diff --git a/cmd/mockserver/main.go b/cmd/mockserver/main.go
new file mode 100644
index 0000000..08b8516
--- /dev/null
+++ b/cmd/mockserver/main.go
@@ -0,0 +1,131 @@
+package main
+
+import (
+	"context"
+	"encoding/json"
+	"flag"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"os"
+	"strconv"
+	"strings"
+
+	"gcy_hpc_server/internal/mockserver"
+	"gcy_hpc_server/internal/model"
+	"gcy_hpc_server/internal/slurm"
+)
+
+func main() {
+	defaultPort := 8080
+	if v := os.Getenv("MOCK_PORT"); v != "" {
+		if p, err := strconv.Atoi(v); err == nil {
+			defaultPort = p
+		}
+	}
+
+	port := flag.Int("port", defaultPort, "listen port")
+	seed := flag.Bool("seed", true, "inject seed data")
+	flag.Parse()
+
+	srv, err := mockserver.New(mockserver.WithPort(*port))
+	if err != nil {
+		log.Fatalf("failed to create server: %v", err)
+	}
+
+	if *seed {
+		injectSeedData(srv)
+	}
+
+	if err := srv.Run(); err != nil {
+		log.Fatalf("server error: %v", err)
+	}
+}
+
+func injectSeedData(srv *mockserver.Server) {
+	client := srv.MockSlurmHTTPClient()
+	baseURL := srv.MockSlurmURL()
+
+	type jobDef struct {
+		name      string
+		partition string
+		states    []string
+	}
+
+	jobs := []jobDef{
+		{"gpu-training-job", "gpu", nil},
+		{"data-processing", "normal", []string{"RUNNING"}},
+		{"benchmark-test", "normal", []string{"RUNNING"}},
+		{"model-evaluation", "gpu", []string{"RUNNING", "COMPLETED"}},
+		{"failed-script", "normal", []string{"RUNNING", "FAILED"}},
+		{"cancelled-job", "gpu", []string{"RUNNING", "CANCELLED"}},
+	}
+
+	mockSlurm := srv.MockSlurm()
+	for _, j := range jobs {
+		id, err := submitJob(client, baseURL, j.name, j.partition)
+		if err != nil {
+			log.Printf("warning: failed to submit job %q: %v", j.name, err)
+			continue
+		}
+		for _, state := range j.states {
+			mockSlurm.SetJobState(id, state)
+		}
+	}
+
+	appSvc := srv.ApplicationService()
+	ctx := context.Background()
+
+	apps := []model.CreateApplicationRequest{
+		{
+			Name:           "图像分类训练",
+			Description:    "基于ResNet的图像分类模型训练",
+			ScriptTemplate: "#!/bin/bash\n#SBATCH --job-name={{.Name}}\necho 'Running {{.Name}}'",
+		},
+		{
+			Name:           "数据处理流水线",
+			Description:    "ETL数据处理脚本",
+			ScriptTemplate: "#!/bin/bash\necho 'Processing data'",
+		},
+	}
+	for _, app := range apps {
+		if _, err := appSvc.CreateApplication(ctx, &app); err != nil {
+			log.Printf("warning: failed to create application %q: %v", app.Name, err)
+		}
+	}
+
+	log.Println("Seeded 6 jobs (1 PENDING, 2 RUNNING, 1 COMPLETED, 1 FAILED, 1 CANCELLED) and 2 applications")
+}
+
+func submitJob(client *http.Client, baseURL, name, partition string) (int32, error) {
+	body := fmt.Sprintf(
+		`{"script":"#!/bin/bash\necho %s","job":{"name":"%s","partition":"%s"}}`,
+		name, name, partition,
+	)
+	req, err := http.NewRequest("POST", baseURL+"/slurm/v0.0.40/job/submit", strings.NewReader(body))
+	if err != nil {
+		return 0, fmt.Errorf("create request: %w", err)
+	}
+	req.Header.Set("Content-Type", "application/json")
+
+	resp, err := client.Do(req)
+	if err != nil {
+		return 0, fmt.Errorf("do request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		b, _ := io.ReadAll(resp.Body)
+		return 0, fmt.Errorf("unexpected status %d: %s", resp.StatusCode, b)
+	}
+
+	var result slurm.OpenapiJobSubmitResponse
+	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
+		return 0, fmt.Errorf("decode response: %w", err)
+	}
+	if result.JobID == nil {
+		return 0, fmt.Errorf("no job_id in response")
+	}
+	return *result.JobID, nil
+}
diff --git a/internal/mockserver/server.go b/internal/mockserver/server.go
new file mode 100644
index 0000000..9db22e3
--- /dev/null
+++ b/internal/mockserver/server.go
@@ -0,0 +1,242 @@
+package mockserver
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"os/signal"
+	"syscall"
+	"time"
+
+	"gcy_hpc_server/internal/config"
+	"gcy_hpc_server/internal/handler"
+	"gcy_hpc_server/internal/model"
+	"gcy_hpc_server/internal/server"
+	"gcy_hpc_server/internal/service"
+	"gcy_hpc_server/internal/slurm"
+	"gcy_hpc_server/internal/store"
+	"gcy_hpc_server/internal/testutil/mockminio"
+	"gcy_hpc_server/internal/testutil/mockslurm"
+
+	"go.uber.org/zap"
+	"gorm.io/driver/sqlite"
+	"gorm.io/gorm"
+)
+
+type serverConfig struct {
+	port int
+}
+
+// Option configures a Server during construction.
+type Option func(*serverConfig)
+
+// WithPort sets the listen port (default 8080).
+func WithPort(port int) Option {
+	return func(c *serverConfig) { c.port = port }
+}
+
+// Server is a standalone mock server that wires all dependencies using
+// in-memory SQLite, MockSlurm, and MockMinIO — suitable for integration
+// testing or development without external infrastructure.
+type Server struct {
+	httpServer   *http.Server
+	mockSlurmSrv *httptest.Server
+	mockSlurm    *mockslurm.MockSlurm
+	db           *gorm.DB
+	workDir      string
+	logger       *zap.Logger
+
+	taskSvc *service.TaskService
+	appSvc  *service.ApplicationService
+}
+
+// New creates a fully wired mock server. All dependencies are initialized
+// in-memory. Call Close() to release resources, or Run() to start serving.
+func New(opts ...Option) (*Server, error) {
+	cfg := &serverConfig{port: 8080}
+	for _, o := range opts {
+		o(cfg)
+	}
+
+	// 1. Logger
+	logger := zap.NewExample()
+
+	// 2. SQLite in-memory DB + AutoMigrate
+	dbName := fmt.Sprintf("file:mockserver-%d?mode=memory&cache=shared", time.Now().UnixNano())
+	db, err := gorm.Open(sqlite.Open(dbName), &gorm.Config{})
+	if err != nil {
+		return nil, fmt.Errorf("open sqlite: %w", err)
+	}
+	sqlDB, err := db.DB()
+	if err != nil {
+		return nil, fmt.Errorf("get underlying sql.DB: %w", err)
+	}
+	sqlDB.SetMaxOpenConns(1)
+	if err := db.AutoMigrate(
+		&model.Application{},
+		&model.FileBlob{},
+		&model.File{},
+		&model.Folder{},
+		&model.UploadSession{},
+		&model.UploadChunk{},
+		&model.Task{},
+	); err != nil {
+		return nil, fmt.Errorf("auto-migrate: %w", err)
+	}
+
+	// 3. Temp work directory
+	workDir, err := os.MkdirTemp("", "mockserver-*")
+	if err != nil {
+		return nil, fmt.Errorf("create temp dir: %w", err)
+	}
+
+	// 4. MockSlurm
+	mockSlurmSrv, mockSlurm := mockslurm.NewMockSlurmServer()
+
+	// 5. MockMinIO
+	mockMinIO := mockminio.NewInMemoryStorage()
+
+	// 6. Stores
+	appStore := store.NewApplicationStore(db)
+	taskStore := store.NewTaskStore(db)
+	fileStore := store.NewFileStore(db)
+	blobStore := store.NewBlobStore(db)
+	uploadStore := store.NewUploadStore(db)
+	folderStore := store.NewFolderStore(db)
+
+	// 7. Slurm client
+	slurmClient, err := slurm.NewClientWithOpts(mockSlurmSrv.URL, slurm.WithHTTPClient(mockSlurmSrv.Client()))
+	if err != nil {
+		os.RemoveAll(workDir)
+		mockSlurmSrv.Close()
+		return nil, fmt.Errorf("create slurm client: %w", err)
+	}
+
+	// 8. MinioConfig
+	minioCfg := config.MinioConfig{
+		Bucket:       "files",
+		ChunkSize:    16 << 20,
+		MaxFileSize:  50 << 30,
+		MinChunkSize: 5 << 20,
+		SessionTTL:   48,
+	}
+
+	// 9. Services (dependency order)
+	jobSvc := service.NewJobService(slurmClient, logger)
+	clusterSvc := service.NewClusterService(slurmClient, logger)
+	folderSvc := service.NewFolderService(folderStore, fileStore, logger)
+	stagingSvc := service.NewFileStagingService(fileStore, blobStore, mockMinIO, minioCfg.Bucket, logger)
+	taskSvc := service.NewTaskService(taskStore, appStore, fileStore, blobStore, stagingSvc, jobSvc, workDir, logger)
+	appSvc := service.NewApplicationService(appStore, jobSvc, workDir, logger)
+	uploadSvc := service.NewUploadService(mockMinIO, blobStore, fileStore, uploadStore, minioCfg, db, logger)
+	fileSvc := service.NewFileService(mockMinIO, blobStore, fileStore, folderStore, minioCfg.Bucket, db, logger)
+
+	// 10. Handlers
+	jobH := handler.NewJobHandler(jobSvc, logger)
+	clusterH := handler.NewClusterHandler(clusterSvc, logger)
+	appH := handler.NewApplicationHandler(appSvc, logger)
+	uploadH := handler.NewUploadHandler(uploadSvc, logger)
+	fileH := handler.NewFileHandler(fileSvc, logger)
+	folderH := handler.NewFolderHandler(folderSvc, logger)
+	taskH := handler.NewTaskHandler(taskSvc, logger)
+
+	// 11. Router
+	router := server.NewRouter(jobH, clusterH, appH, uploadH, fileH, folderH, taskH, logger)
+
+	// 12. HTTP server
+	httpServer := &http.Server{
+		Addr:    fmt.Sprintf(":%d", cfg.port),
+		Handler: router,
+	}
+
+	return &Server{
+		httpServer:   httpServer,
+		mockSlurmSrv: mockSlurmSrv,
+		mockSlurm:    mockSlurm,
+		db:           db,
+		workDir:      workDir,
+		logger:       logger,
+		taskSvc:      taskSvc,
+		appSvc:       appSvc,
+	}, nil
+}
+
+// Close releases all resources: HTTP server, mock slurm, database, temp directory.
+func (s *Server) Close() error {
+	var errs []error
+
+	if s.taskSvc != nil {
+		s.taskSvc.StopProcessor()
+	}
+
+	if s.httpServer != nil {
+		ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
+		defer cancel()
+		if err := s.httpServer.Shutdown(ctx); err != nil && err != http.ErrServerClosed {
+			errs = append(errs, fmt.Errorf("shutdown http server: %w", err))
+		}
+	}
+
+	if s.mockSlurmSrv != nil {
+		s.mockSlurmSrv.Close()
+	}
+
+	if s.db != nil {
+		sqlDB, err := s.db.DB()
+		if err != nil {
+			errs = append(errs, fmt.Errorf("get underlying sql.DB: %w", err))
+		} else if err := sqlDB.Close(); err != nil {
+			errs = append(errs, fmt.Errorf("close database: %w", err))
+		}
+	}
+
+	if s.workDir != "" {
+		if err := os.RemoveAll(s.workDir); err != nil {
+			errs = append(errs, fmt.Errorf("remove work dir: %w", err))
+		}
+	}
+
+	return errors.Join(errs...)
+}
+
+// Run starts the HTTP server and blocks until a shutdown signal (SIGINT/SIGTERM)
+// or a server error occurs.
+func (s *Server) Run() error {
+	errCh := make(chan error, 1)
+	go func() {
+		s.logger.Info("starting server", zap.String("addr", s.httpServer.Addr))
+		if err := s.httpServer.ListenAndServe(); err != nil && err != http.ErrServerClosed {
+			errCh <- fmt.Errorf("server listen: %w", err)
+		}
+	}()
+
+	quit := make(chan os.Signal, 1)
+	signal.Notify(quit, syscall.SIGINT, syscall.SIGTERM)
+
+	select {
+	case err := <-errCh:
+		s.logger.Error("server exited unexpectedly", zap.Error(err))
+		_ = s.Close()
+		return err
+	case sig := <-quit:
+		s.logger.Info("received shutdown signal", zap.String("signal", sig.String()))
+	}
+
+	s.logger.Info("shutting down server...")
+	return s.Close()
+}
+
+// MockSlurm returns the MockSlurm controller for configuring slurm responses.
+func (s *Server) MockSlurm() *mockslurm.MockSlurm { return s.mockSlurm }
+
+// MockSlurmURL returns the URL of the mock slurm HTTP server.
+func (s *Server) MockSlurmURL() string { return s.mockSlurmSrv.URL }
+
+// MockSlurmHTTPClient returns the HTTP client wired to the mock slurm server.
+func (s *Server) MockSlurmHTTPClient() *http.Client { return s.mockSlurmSrv.Client() }
+
+// ApplicationService returns the wired ApplicationService.
+func (s *Server) ApplicationService() *service.ApplicationService { return s.appSvc }