레디스 및 구조 수정중

mcp-server/gemini_client.py

@@ -13,8 +13,11 @@ class GeminiClient:
     """Gemini AI 클라이언트 (ClaudeClient와 동일한 인터페이스)"""
 
     def __init__(self):
-        self.client = genai.Client(api_key=settings.GEMINI_API_KEY)
-        self.model_name = settings.GEMINI_MODEL
+        if not settings.GEMINI_API_KEY:
+            raise ValueError("GEMINI_API_KEY is not set")
+        genai.configure(api_key=settings.GEMINI_API_KEY)
+
+        self.model = genai.GenerativeModel(settings.GEMINI_MODEL)
         self.generate_config = types.GenerateContentConfig(
             max_output_tokens=settings.MAX_TOKENS,
             temperature=settings.TEMPERATURE,
@@ -28,10 +31,13 @@ class GeminiClient:
     ) -> Dict[str, Any]:
         """Gemini를 통한 분석 실행"""
         try:
-            response = await self.client.aio.models.generate_content(
-                model=self.model_name,
-                contents=f"{system_prompt}\n\n{user_message}",
-                config=self.generate_config,
+            model_with_system_prompt = genai.GenerativeModel(
+                model_name=self.model.model_name,
+                system_instruction=system_prompt
+            )
+            response = await model_with_system_prompt.generate_content_async(
+                user_message,
+                generation_config=self.generate_config,
             )
 
             text = response.text if response.text else ""