diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 3380f4e..f086238 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -55,6 +55,15 @@ jobs:
         cache-from: type=local,src=/tmp/.buildx-cache
         cache-to: type=local,dest=/tmp/.buildx-cache-new
 
+    - name: Copy Docker Compose file via SCP
+      uses: appleboy/scp-action@v0.1.7
+      with:
+        host: ${{ secrets.GCE_HOST }}
+        username: ${{ secrets.GCE_SSH_USER }}
+        key: ${{ secrets.GCE_SSH_KEY }}
+        source: "docker-compose.prod.yml"
+        target: "~/app-path"
+
     - name: Deploy to GCE via SSH
       uses: appleboy/ssh-action@v1.0.0
       with:
@@ -62,6 +71,7 @@ jobs:
         username: ${{ secrets.GCE_SSH_USER }}
         key: ${{ secrets.GCE_SSH_KEY }}
         script: |
+          mkdir -p ~/app-path
           cd ~/app-path
 
           cat << 'EOF' > .env
@@ -70,7 +80,9 @@ jobs:
 
           gcloud auth configure-docker ${{ env.ARTIFACT_REGISTRY }} --quiet
 
-          docker-compose -f docker-compose.prod.yml down
-          docker-compose -f docker-compose.prod.yml pull
-          docker-compose -f docker-compose.prod.yml run --rm -e MODE=prod fastapi alembic upgrade head
-          docker-compose -f docker-compose.prod.yml up -d
\ No newline at end of file
+          docker compose -f docker-compose.prod.yml down
+          docker compose -f docker-compose.prod.yml pull
+          
+          docker compose -f docker-compose.prod.yml run --rm -e MODE=prod fastapi alembic upgrade head
+          
+          docker compose -f docker-compose.prod.yml up -d
\ No newline at end of file
diff --git a/api/v1/auth/auth_router.py b/api/v1/auth/auth_router.py
index dcd9e82..a5efebc 100644
--- a/api/v1/auth/auth_router.py
+++ b/api/v1/auth/auth_router.py
@@ -41,12 +41,12 @@ async def sign_up(request: SignUpRequest, db: AsyncSession = Depends(get_db)):
     print(info.values())
 
     user_dto = UserCreateDTO(
-        **request.model_dump(exclude={"kakao_token"}),
-        **info
+        **{**request.model_dump(exclude={"kakao_token"}), **info}
     )
 
     user = await SignUpUseCase(db).execute(user_dto)
-    token_data = TokenUseCase.generate_tokens(user_id=user.id)
+    token_uc = TokenUseCase()
+    token_data = token_uc.generate_tokens(user_id=user.id)
 
     return created(data=token_data, message="회원가입 성공")
 
diff --git a/api/v1/test/test_router.py b/api/v1/test/test_router.py
index 47aaefa..387b711 100644
--- a/api/v1/test/test_router.py
+++ b/api/v1/test/test_router.py
@@ -41,6 +41,7 @@
 from app.test.dto.request.create_dummy_data_request import CreateDummyDataRequest
 #시험모드 문제 리스트 출력
 from app.test.dto.response.get_certificates_exam_list_response import GetCertificatesExamListResponse
+from app.test.usecase.test_usecase import get_exam_list_by_certificate_id_usecase
 from app.test.usecase.exam_usecase import get_certificates_exam_list_usecase
 from app.test.usecase.exam_usecase import create_exam_usecase
 from app.test.usecase.exam_usecase import get_exam_info_usecase
@@ -171,6 +172,10 @@ async def get_questions_by_exam_id(
     result = await get_questions_by_exam_id_usecase(exam_id, db)
     return ok(data=[item.dict() for item in result], message="문제 목록 조회 성공")
 
+@router.get("/list/{certificate_id}")
+async def get_exam_list(certificate_id: int = Path(...), db: AsyncSession = Depends(get_db)):
+    return await get_exam_list_by_certificate_id_usecase(certificate_id, db)
+
 @router.post("/dummy-data", summary="유형별 Dummy Data 생성 API")
 async def create_dummy_data(
     request: CreateDummyDataRequest,   # ← 여기에 request 추가 필요!
diff --git a/app/review/dto/response/review_note_list_response.py b/app/review/dto/response/review_note_list_response.py
index 28f50c2..7ce9e40 100644
--- a/app/review/dto/response/review_note_list_response.py
+++ b/app/review/dto/response/review_note_list_response.py
@@ -1,4 +1,4 @@
-from typing import List
+from typing import List, Optional
 
 from pydantic import BaseModel
 
@@ -7,5 +7,5 @@
 
 class ReviewNoteListResponseDto(BaseModel):
     category: List[str]
-    selected_category: str
+    selected_category: Optional[str] = None
     exams: List[ExamItemInfo]
\ No newline at end of file
diff --git a/app/test/dto/response/exam_response_dto.py b/app/test/dto/response/exam_response_dto.py
new file mode 100644
index 0000000..87b1464
--- /dev/null
+++ b/app/test/dto/response/exam_response_dto.py
@@ -0,0 +1,14 @@
+from pydantic import BaseModel
+
+class ExamResponseDTO(BaseModel):
+    id: int
+    name: str
+    year: int
+    month: int
+    trial: int | None
+    time: int
+    pass_rate: float | None
+    question_count: int
+
+    class Config:
+        from_attributes = True
\ No newline at end of file
diff --git a/app/test/usecase/test_usecase.py b/app/test/usecase/test_usecase.py
index 2fc4a47..86f867e 100644
--- a/app/test/usecase/test_usecase.py
+++ b/app/test/usecase/test_usecase.py
@@ -1,10 +1,13 @@
-from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy import func
 from sqlalchemy.future import select
 from domain.test.entity.exam import Exam
 from domain.test.entity.question import Question
 from domain.user.entity.user import User
+from app.utils.dto.success import ok
+from sqlalchemy.ext.asyncio import AsyncSession
+from app.test.dto.response.exam_response_dto import ExamResponseDTO
+from domain.test.repository.test_repository import TestRepository
 from exception.client_exception import NotFoundException
-from app.utils.dto.success import created, ok
 
 async def get_test_mode_usecase(
     exam_id: int,
@@ -44,3 +47,31 @@ async def get_test_mode_usecase(
         },
         message="시험 조회 성공"
     )
+
+async def get_exam_list_by_certificate_id_usecase(certificate_id: int, db: AsyncSession):
+    repo = TestRepository(db)
+    exams = await repo.get_exams_by_certificate_id(certificate_id)
+
+    if not exams:
+        raise NotFoundException("해당 자격증에 대한 시험이 존재하지 않습니다.")
+
+    exam_list = []
+
+    for exam in exams:
+        stmt = select(func.count()).where(Question.exam_id == exam.id)
+        result = await db.execute(stmt)
+        question_count = result.scalar_one()
+
+        dto = ExamResponseDTO(
+            id=exam.id,
+            name=exam.name,
+            year=exam.year,
+            month=exam.month,
+            trial=exam.trial,
+            time=exam.time,
+            pass_rate=exam.pass_rate,
+            question_count=question_count
+        )
+        exam_list.append(dto.model_dump())
+
+    return ok(data={"exams": exam_list}, message="시험 리스트 조회 성공")
diff --git a/domain/review/service/review_note_test_service.py b/domain/review/service/review_note_test_service.py
index 53d76af..038e59e 100644
--- a/domain/review/service/review_note_test_service.py
+++ b/domain/review/service/review_note_test_service.py
@@ -69,7 +69,7 @@ async def list_review_notes(
 
         return ReviewNoteListResponseDto(
             category = categories,
-            selected_category = selected,
+            selected_category = selected or "",
             exams = exams
         )
 
diff --git a/domain/test/repository/test_repository.py b/domain/test/repository/test_repository.py
index a415b80..4eb0160 100644
--- a/domain/test/repository/test_repository.py
+++ b/domain/test/repository/test_repository.py
@@ -161,6 +161,11 @@ async def get_question_count_by_exam_id(self, exam_id: int) -> int:
         )
         return result.scalar()
 
+    async def get_exams_by_certificate_id(self, certificate_id: int) -> list[Exam]:
+        stmt = select(Exam).where(Exam.certificate_id == certificate_id)
+        result = await self.db.execute(stmt)
+        return result.scalars().all()
+
     async def get_exams_by_certificate_ids(self, certificate_ids: list[int]) -> list[Exam]:
         result = await self.db.execute(
             select(Exam)
@@ -179,4 +184,5 @@ async def get_exam_by_id(self, exam_id: int) -> Exam | None:
         result = await self.db.execute(
             select(Exam).where(Exam.id == exam_id)
         )
-        return result.scalars().first()
\ No newline at end of file
+        return result.scalars().first()
+
diff --git a/domain/test/service/test_service.py b/domain/test/service/test_service.py
index 7ac3d4e..1947c28 100644
--- a/domain/test/service/test_service.py
+++ b/domain/test/service/test_service.py
@@ -35,10 +35,17 @@ async def check_user_submit(
             if is_correct:
                 correct_count += 1
 
+            raw_list = question.option_explanations or []
+            option_explanations_dict: dict[str, str] = {
+                key: val
+                for item in raw_list
+                for key, val in item.items()
+            }
+
             # 문제별 해설 DTO
             info_list.append(AnswerInfoDto(
                 answer=question.answer,
-                option_explanations=question.option_explanations
+                option_explanations=option_explanations_dict
             ))
 
             # 문제별 사용자 응답 기록
diff --git a/requirements.txt b/requirements.txt
index a422f17..2e91558 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -21,7 +21,6 @@ boto3~=1.38.32
 python-jose[cryptography]~=3.5.0
 requests-oauthlib
 requests~=2.32.3
-starlette>=0.49.1
 
 # test
 pytest