?: ResultTail[]
-    ContextData?: string
-    Actions?: ResultAction[]
-    // refresh result after specified interval, in milliseconds. If this value is 0, Wox will not refresh this result
-    // interval can only divisible by 100, if not, Wox will use the nearest number which is divisible by 100
-    // E.g. if you set 123, Wox will use 200, if you set 1234, Wox will use 1300
-    RefreshInterval?: number
-    // refresh result by calling OnRefresh function
-    OnRefresh?: (current: RefreshableResult) => Promise<RefreshableResult>
+  Id?: string
+  Title: string
+  SubTitle?: string
+  Icon: WoxImage
+  Preview?: WoxPreview
+  Score?: number
+  Group?: string
+  GroupScore?: number
+  Tails?: ResultTail[]
+  ContextData?: string
+  Actions?: ResultAction[]
+  // refresh result after specified interval, in milliseconds. If this value is 0, Wox will not refresh this result
+  // interval can only divisible by 100, if not, Wox will use the nearest number which is divisible by 100
+  // E.g. if you set 123, Wox will use 200, if you set 1234, Wox will use 1300
+  RefreshInterval?: number
+  // refresh result by calling OnRefresh function
+  OnRefresh?: (current: RefreshableResult) => Promise<RefreshableResult>
 }
 
 export interface ResultTail {
-    Type: "text" | "image"
-    Text?: string
-    Image?: WoxImage
+  Type: "text" | "image"
+  Text?: string
+  Image?: WoxImage
 }
 
 export interface RefreshableResult {
-    Title: string
-    SubTitle: string
-    Icon: WoxImage
-    Preview: WoxPreview
-    Tails: ResultTail[]
-    ContextData: string
-    RefreshInterval: number
-    Actions: ResultAction[]
+  Title: string
+  SubTitle: string
+  Icon: WoxImage
+  Preview: WoxPreview
+  Tails: ResultTail[]
+  ContextData: string
+  RefreshInterval: number
+  Actions: ResultAction[]
 }
 
 export interface ResultAction {
-    /**
-     * Result id, should be unique. It's optional, if you don't set it, Wox will assign a random id for you
-     */
-    Id?: string
-    Name: string
-    Icon?: WoxImage
-    /**
-     * If true, Wox will use this action as default action. There can be only one default action in results
-     * This can be omitted, if you don't set it, Wox will use the first action as default action
-     */
-    IsDefault?: boolean
-    /**
-     * If true, Wox will not hide after user select this result
-     */
-    PreventHideAfterAction?: boolean
-    Action: (actionContext: ActionContext) => Promise<void>
-    /**
-     * Hotkey to trigger this action. E.g. "ctrl+Shift+Space", "Ctrl+1", "Command+K"
-     * Case insensitive, space insensitive
-     *
-     * If IsDefault is true, Hotkey will be set to enter key by default
-     */
-    Hotkey?: string
+  /**
+   * Result id, should be unique. It's optional, if you don't set it, Wox will assign a random id for you
+   */
+  Id?: string
+  Name: string
+  Icon?: WoxImage
+  /**
+   * If true, Wox will use this action as default action. There can be only one default action in results
+   * This can be omitted, if you don't set it, Wox will use the first action as default action
+   */
+  IsDefault?: boolean
+  /**
+   * If true, Wox will not hide after user select this result
+   */
+  PreventHideAfterAction?: boolean
+  Action: (actionContext: ActionContext) => Promise<void>
+  /**
+   * Hotkey to trigger this action. E.g. "ctrl+Shift+Space", "Ctrl+1", "Command+K"
+   * Case insensitive, space insensitive
+   *
+   * If IsDefault is true, Hotkey will be set to enter key by default
+   */
+  Hotkey?: string
 }
 
 export interface ActionContext {
-    ContextData: string
+  ContextData: string
 }
 
 export interface PluginInitParams {
-    API: PublicAPI
-    PluginDirectory: string
+  API: PublicAPI
+  PluginDirectory: string
 }
 
 export interface ChangeQueryParam {
-    QueryType: "input" | "selection"
-    QueryText?: string
-    QuerySelection?: Selection
+  QueryType: "input" | "selection"
+  QueryText?: string
+  QuerySelection?: Selection
 }
 
 export interface PublicAPI {
-    /**
-     * Change Wox query
-     */
-    ChangeQuery: (ctx: Context, query: ChangeQueryParam) => Promise<void>
+  /**
+   * Change Wox query
+   */
+  ChangeQuery: (ctx: Context, query: ChangeQueryParam) => Promise<void>
 
-    /**
-     * Hide Wox
-     */
-    HideApp: (ctx: Context) => Promise<void>
+  /**
+   * Hide Wox
+   */
+  HideApp: (ctx: Context) => Promise<void>
 
-    /**
-     * Show Wox
-     */
-    ShowApp: (ctx: Context) => Promise<void>
+  /**
+   * Show Wox
+   */
+  ShowApp: (ctx: Context) => Promise<void>
 
-    /**
-     * Notify message
-     */
-    Notify: (ctx: Context, message: string) => Promise<void>
+  /**
+   * Notify message
+   */
+  Notify: (ctx: Context, message: string) => Promise<void>
 
-    /**
-     * Write log
-     */
-    Log: (ctx: Context, level: "Info" | "Error" | "Debug" | "Warning", msg: string) => Promise<void>
+  /**
+   * Write log
+   */
+  Log: (ctx: Context, level: "Info" | "Error" | "Debug" | "Warning", msg: string) => Promise<void>
 
-    /**
-     * Get translation of current language
-     */
-    GetTranslation: (ctx: Context, key: string) => Promise<string>
+  /**
+   * Get translation of current language
+   */
+  GetTranslation: (ctx: Context, key: string) => Promise<string>
 
-    /**
-     * Get customized setting
-     *
-     * will try to get platform specific setting first, if not found, will try to get global setting
-     */
-    GetSetting: (ctx: Context, key: string) => Promise<string>
+  /**
+   * Get customized setting
+   *
+   * will try to get platform specific setting first, if not found, will try to get global setting
+   */
+  GetSetting: (ctx: Context, key: string) => Promise<string>
 
-    /**
-     * Save customized setting
-     *
-     * @isPlatformSpecific If true, setting will be only saved in current platform. If false, setting will be available in all platforms
-     */
-    SaveSetting: (ctx: Context, key: string, value: string, isPlatformSpecific: boolean) => Promise<void>
+  /**
+   * Save customized setting
+   *
+   * @isPlatformSpecific If true, setting will be only saved in current platform. If false, setting will be available in all platforms
+   */
+  SaveSetting: (ctx: Context, key: string, value: string, isPlatformSpecific: boolean) => Promise<void>
 
-    /**
-     * Register setting changed callback
-     */
-    OnSettingChanged: (ctx: Context, callback: (key: string, value: string) => void) => Promise<void>
+  /**
+   * Register setting changed callback
+   */
+  OnSettingChanged: (ctx: Context, callback: (key: string, value: string) => void) => Promise<void>
 
-    /**
-     * Get dynamic setting definition
-     */
-    OnGetDynamicSetting: (ctx: Context, callback: (key: string) => PluginSettingDefinitionItem) => Promise<void>
+  /**
+   * Get dynamic setting definition
+   */
+  OnGetDynamicSetting: (ctx: Context, callback: (key: string) => string) => Promise<void>
 
-    /**
-     * Register deep link callback
-     */
-    OnDeepLink: (ctx: Context, callback: (arguments: MapString) => void) => Promise<void>
+  /**
+   * Register deep link callback
+   */
+  OnDeepLink: (ctx: Context, callback: (arguments: MapString) => void) => Promise<void>
 
-    /**
-     * Register on load event
-     */
-    OnUnload: (ctx: Context, callback: () => Promise<void>) => Promise<void>
+  /**
+   * Register on load event
+   */
+  OnUnload: (ctx: Context, callback: () => Promise<void>) => Promise<void>
 
-    /**
-     * Register query commands
-     */
-    RegisterQueryCommands: (ctx: Context, commands: MetadataCommand[]) => Promise<void>
+  /**
+   * Register query commands
+   */
+  RegisterQueryCommands: (ctx: Context, commands: MetadataCommand[]) => Promise<void>
 
-    /**
-     * Chat using LLM
-     */
-    LLMStream: (ctx: Context, conversations: AI.Conversation[], callback: AI.ChatStreamFunc) => Promise<void>
+  /**
+   * Chat using LLM
+   */
+  LLMStream: (ctx: Context, conversations: AI.Conversation[], callback: AI.ChatStreamFunc) => Promise<void>
 }
 
 export type WoxImageType = "absolute" | "relative" | "base64" | "svg" | "url" | "emoji" | "lottie"
 
 export interface WoxImage {
-    ImageType: WoxImageType
-    ImageData: string
+  ImageType: WoxImageType
+  ImageData: string
 }
 
 export type WoxPreviewType = "markdown" | "text" | "image" | "url" | "file"
 
 export interface WoxPreview {
-    PreviewType: WoxPreviewType
-    PreviewData: string
-    PreviewProperties: Record<string, string>
+  PreviewType: WoxPreviewType
+  PreviewData: string
+  PreviewProperties: Record<string, string>
 }
 
 export declare interface Context {
-    Values: { [key: string]: string }
-    Get: (key: string) => string | undefined
-    Set: (key: string, value: string) => void
-    Exists: (key: string) => boolean
+  Values: { [key: string]: string }
+  Get: (key: string) => string | undefined
+  Set: (key: string, value: string) => void
+  Exists: (key: string) => boolean
 }
 
 export function NewContext(): Context
diff --git a/wox.plugin.python/.python-version b/wox.plugin.python/.python-version
index e4fba218..c8cfe395 100644
--- a/wox.plugin.python/.python-version
+++ b/wox.plugin.python/.python-version
@@ -1 +1 @@
-3.12
+3.10
diff --git a/wox.plugin.python/Makefile b/wox.plugin.python/Makefile
index 3f062b2b..9f9ce848 100644
--- a/wox.plugin.python/Makefile
+++ b/wox.plugin.python/Makefile
@@ -9,6 +9,8 @@ help:
 	@echo "  make build      - Build package"
 	@echo "  make publish    - Publish package to PyPI"
 	@echo "  make install    - Install development dependencies"
+	@echo "  make lint       - Run linting"
+	@echo "  make format     - Run formatting"
 
 clean:
 	rm -rf dist/ build/ *.egg-info/
@@ -16,7 +18,14 @@ clean:
 install:
 	uv sync --all-extras
 
-build: install clean
+lint:
+	uv run ruff check src
+	uv run mypy src
+
+format:
+	uv run ruff format src
+
+build: install clean lint format
 	uv run hatchling build
 
 publish: build
diff --git a/wox.plugin.python/pyproject.toml b/wox.plugin.python/pyproject.toml
index 15740806..9e57345d 100644
--- a/wox.plugin.python/pyproject.toml
+++ b/wox.plugin.python/pyproject.toml
@@ -1,33 +1,26 @@
 [project]
 name = "wox-plugin"
-version = "0.0.30"
+version = "0.0.45"
 description = "Python plugin SDK for Wox launcher"
-authors = [{ name = "Wox Team" }]
-dependencies = ["pydantic>=2.0.0"]
-requires-python = ">=3.8"
 readme = "README.md"
+requires-python = ">=3.10"
 license = { text = "GPL-3.0" }
+authors = [{ name = "Wox Team" }]
+dependencies = []
 
 [project.urls]
 Homepage = "https://github.com/Wox-launcher/Wox"
 Repository = "https://github.com/Wox-launcher/Wox"
 
 [project.optional-dependencies]
-dev = ["black>=23.0.0", "hatchling>=1.18.0", "twine>=4.0.0"]
+dev = ["hatchling", "twine", "ruff", "mypy"]
 
 [build-system]
 requires = ["hatchling"]
 build-backend = "hatchling.build"
 
-[tool.black]
-line-length = 88
-target-version = ['py38']
-
-[tool.mypy]
-python_version = "3.8"
-warn_return_any = true
-warn_unused_configs = true
-disallow_untyped_defs = true
-
 [tool.setuptools]
 package-data = { "wox_plugin" = ["py.typed"] }
+
+[tool.ruff]
+line-length = 140
diff --git a/wox.plugin.python/src/wox_plugin/__init__.py b/wox.plugin.python/src/wox_plugin/__init__.py
index d2c2db20..a8a809fb 100644
--- a/wox.plugin.python/src/wox_plugin/__init__.py
+++ b/wox.plugin.python/src/wox_plugin/__init__.py
@@ -6,47 +6,43 @@ This package provides the SDK for developing Wox plugins in Python.
 
 from typing import List
 
-from .plugin import Plugin, BasePlugin, PluginInitParams
-from .api import PublicAPI
+from .plugin import Plugin, PluginInitParams
+from .api import PublicAPI, ChatStreamCallback
 from .models.context import Context
-from .models.query import Query, QueryEnv, Selection
+from .models.query import (
+    Query,
+    QueryEnv,
+    Selection,
+    ChangeQueryParam,
+    QueryType,
+    SelectionType,
+    MetadataCommand,
+)
 from .models.result import (
     Result,
-    WoxImage,
-    WoxPreview,
     ResultTail,
     ResultAction,
     ActionContext,
     RefreshableResult,
-)
-from .models.settings import (
-    PluginSettingDefinitionItem,
-    PluginSettingDefinitionValue,
-    PluginSettingValueStyle,
-    MetadataCommand,
-)
-from .types import (
-    Platform,
-    SelectionType,
-    QueryType,
-    WoxImageType,
-    WoxPreviewType,
     ResultTailType,
+)
+
+from .models.ai import (
+    AIModel,
+    Conversation,
     ConversationRole,
     ChatStreamDataType,
-    PluginSettingDefinitionType,
 )
-from .utils.helpers import new_base64_wox_image
-from .exceptions import WoxPluginError, InvalidQueryError, PluginInitError, APIError
+from .models.image import WoxImage, WoxImageType
+from .models.preview import WoxPreview, WoxPreviewType, WoxPreviewScrollPosition
 
-__version__: str = "0.1.0"
 __all__: List[str] = [
     # Plugin
     "Plugin",
-    "BasePlugin",
     "PluginInitParams",
     # API
     "PublicAPI",
+    "ChatStreamCallback",
     # Models
     "Context",
     "Query",
@@ -59,25 +55,33 @@ __all__: List[str] = [
     "ResultAction",
     "ActionContext",
     "RefreshableResult",
-    "PluginSettingDefinitionItem",
-    "PluginSettingDefinitionValue",
-    "PluginSettingValueStyle",
     "MetadataCommand",
-    # Types
-    "Platform",
-    "SelectionType",
-    "QueryType",
-    "WoxImageType",
-    "WoxPreviewType",
-    "ResultTailType",
+    "PluginSettingDefinitionItem",
+    "PluginSettingValueStyle",
+    # AI
+    "AIModel",
+    "Conversation",
     "ConversationRole",
     "ChatStreamDataType",
-    "PluginSettingDefinitionType",
-    # Utils
-    "new_base64_wox_image",
+    "user_message",
+    "ai_message",
+    # Query
+    "ChangeQueryParam",
+    "QueryType",
+    "Selection",
+    "SelectionType",
     # Exceptions
     "WoxPluginError",
     "InvalidQueryError",
     "PluginInitError",
     "APIError",
+    # Image
+    "WoxImage",
+    "WoxImageType",
+    # Preview
+    "WoxPreview",
+    "WoxPreviewType",
+    "WoxPreviewScrollPosition",
+    # Result
+    "ResultTailType",
 ]
diff --git a/wox.plugin.python/src/wox_plugin/api.py b/wox.plugin.python/src/wox_plugin/api.py
index 4591eaf2..0398cac1 100644
--- a/wox.plugin.python/src/wox_plugin/api.py
+++ b/wox.plugin.python/src/wox_plugin/api.py
@@ -1,17 +1,16 @@
-from typing import Protocol, List, Callable
+from typing import Protocol, Callable, Dict, List
 
-from .types import MapString, ChatStreamFunc
+from .models.query import MetadataCommand
 from .models.context import Context
 from .models.query import ChangeQueryParam
-from .models.settings import MetadataCommand, PluginSettingDefinitionItem
-from .models.result import Conversation
+from .models.ai import AIModel, Conversation, ChatStreamCallback
 
 
 class PublicAPI(Protocol):
     """Public API interface for Wox plugins"""
 
     async def change_query(self, ctx: Context, query: ChangeQueryParam) -> None:
-        """Change the current query"""
+        """Change the current query in Wox"""
         ...
 
     async def hide_app(self, ctx: Context) -> None:
@@ -23,11 +22,11 @@ class PublicAPI(Protocol):
         ...
 
     async def notify(self, ctx: Context, message: str) -> None:
-        """Show a notification"""
+        """Show a notification message"""
         ...
 
     async def log(self, ctx: Context, level: str, msg: str) -> None:
-        """Log a message"""
+        """Write log message"""
         ...
 
     async def get_translation(self, ctx: Context, key: str) -> str:
@@ -38,27 +37,19 @@ class PublicAPI(Protocol):
         """Get setting value"""
         ...
 
-    async def save_setting(
-        self, ctx: Context, key: str, value: str, is_platform_specific: bool
-    ) -> None:
+    async def save_setting(self, ctx: Context, key: str, value: str, is_platform_specific: bool) -> None:
         """Save setting value"""
         ...
 
-    async def on_setting_changed(
-        self, ctx: Context, callback: Callable[[str, str], None]
-    ) -> None:
+    async def on_setting_changed(self, ctx: Context, callback: Callable[[str, str], None]) -> None:
         """Register setting change callback"""
         ...
 
-    async def on_get_dynamic_setting(
-        self, ctx: Context, callback: Callable[[str], PluginSettingDefinitionItem]
-    ) -> None:
+    async def on_get_dynamic_setting(self, ctx: Context, callback: Callable[[str], str]) -> None:
         """Register dynamic setting callback"""
         ...
 
-    async def on_deep_link(
-        self, ctx: Context, callback: Callable[[MapString], None]
-    ) -> None:
+    async def on_deep_link(self, ctx: Context, callback: Callable[[Dict[str, str]], None]) -> None:
         """Register deep link callback"""
         ...
 
@@ -66,14 +57,27 @@ class PublicAPI(Protocol):
         """Register unload callback"""
         ...
 
-    async def register_query_commands(
-        self, ctx: Context, commands: List[MetadataCommand]
-    ) -> None:
+    async def register_query_commands(self, ctx: Context, commands: List[MetadataCommand]) -> None:
         """Register query commands"""
         ...
 
-    async def llm_stream(
-        self, ctx: Context, conversations: List[Conversation], callback: ChatStreamFunc
+    async def ai_chat_stream(
+        self,
+        ctx: Context,
+        model: AIModel,
+        conversations: List[Conversation],
+        callback: ChatStreamCallback,
     ) -> None:
-        """Stream LLM responses"""
+        """
+        Start an AI chat stream.
+
+        Args:
+            ctx: Context
+            model: AI model to use
+            conversations: Conversation history
+            callback: Stream callback function to receive AI responses
+                     The callback takes two parameters:
+                     - stream_type: ChatStreamDataType, indicates the stream status
+                     - data: str, the stream content
+        """
         ...
diff --git a/wox.plugin.python/src/wox_plugin/exceptions.py b/wox.plugin.python/src/wox_plugin/exceptions.py
deleted file mode 100644
index 13f1715c..00000000
--- a/wox.plugin.python/src/wox_plugin/exceptions.py
+++ /dev/null
@@ -1,22 +0,0 @@
-class WoxPluginError(Exception):
-    """Base exception for Wox plugin errors"""
-
-    pass
-
-
-class InvalidQueryError(WoxPluginError):
-    """Raised when query is invalid"""
-
-    pass
-
-
-class PluginInitError(WoxPluginError):
-    """Raised when plugin initialization fails"""
-
-    pass
-
-
-class APIError(WoxPluginError):
-    """Raised when API call fails"""
-
-    pass
diff --git a/wox.plugin.python/src/wox_plugin/models/ai.py b/wox.plugin.python/src/wox_plugin/models/ai.py
new file mode 100644
index 00000000..119ba044
--- /dev/null
+++ b/wox.plugin.python/src/wox_plugin/models/ai.py
@@ -0,0 +1,98 @@
+from enum import Enum
+from typing import List, Callable, Optional
+import time
+from dataclasses import dataclass, field
+import json
+
+
+class ConversationRole(str, Enum):
+    """Role in the conversation"""
+
+    USER = "user"
+    AI = "ai"
+
+
+class ChatStreamDataType(str, Enum):
+    """Type of chat stream data"""
+
+    STREAMING = "streaming"  # Currently streaming
+    FINISHED = "finished"  # Stream completed
+    ERROR = "error"  # Error occurred
+
+
+ChatStreamCallback = Callable[[ChatStreamDataType, str], None]
+
+
+@dataclass
+class AIModel:
+    """AI model definition"""
+
+    name: str
+    provider: str
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Name": self.name,
+                "Provider": self.provider,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "AIModel":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            name=data.get("Name", ""),
+            provider=data.get("Provider", ""),
+        )
+
+
+@dataclass
+class Conversation:
+    """Conversation content"""
+
+    role: ConversationRole
+    text: str
+    images: List[bytes] = field(default_factory=list)  # PNG format image data
+    timestamp: int = field(default_factory=lambda: int(time.time() * 1000))
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Role": self.role,
+                "Text": self.text,
+                "Images": [image.hex() for image in self.images] if self.images else [],
+                "Timestamp": self.timestamp,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "Conversation":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            role=ConversationRole(data.get("Role", ConversationRole.USER)),
+            text=data.get("Text", ""),
+            images=[bytes.fromhex(img) for img in data.get("Images", [])] if data.get("Images") else [],
+            timestamp=data.get("Timestamp", int(time.time() * 1000)),
+        )
+
+    @classmethod
+    def new_user_message(cls, text: str, images: Optional[List[bytes]] = None) -> "Conversation":
+        """Create a user message"""
+        return cls(
+            role=ConversationRole.USER,
+            text=text,
+            images=images if images is not None else [],
+        )
+
+    @classmethod
+    def new_ai_message(cls, text: str) -> "Conversation":
+        """Create an AI message"""
+        return cls(
+            role=ConversationRole.AI,
+            text=text,
+        )
diff --git a/wox.plugin.python/src/wox_plugin/models/context.py b/wox.plugin.python/src/wox_plugin/models/context.py
index 2a213948..be1b5669 100644
--- a/wox.plugin.python/src/wox_plugin/models/context.py
+++ b/wox.plugin.python/src/wox_plugin/models/context.py
@@ -1,27 +1,45 @@
 import uuid
+from dataclasses import dataclass, field
 from typing import Dict
-from pydantic import BaseModel
+import json
 
 
-class Context(BaseModel):
+@dataclass
+class Context:
     """
     Context object that carries request-scoped values across the plugin execution
     """
 
-    Values: Dict[str, str]
+    values: Dict[str, str] = field(default_factory=dict)
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Values": self.values,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "Context":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            values=data.get("Values", {}),
+        )
 
     def get_trace_id(self) -> str:
         """Get the trace ID from context"""
-        return self.Values["traceId"]
+        return self.values.get("TraceId", "")
 
-    @staticmethod
-    def new() -> "Context":
+    @classmethod
+    def new(cls) -> "Context":
         """Create a new context with a random trace ID"""
-        return Context(Values={"traceId": str(uuid.uuid4())})
+        return cls(values={"TraceId": str(uuid.uuid4())})
 
-    @staticmethod
-    def new_with_value(key: str, value: str) -> "Context":
+    @classmethod
+    def new_with_value(cls, key: str, value: str) -> "Context":
         """Create a new context with a specific key-value pair"""
-        ctx = Context.new()
-        ctx.Values[key] = value
+        ctx = cls.new()
+        ctx.values[key] = value
         return ctx
diff --git a/wox.plugin.python/src/wox_plugin/models/image.py b/wox.plugin.python/src/wox_plugin/models/image.py
new file mode 100644
index 00000000..9b9feba8
--- /dev/null
+++ b/wox.plugin.python/src/wox_plugin/models/image.py
@@ -0,0 +1,86 @@
+from dataclasses import dataclass, field
+from enum import Enum
+import json
+
+
+class WoxImageType(str, Enum):
+    """Image type enum for Wox"""
+
+    ABSOLUTE = "absolute"
+    RELATIVE = "relative"
+    BASE64 = "base64"
+    SVG = "svg"
+    LOTTIE = "lottie"  # only support lottie json data
+    EMOJI = "emoji"
+    URL = "url"
+    THEME = "theme"
+
+
+@dataclass
+class WoxImage:
+    """Image model for Wox"""
+
+    image_type: WoxImageType = field(default=WoxImageType.ABSOLUTE)
+    image_data: str = field(default="")
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Data": self.image_data,
+                "Type": self.image_type,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "WoxImage":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            image_type=WoxImageType(data.get("Type", WoxImageType.ABSOLUTE)),
+            image_data=data.get("Data", ""),
+        )
+
+    @classmethod
+    def new_base64(cls, data: str) -> "WoxImage":
+        """Create a new base64 image"""
+        return cls(image_type=WoxImageType.BASE64, image_data=data)
+
+    @classmethod
+    def new_svg(cls, data: str) -> "WoxImage":
+        """Create a new svg image"""
+        return cls(image_type=WoxImageType.SVG, image_data=data)
+
+    @classmethod
+    def new_lottie(cls, data: str) -> "WoxImage":
+        """Create a new lottie image"""
+        return cls(image_type=WoxImageType.LOTTIE, image_data=data)
+
+    @classmethod
+    def new_emoji(cls, data: str) -> "WoxImage":
+        """Create a new emoji image"""
+        return cls(image_type=WoxImageType.EMOJI, image_data=data)
+
+    @classmethod
+    def new_url(cls, data: str) -> "WoxImage":
+        """Create a new url image"""
+        return cls(image_type=WoxImageType.URL, image_data=data)
+
+    @classmethod
+    def new_absolute(cls, data: str) -> "WoxImage":
+        """Create a new absolute image"""
+        return cls(image_type=WoxImageType.ABSOLUTE, image_data=data)
+
+    @classmethod
+    def new_relative(cls, data: str) -> "WoxImage":
+        """Create a new relative image"""
+        return cls(image_type=WoxImageType.RELATIVE, image_data=data)
+
+    @classmethod
+    def new_theme(cls, data: str) -> "WoxImage":
+        """Create a new theme image"""
+        return cls(image_type=WoxImageType.THEME, image_data=data)
+
+    def __str__(self) -> str:
+        """Convert image to string"""
+        return f"{self.image_type}:{self.image_data}"
diff --git a/wox.plugin.python/src/wox_plugin/models/preview.py b/wox.plugin.python/src/wox_plugin/models/preview.py
new file mode 100644
index 00000000..5181c970
--- /dev/null
+++ b/wox.plugin.python/src/wox_plugin/models/preview.py
@@ -0,0 +1,53 @@
+from typing import Dict
+from dataclasses import dataclass, field
+from enum import Enum
+import json
+
+
+class WoxPreviewType(str, Enum):
+    """Preview type enum for Wox"""
+
+    MARKDOWN = "markdown"
+    TEXT = "text"
+    IMAGE = "image"  # when type is image, data should be WoxImage.String()
+    URL = "url"
+    FILE = "file"  # when type is file(can be *.md, *.jpg, *.pdf and so on), data should be url/filepath
+    REMOTE = "remote"  # when type is remote, data should be url to load WoxPreview
+
+
+class WoxPreviewScrollPosition(str, Enum):
+    """Preview scroll position enum for Wox"""
+
+    BOTTOM = "bottom"  # scroll to bottom after preview first show
+
+
+@dataclass
+class WoxPreview:
+    """Preview model for Wox results"""
+
+    preview_type: WoxPreviewType = field(default=WoxPreviewType.TEXT)
+    preview_data: str = field(default="")
+    preview_properties: Dict[str, str] = field(default_factory=dict)
+    scroll_position: WoxPreviewScrollPosition = field(default=WoxPreviewScrollPosition.BOTTOM)
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "PreviewType": self.preview_type,
+                "PreviewData": self.preview_data,
+                "PreviewProperties": self.preview_properties,
+                "ScrollPosition": self.scroll_position,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "WoxPreview":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            preview_type=WoxPreviewType(data.get("PreviewType", WoxPreviewType.TEXT)),
+            preview_data=data.get("PreviewData", ""),
+            preview_properties=data.get("PreviewProperties", {}),
+            scroll_position=WoxPreviewScrollPosition(data.get("ScrollPosition", WoxPreviewScrollPosition.BOTTOM)),
+        )
diff --git a/wox.plugin.python/src/wox_plugin/models/query.py b/wox.plugin.python/src/wox_plugin/models/query.py
index 6239c020..ee3bd9c7 100644
--- a/wox.plugin.python/src/wox_plugin/models/query.py
+++ b/wox.plugin.python/src/wox_plugin/models/query.py
@@ -1,48 +1,212 @@
-from typing import Optional, List
-from pydantic import BaseModel
-
-from ..types import SelectionType, QueryType
+from typing import List
+from dataclasses import dataclass, field
+from enum import Enum
+import json
 
 
-class Selection(BaseModel):
+class SelectionType(str, Enum):
+    """Selection type enum"""
+
+    TEXT = "text"
+    FILE = "file"
+
+
+class QueryType(str, Enum):
+    """Query type enum"""
+
+    INPUT = "input"
+    SELECTION = "selection"
+
+
+@dataclass
+class MetadataCommand:
+    """Metadata command"""
+
+    command: str
+    description: str
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Command": self.command,
+                "Description": self.description,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "MetadataCommand":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            command=data.get("Command", ""),
+            description=data.get("Description", ""),
+        )
+
+
+@dataclass
+class Selection:
     """Selection model representing text or file selection"""
 
-    Type: SelectionType
-    Text: Optional[str] = None
-    FilePaths: Optional[List[str]] = None
+    type: SelectionType = field(default=SelectionType.TEXT)
+    text: str = field(default="")
+    file_paths: List[str] = field(default_factory=list)
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Type": self.type,
+                "Text": self.text,
+                "FilePaths": self.file_paths,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "Selection":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+
+        if data.get("Type", "") == "":
+            data["Type"] = SelectionType.TEXT
+
+        return cls(
+            type=SelectionType(data.get("Type", SelectionType.TEXT)),
+            text=data.get("Text", ""),
+            file_paths=data.get("FilePaths", []),
+        )
+
+    def __str__(self) -> str:
+        """Convert selection to string"""
+        if self.type == SelectionType.TEXT and self.text:
+            return self.text
+        elif self.type == SelectionType.FILE and self.file_paths:
+            return ",".join(self.file_paths)
+        return ""
 
 
-class QueryEnv(BaseModel):
+@dataclass
+class QueryEnv:
     """
     Query environment information
     """
 
-    ActiveWindowTitle: str
+    active_window_title: str = field(default="")
     """Active window title when user query"""
 
-    ActiveWindowPid: int
+    active_window_pid: int = field(default=0)
     """Active window pid when user query, 0 if not available"""
 
-    ActiveBrowserUrl: str
+    active_browser_url: str = field(default="")
     """
     Active browser url when user query
     Only available when active window is browser and https://github.com/Wox-launcher/Wox.Chrome.Extension is installed
     """
 
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "ActiveWindowTitle": self.active_window_title,
+                "ActiveWindowPid": self.active_window_pid,
+                "ActiveBrowserUrl": self.active_browser_url,
+            }
+        )
 
-class Query(BaseModel):
+    @classmethod
+    def from_json(cls, json_str: str) -> "QueryEnv":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            active_window_title=data.get("ActiveWindowTitle", ""),
+            active_window_pid=data.get("ActiveWindowPid", 0),
+            active_browser_url=data.get("ActiveBrowserUrl", ""),
+        )
+
+
+@dataclass
+class Query:
     """
     Query model representing a user query
     """
 
-    Type: QueryType
-    RawQuery: str
-    TriggerKeyword: Optional[str]
-    Command: Optional[str]
-    Search: str
-    Selection: Selection
-    Env: QueryEnv
+    type: QueryType
+    raw_query: str
+    selection: Selection
+    env: QueryEnv
+    trigger_keyword: str = field(default="")
+    command: str = field(default="")
+    search: str = field(default="")
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Type": self.type,
+                "RawQuery": self.raw_query,
+                "Selection": json.loads(self.selection.to_json()),
+                "Env": json.loads(self.env.to_json()),
+                "TriggerKeyword": self.trigger_keyword,
+                "Command": self.command,
+                "Search": self.search,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "Query":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+
+        if data.get("Type", "") == "":
+            data["Type"] = QueryType.INPUT
+
+        return cls(
+            type=QueryType(data.get("Type", QueryType.INPUT)),
+            raw_query=data.get("RawQuery", ""),
+            selection=Selection.from_json(data.get("Selection", Selection().to_json())),
+            env=QueryEnv.from_json(data.get("Env", QueryEnv().to_json())),
+            trigger_keyword=data.get("TriggerKeyword", ""),
+            command=data.get("Command", ""),
+            search=data.get("Search", ""),
+        )
 
     def is_global_query(self) -> bool:
         """Check if this is a global query without trigger keyword"""
-        return self.Type == QueryType.INPUT and not self.TriggerKeyword
+        return self.type == QueryType.INPUT and not self.trigger_keyword
+
+    def __str__(self) -> str:
+        """Convert query to string"""
+        if self.type == QueryType.INPUT:
+            return self.raw_query
+        elif self.type == QueryType.SELECTION:
+            return str(self.selection)
+        return ""
+
+
+@dataclass
+class ChangeQueryParam:
+    """Change query parameter"""
+
+    query_type: QueryType
+    query_text: str = field(default="")
+    query_selection: Selection = field(default_factory=Selection)
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        data = {
+            "QueryType": self.query_type,
+            "QueryText": self.query_text,
+        }
+        if self.query_selection:
+            data["QuerySelection"] = json.loads(self.query_selection.to_json())
+        return json.dumps(data)
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "ChangeQueryParam":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            query_type=QueryType(data.get("QueryType", QueryType.INPUT)),
+            query_text=data.get("QueryText", ""),
+            query_selection=Selection.from_json(data.get("QuerySelection", Selection().to_json())),
+        )
diff --git a/wox.plugin.python/src/wox_plugin/models/result.py b/wox.plugin.python/src/wox_plugin/models/result.py
index bb5ee6f3..8f74c6cd 100644
--- a/wox.plugin.python/src/wox_plugin/models/result.py
+++ b/wox.plugin.python/src/wox_plugin/models/result.py
@@ -1,87 +1,223 @@
-from typing import Optional, List, Dict, Callable, Awaitable
-from pydantic import BaseModel
-
-from ..types import WoxImageType, WoxPreviewType, ResultTailType
+from typing import List, Callable, Awaitable, Optional
+from dataclasses import dataclass, field
+from enum import Enum
+import json
+from .image import WoxImage
+from .preview import WoxPreview
 
 
-class WoxImage(BaseModel):
-    """Image model for Wox"""
+class ResultTailType(str, Enum):
+    """Result tail type enum for Wox"""
 
-    ImageType: WoxImageType
-    ImageData: str
+    TEXT = "text"  # string type
+    IMAGE = "image"  # WoxImage type
 
 
-class WoxPreview(BaseModel):
-    """Preview model for Wox results"""
-
-    PreviewType: WoxPreviewType
-    PreviewData: str
-    PreviewProperties: Dict[str, str]
-
-
-class ResultTail(BaseModel):
+@dataclass
+class ResultTail:
     """Tail model for Wox results"""
 
-    Type: ResultTailType
-    Text: Optional[str] = None
-    Image: Optional[WoxImage] = None
+    type: ResultTailType = field(default=ResultTailType.TEXT)
+    text: str = field(default="")
+    image: WoxImage = field(default_factory=WoxImage)
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Type": self.type,
+                "Text": self.text,
+                "Image": json.loads(self.image.to_json()),
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "ResultTail":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        image = WoxImage()
+        if "Image" in data:
+            image = WoxImage.from_json(json.dumps(data["Image"]))
+        return cls(
+            type=ResultTailType(data.get("Type", ResultTailType.TEXT)),
+            text=data.get("Text", ""),
+            image=image,
+        )
 
 
-class ActionContext(BaseModel):
+@dataclass
+class ActionContext:
     """Context for result actions"""
 
-    ContextData: str
+    context_data: str
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "ContextData": self.context_data,
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "ActionContext":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            context_data=data.get("ContextData", ""),
+        )
 
 
-class ResultAction(BaseModel):
+@dataclass
+class ResultAction:
     """Action model for Wox results"""
 
-    Name: str
-    Action: Callable[[ActionContext], Awaitable[None]]
-    Id: Optional[str] = None
-    Icon: Optional[WoxImage] = None
-    IsDefault: Optional[bool] = None
-    PreventHideAfterAction: Optional[bool] = None
-    Hotkey: Optional[str] = None
+    name: str
+    action: Optional[Callable[[ActionContext], Awaitable[None]]] = None
+    id: str = field(default="")
+    icon: WoxImage = field(default_factory=WoxImage)
+    is_default: bool = field(default=False)
+    prevent_hide_after_action: bool = field(default=False)
+    hotkey: str = field(default="")
 
-    class Config:
-        arbitrary_types_allowed = True
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Name": self.name,
+                "Id": self.id,
+                "IsDefault": self.is_default,
+                "PreventHideAfterAction": self.prevent_hide_after_action,
+                "Hotkey": self.hotkey,
+                "Icon": json.loads(self.icon.to_json()),
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "ResultAction":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            name=data.get("Name", ""),
+            id=data.get("Id", ""),
+            icon=WoxImage.from_json(json.dumps(data.get("Icon", {}))),
+            is_default=data.get("IsDefault", False),
+            prevent_hide_after_action=data.get("PreventHideAfterAction", False),
+            hotkey=data.get("Hotkey", ""),
+        )
 
 
-class Result(BaseModel):
+@dataclass
+class Result:
     """Result model for Wox"""
 
-    Title: str
-    Icon: WoxImage
-    Id: Optional[str] = None
-    SubTitle: Optional[str] = None
-    Preview: Optional[WoxPreview] = None
-    Score: Optional[float] = None
-    Group: Optional[str] = None
-    GroupScore: Optional[float] = None
-    Tails: Optional[List[ResultTail]] = None
-    ContextData: Optional[str] = None
-    Actions: Optional[List[ResultAction]] = None
-    RefreshInterval: Optional[int] = None
-    OnRefresh: Optional[
-        Callable[["RefreshableResult"], Awaitable["RefreshableResult"]]
-    ] = None
+    title: str
+    icon: WoxImage
+    id: str = field(default="")
+    sub_title: str = field(default="")
+    preview: WoxPreview = field(default_factory=WoxPreview)
+    score: float = field(default=0.0)
+    group: str = field(default="")
+    group_score: float = field(default=0.0)
+    tails: List[ResultTail] = field(default_factory=list)
+    context_data: str = field(default="")
+    actions: List[ResultAction] = field(default_factory=list)
+    refresh_interval: int = field(default=0)
+    on_refresh: Optional[Callable[["RefreshableResult"], Awaitable["RefreshableResult"]]] = None
 
-    class Config:
-        arbitrary_types_allowed = True
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        data = {
+            "Title": self.title,
+            "Icon": json.loads(self.icon.to_json()),
+            "Id": self.id,
+            "SubTitle": self.sub_title,
+            "Score": self.score,
+            "Group": self.group,
+            "GroupScore": self.group_score,
+            "ContextData": self.context_data,
+            "RefreshInterval": self.refresh_interval,
+        }
+        if self.preview:
+            data["Preview"] = json.loads(self.preview.to_json())
+        if self.tails:
+            data["Tails"] = [json.loads(tail.to_json()) for tail in self.tails]
+        if self.actions:
+            data["Actions"] = [json.loads(action.to_json()) for action in self.actions]
+        return json.dumps(data)
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "Result":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        preview = WoxPreview.from_json(json.dumps(data["Preview"]))
+
+        tails = []
+        if "Tails" in data:
+            tails = [ResultTail.from_json(json.dumps(tail)) for tail in data["Tails"]]
+
+        actions = []
+        if "Actions" in data:
+            actions = [ResultAction.from_json(json.dumps(action)) for action in data["Actions"]]
+
+        return cls(
+            title=data.get("Title", ""),
+            icon=WoxImage.from_json(json.dumps(data.get("Icon", {}))),
+            id=data.get("Id", ""),
+            sub_title=data.get("SubTitle", ""),
+            preview=preview,
+            score=data.get("Score", 0.0),
+            group=data.get("Group", ""),
+            group_score=data.get("GroupScore", 0.0),
+            tails=tails,
+            context_data=data.get("ContextData", ""),
+            actions=actions,
+            refresh_interval=data.get("RefreshInterval", 0),
+        )
 
 
-class RefreshableResult(BaseModel):
+@dataclass
+class RefreshableResult:
     """Result that can be refreshed periodically"""
 
-    Title: str
-    SubTitle: str
-    Icon: WoxImage
-    Preview: WoxPreview
-    Tails: List[ResultTail]
-    ContextData: str
-    RefreshInterval: int
-    Actions: List[ResultAction]
+    title: str
+    sub_title: str
+    icon: WoxImage
+    preview: WoxPreview
+    tails: List[ResultTail] = field(default_factory=list)
+    context_data: str = field(default="")
+    refresh_interval: int = field(default=0)
+    actions: List[ResultAction] = field(default_factory=list)
+
+    def to_json(self) -> str:
+        """Convert to JSON string with camelCase naming"""
+        return json.dumps(
+            {
+                "Title": self.title,
+                "SubTitle": self.sub_title,
+                "Icon": json.loads(self.icon.to_json()),
+                "Preview": json.loads(self.preview.to_json()),
+                "Tails": [json.loads(tail.to_json()) for tail in self.tails],
+                "ContextData": self.context_data,
+                "RefreshInterval": self.refresh_interval,
+                "Actions": [json.loads(action.to_json()) for action in self.actions],
+            }
+        )
+
+    @classmethod
+    def from_json(cls, json_str: str) -> "RefreshableResult":
+        """Create from JSON string with camelCase naming"""
+        data = json.loads(json_str)
+        return cls(
+            title=data["Title"],
+            sub_title=data["SubTitle"],
+            icon=WoxImage.from_json(json.dumps(data.get("Icon", {}))),
+            preview=WoxPreview.from_json(json.dumps(data.get("Preview", {}))),
+            tails=[ResultTail.from_json(json.dumps(tail)) for tail in data.get("Tails", [])],
+            context_data=data.get("ContextData", ""),
+            refresh_interval=data.get("RefreshInterval", 0),
+            actions=[ResultAction.from_json(json.dumps(action)) for action in data["Actions"]],
+        )
 
     def __await__(self):
         # Make RefreshableResult awaitable by returning itself
diff --git a/wox.plugin.python/src/wox_plugin/models/settings.py b/wox.plugin.python/src/wox_plugin/models/settings.py
deleted file mode 100644
index 51553bc5..00000000
--- a/wox.plugin.python/src/wox_plugin/models/settings.py
+++ /dev/null
@@ -1,48 +0,0 @@
-from typing import List, Callable
-from pydantic import BaseModel
-
-from ..types import Platform, PluginSettingDefinitionType
-from .context import Context
-
-
-class PluginSettingValueStyle(BaseModel):
-    """Style configuration for plugin settings"""
-
-    PaddingLeft: int
-    PaddingTop: int
-    PaddingRight: int
-    PaddingBottom: int
-    Width: int
-    LabelWidth: int
-
-
-class PluginSettingDefinitionValue(BaseModel):
-    """Base class for plugin setting definition values"""
-
-    def get_key(self) -> str:
-        """Get the key of the setting"""
-        raise NotImplementedError
-
-    def get_default_value(self) -> str:
-        """Get the default value of the setting"""
-        raise NotImplementedError
-
-    def translate(self, translator: Callable[[Context, str], str]) -> None:
-        """Translate the setting using the provided translator"""
-        raise NotImplementedError
-
-
-class PluginSettingDefinitionItem(BaseModel):
-    """Plugin setting definition item"""
-
-    Type: PluginSettingDefinitionType
-    Value: PluginSettingDefinitionValue
-    DisabledInPlatforms: List[Platform]
-    IsPlatformSpecific: bool
-
-
-class MetadataCommand(BaseModel):
-    """Metadata for plugin commands"""
-
-    Command: str
-    Description: str
diff --git a/wox.plugin.python/src/wox_plugin/plugin.py b/wox.plugin.python/src/wox_plugin/plugin.py
index 485a64be..d9557f8a 100644
--- a/wox.plugin.python/src/wox_plugin/plugin.py
+++ b/wox.plugin.python/src/wox_plugin/plugin.py
@@ -1,4 +1,5 @@
 from typing import Protocol, List
+from dataclasses import dataclass
 
 from .models.context import Context
 from .models.query import Query
@@ -6,11 +7,12 @@ from .models.result import Result
 from .api import PublicAPI
 
 
+@dataclass
 class PluginInitParams:
     """Parameters for plugin initialization"""
 
-    API: PublicAPI
-    PluginDirectory: str
+    api: PublicAPI
+    plugin_directory: str
 
 
 class Plugin(Protocol):
@@ -23,20 +25,3 @@ class Plugin(Protocol):
     async def query(self, ctx: Context, query: Query) -> List[Result]:
         """Handle user query"""
         ...
-
-
-class BasePlugin:
-    """Base implementation of Plugin with common functionality"""
-
-    def __init__(self):
-        self.api: PublicAPI = None
-        self.plugin_dir: str = None
-
-    async def init(self, ctx: Context, init_params: PluginInitParams) -> None:
-        """Initialize the plugin with API and plugin directory"""
-        self.api = init_params.API
-        self.plugin_dir = init_params.PluginDirectory
-
-    async def query(self, ctx: Context, query: Query) -> List[Result]:
-        """Handle user query - must be implemented by subclasses"""
-        raise NotImplementedError("Subclasses must implement query method")
diff --git a/wox.plugin.python/src/wox_plugin/types.py b/wox.plugin.python/src/wox_plugin/types.py
deleted file mode 100644
index be572e28..00000000
--- a/wox.plugin.python/src/wox_plugin/types.py
+++ /dev/null
@@ -1,70 +0,0 @@
-from enum import StrEnum
-from typing import Dict, Callable
-
-# Basic types
-MapString = Dict[str, str]
-
-
-class Platform(StrEnum):
-    WINDOWS = "windows"
-    DARWIN = "darwin"
-    LINUX = "linux"
-
-
-class SelectionType(StrEnum):
-    TEXT = "text"
-    FILE = "file"
-
-
-class QueryType(StrEnum):
-    INPUT = "input"
-    SELECTION = "selection"
-
-
-class WoxImageType(StrEnum):
-    ABSOLUTE = "absolute"
-    RELATIVE = "relative"
-    BASE64 = "base64"
-    SVG = "svg"
-    URL = "url"
-    EMOJI = "emoji"
-    LOTTIE = "lottie"
-
-
-class WoxPreviewType(StrEnum):
-    MARKDOWN = "markdown"
-    TEXT = "text"
-    IMAGE = "image"
-    URL = "url"
-    FILE = "file"
-
-
-class ResultTailType(StrEnum):
-    TEXT = "text"
-    IMAGE = "image"
-
-
-class ConversationRole(StrEnum):
-    USER = "user"
-    SYSTEM = "system"
-
-
-class ChatStreamDataType(StrEnum):
-    STREAMING = "streaming"
-    FINISHED = "finished"
-    ERROR = "error"
-
-
-class PluginSettingDefinitionType(StrEnum):
-    HEAD = "head"
-    TEXTBOX = "textbox"
-    CHECKBOX = "checkbox"
-    SELECT = "select"
-    LABEL = "label"
-    NEWLINE = "newline"
-    TABLE = "table"
-    DYNAMIC = "dynamic"
-
-
-# Type aliases
-ChatStreamFunc = Callable[[ChatStreamDataType, str], None]
diff --git a/wox.plugin.python/src/wox_plugin/utils/helpers.py b/wox.plugin.python/src/wox_plugin/utils/helpers.py
deleted file mode 100644
index 7c36d274..00000000
--- a/wox.plugin.python/src/wox_plugin/utils/helpers.py
+++ /dev/null
@@ -1,7 +0,0 @@
-from ..models.result import WoxImage
-from ..types import WoxImageType
-
-
-def new_base64_wox_image(image_data: str) -> WoxImage:
-    """Create a new WoxImage with BASE64 type"""
-    return WoxImage(ImageType=WoxImageType.BASE64, ImageData=image_data)
diff --git a/wox.plugin.python/uv.lock b/wox.plugin.python/uv.lock
index c713d99a..8673d27e 100644
--- a/wox.plugin.python/uv.lock
+++ b/wox.plugin.python/uv.lock
@@ -1,17 +1,5 @@
 version = 1
-requires-python = ">=3.8"
-
-[[package]]
-name = "annotated-types"
-version = "0.7.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.9'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
-]
+requires-python = ">=3.10"
 
 [[package]]
 name = "backports-tarfile"
@@ -22,44 +10,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b9/fa/123043af240e49752f1c4bd24da5053b6bd00cad78c2be53c0d1e8b975bc/backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34", size = 30181 },
 ]
 
-[[package]]
-name = "black"
-version = "24.8.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-    { name = "mypy-extensions" },
-    { name = "packaging" },
-    { name = "pathspec" },
-    { name = "platformdirs" },
-    { name = "tomli", marker = "python_full_version < '3.11'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/04/b0/46fb0d4e00372f4a86a6f8efa3cb193c9f64863615e39010b1477e010578/black-24.8.0.tar.gz", hash = "sha256:2500945420b6784c38b9ee885af039f5e7471ef284ab03fa35ecdde4688cd83f", size = 644810 }
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-]
-
 [[package]]
 name = "certifi"
 version = "2024.12.14"
@@ -108,19 +58,6 @@ wheels = [
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-
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 version = "2.18.0"
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+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/13/9f/026e18ca7d7766783d779dae5e9c656746c6ede36ef73c6d934aaf4a6dec/ruff-0.8.4-py3-none-win_arm64.whl", hash = "sha256:9183dd615d8df50defa8b1d9a074053891ba39025cf5ae88e8bcb52edcc4bf08", size = 9074500 },
+]
+
 [[package]]
 name = "secretstorage"
 version = "3.3.3"
@@ -790,7 +589,6 @@ name = "twine"
 version = "6.0.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "importlib-metadata", marker = "python_full_version < '3.10'" },
     { name = "keyring", marker = "platform_machine != 'ppc64le' and platform_machine != 's390x'" },
     { name = "packaging" },
     { name = "pkginfo" },
@@ -826,25 +624,23 @@ wheels = [
 
 [[package]]
 name = "wox-plugin"
-version = "0.0.30"
+version = "0.0.45"
 source = { editable = "." }
-dependencies = [
-    { name = "pydantic" },
-]
 
 [package.optional-dependencies]
 dev = [
-    { name = "black" },
     { name = "hatchling" },
+    { name = "mypy" },
+    { name = "ruff" },
     { name = "twine" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "black", marker = "extra == 'dev'", specifier = ">=23.0.0" },
-    { name = "hatchling", marker = "extra == 'dev'", specifier = ">=1.18.0" },
-    { name = "pydantic", specifier = ">=2.0.0" },
-    { name = "twine", marker = "extra == 'dev'", specifier = ">=4.0.0" },
+    { name = "hatchling", marker = "extra == 'dev'" },
+    { name = "mypy", marker = "extra == 'dev'" },
+    { name = "ruff", marker = "extra == 'dev'" },
+    { name = "twine", marker = "extra == 'dev'" },
 ]
 
 [[package]]
diff --git a/wox.ui.flutter/wox/.gitignore b/wox.ui.flutter/wox/.gitignore
index 24476c5d..6c319542 100644
--- a/wox.ui.flutter/wox/.gitignore
+++ b/wox.ui.flutter/wox/.gitignore
@@ -5,9 +5,11 @@
 *.swp
 .DS_Store
 .atom/
+.build/
 .buildlog/
 .history
 .svn/
+.swiftpm/
 migrate_working_dir/
 
 # IntelliJ related
diff --git a/wox.ui.flutter/wox/.vscode/settings.json b/wox.ui.flutter/wox/.vscode/settings.json
new file mode 100644
index 00000000..b428a702
--- /dev/null
+++ b/wox.ui.flutter/wox/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+    "dart.lineLength": 180
+}
\ No newline at end of file
diff --git a/wox.ui.flutter/wox/lib/modules/launcher/wox_launcher_controller.dart b/wox.ui.flutter/wox/lib/modules/launcher/wox_launcher_controller.dart
index 4c65ec1a..f044e580 100644
--- a/wox.ui.flutter/wox/lib/modules/launcher/wox_launcher_controller.dart
+++ b/wox.ui.flutter/wox/lib/modules/launcher/wox_launcher_controller.dart
@@ -201,7 +201,7 @@ class WoxLauncherController extends GetxController {
       // on windows, it is somehow necessary to invoke show twice to make the window show
       // otherwise, the window will not show up if it is the first time to invoke showApp
       await windowManager.show();
-    } 
+    }
     await windowManager.focus();
     queryBoxFocusNode.requestFocus();
 
@@ -491,7 +491,9 @@ class WoxLauncherController extends GetxController {
       if (activeResultIndex.value < prevResultIndex) {
         resultScrollerController.jumpTo(0);
       } else {
-        bool shouldJump = deviceType == WoxEventDeviceTypeEnum.WOX_EVENT_DEVEICE_TYPE_KEYBOARD.code ? isResultItemAtBottom(activeResultIndex.value - 1) : !isResultItemAtBottom(results.length - 1);
+        bool shouldJump = deviceType == WoxEventDeviceTypeEnum.WOX_EVENT_DEVEICE_TYPE_KEYBOARD.code
+            ? isResultItemAtBottom(activeResultIndex.value - 1)
+            : !isResultItemAtBottom(results.length - 1);
         if (shouldJump) {
           resultScrollerController.jumpTo(resultScrollerController.offset.ceil() + WoxThemeUtil.instance.getResultItemHeight() * (activeResultIndex.value - prevResultIndex).abs());
         }
@@ -592,7 +594,8 @@ class WoxLauncherController extends GetxController {
     RenderBox? renderBox = resultGlobalKeys[index].currentContext?.findRenderObject() as RenderBox?;
     if (renderBox == null) return false;
 
-    if (renderBox.localToGlobal(Offset.zero).dy.ceil() >= WoxThemeUtil.instance.getQueryBoxHeight() + WoxThemeUtil.instance.getResultListViewHeightByCount(MAX_LIST_VIEW_ITEM_COUNT - 1)) {
+    if (renderBox.localToGlobal(Offset.zero).dy.ceil() >=
+        WoxThemeUtil.instance.getQueryBoxHeight() + WoxThemeUtil.instance.getResultListViewHeightByCount(MAX_LIST_VIEW_ITEM_COUNT - 1)) {
       return true;
     }
     return false;
@@ -774,7 +777,8 @@ class WoxLauncherController extends GetxController {
       return;
     }
 
-    Logger.instance.info(traceId, "update active actions, reason: $reason, current active result: ${activeQueryResult.title.value}, active action: ${activeQueryResult.actions.first.name.value}");
+    Logger.instance.info(
+        traceId, "update active actions, reason: $reason, current active result: ${activeQueryResult.title.value}, active action: ${activeQueryResult.actions.first.name.value}");
 
     String? previousActionName;
     if (remainIndex && actions.isNotEmpty && activeActionIndex.value >= 0 && activeActionIndex.value < actions.length) {
@@ -870,6 +874,7 @@ class WoxLauncherController extends GetxController {
             final resultIndex = results.indexWhere((element) => element.id == result.id);
             if (isResultActiveByIndex(resultIndex)) {
               currentPreview.value = result.preview;
+              isShowPreviewPanel.value = currentPreview.value.previewData != "";
               resetActiveAction(traceId, "refresh active result", remainIndex: true);
             }
 
diff --git a/wox.ui.flutter/wox/pubspec.lock b/wox.ui.flutter/wox/pubspec.lock
index 6f1a8881..571fb5ea 100644
--- a/wox.ui.flutter/wox/pubspec.lock
+++ b/wox.ui.flutter/wox/pubspec.lock
@@ -77,10 +77,10 @@ packages:
     dependency: transitive
     description:
       name: collection
-      sha256: ee67cb0715911d28db6bf4af1026078bd6f0128b07a5f66fb2ed94ec6783c09a
+      sha256: a1ace0a119f20aabc852d165077c036cd864315bd99b7eaa10a60100341941bf
       url: "https://pub.dev"
     source: hosted
-    version: "1.18.0"
+    version: "1.19.0"
   convert:
     dependency: transitive
     description:
@@ -417,18 +417,18 @@ packages:
     dependency: transitive
     description:
       name: leak_tracker
-      sha256: "3f87a60e8c63aecc975dda1ceedbc8f24de75f09e4856ea27daf8958f2f0ce05"
+      sha256: "7bb2830ebd849694d1ec25bf1f44582d6ac531a57a365a803a6034ff751d2d06"
       url: "https://pub.dev"
     source: hosted
-    version: "10.0.5"
+    version: "10.0.7"
   leak_tracker_flutter_testing:
     dependency: transitive
     description:
       name: leak_tracker_flutter_testing
-      sha256: "932549fb305594d82d7183ecd9fa93463e9914e1b67cacc34bc40906594a1806"
+      sha256: "9491a714cca3667b60b5c420da8217e6de0d1ba7a5ec322fab01758f6998f379"
       url: "https://pub.dev"
     source: hosted
-    version: "3.0.5"
+    version: "3.0.8"
   leak_tracker_testing:
     dependency: transitive
     description:
@@ -705,7 +705,7 @@ packages:
     dependency: transitive
     description: flutter
     source: sdk
-    version: "0.0.99"
+    version: "0.0.0"
   source_span:
     dependency: transitive
     description:
@@ -726,10 +726,10 @@ packages:
     dependency: transitive
     description:
       name: stack_trace
-      sha256: "73713990125a6d93122541237550ee3352a2d84baad52d375a4cad2eb9b7ce0b"
+      sha256: "9f47fd3630d76be3ab26f0ee06d213679aa425996925ff3feffdec504931c377"
       url: "https://pub.dev"
     source: hosted
-    version: "1.11.1"
+    version: "1.12.0"
   stream_channel:
     dependency: transitive
     description:
@@ -742,10 +742,10 @@ packages:
     dependency: transitive
     description:
       name: string_scanner
-      sha256: "556692adab6cfa87322a115640c11f13cb77b3f076ddcc5d6ae3c20242bedcde"
+      sha256: "688af5ed3402a4bde5b3a6c15fd768dbf2621a614950b17f04626c431ab3c4c3"
       url: "https://pub.dev"
     source: hosted
-    version: "1.2.0"
+    version: "1.3.0"
   syncfusion_flutter_core:
     dependency: transitive
     description:
@@ -822,10 +822,10 @@ packages:
     dependency: transitive
     description:
       name: test_api
-      sha256: "5b8a98dafc4d5c4c9c72d8b31ab2b23fc13422348d2997120294d3bac86b4ddb"
+      sha256: "664d3a9a64782fcdeb83ce9c6b39e78fd2971d4e37827b9b06c3aa1edc5e760c"
       url: "https://pub.dev"
     source: hosted
-    version: "0.7.2"
+    version: "0.7.3"
   tuple:
     dependency: transitive
     description:
@@ -958,10 +958,10 @@ packages:
     dependency: transitive
     description:
       name: vm_service
-      sha256: "5c5f338a667b4c644744b661f309fb8080bb94b18a7e91ef1dbd343bed00ed6d"
+      sha256: f6be3ed8bd01289b34d679c2b62226f63c0e69f9fd2e50a6b3c1c729a961041b
       url: "https://pub.dev"
     source: hosted
-    version: "14.2.5"
+    version: "14.3.0"
   web:
     dependency: transitive
     description: