diff --git a/.gitignore b/.gitignore
index 5928732..2fefd1d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,7 +17,9 @@
 /data/
 /logs/
 /.e2e-data/
+/.tmp/
 /release/
+/samples/python-task/.venv/
 
 # Editors and operating system files
 /.idea/
diff --git a/backend/src/api.rs b/backend/src/api.rs
index 5ffe169..6ff8a2c 100644
--- a/backend/src/api.rs
+++ b/backend/src/api.rs
@@ -1,6 +1,6 @@
 use axum::{
     Json, Router,
-    extract::State,
+    extract::{DefaultBodyLimit, State},
     http::{HeaderValue, Method, header},
     middleware,
     response::IntoResponse,
@@ -31,8 +31,9 @@ use crate::{
     state::AppState,
     tasks::{
         model::{
-            ConcurrencyPolicy, CreateTaskRequest, HttpMethod, RetryPolicy, TaskAction,
-            TaskActionType, TaskListResponse, TaskResponse, UpdateTaskRequest,
+            ConcurrencyPolicy, CreateTaskRequest, HttpMethod, RetryPolicy, ScheduledTaskResponse,
+            TaskAction, TaskActionType, TaskListResponse, TaskResponse, TaskStatsResponse,
+            UpdateTaskRequest,
         },
         routes::{
             __path_create_task, __path_delete_task, __path_disable_task, __path_enable_task,
@@ -162,6 +163,47 @@ pub async fn list_directories(
         })
 }
 
+#[utoipa::path(
+    get,
+    path = "/api/v1/stats",
+    tag = "tasks",
+    responses((status = 200, description = "Dashboard counters", body = TaskStatsResponse))
+)]
+pub async fn task_stats(State(state): State<AppState>) -> ApiResult<Json<TaskStatsResponse>> {
+    let counts = crate::tasks::repository::counts(&state.pool).await?;
+    Ok(Json(TaskStatsResponse {
+        total: counts.total,
+        enabled: counts.enabled,
+        running: u64::try_from(state.executor.running_count()).unwrap_or_default(),
+        script: counts.script,
+        http: counts.http,
+        process: counts.process,
+    }))
+}
+
+#[utoipa::path(
+    get,
+    path = "/api/v1/schedule",
+    tag = "tasks",
+    responses(
+        (status = 200, description = "Next trigger time per enabled task", body = Vec<ScheduledTaskResponse>)
+    )
+)]
+pub async fn list_schedule(
+    State(state): State<AppState>,
+) -> ApiResult<Json<Vec<ScheduledTaskResponse>>> {
+    let tasks = crate::tasks::repository::list_enabled_tasks(&state.pool).await?;
+    Ok(Json(
+        tasks
+            .into_iter()
+            .map(|task| ScheduledTaskResponse {
+                next_run_at: state.scheduler.next_run_at(&task.id),
+                task_id: task.id,
+            })
+            .collect(),
+    ))
+}
+
 #[derive(OpenApi)]
 #[openapi(
     info(
@@ -175,6 +217,8 @@ pub async fn list_directories(
         preview_cron,
         probe_python_venv,
         list_directories,
+        task_stats,
+        list_schedule,
         list_tasks,
         create_task,
         get_task,
@@ -202,6 +246,8 @@ pub async fn list_directories(
         InterpreterKind,
         DirectoryEntry,
         DirectoryListingResponse,
+        TaskStatsResponse,
+        ScheduledTaskResponse,
         ErrorResponse,
         TaskActionType,
         HttpMethod,
@@ -252,10 +298,14 @@ pub fn router(state: AppState) -> Router {
             axum::routing::post(probe_python_venv),
         )
         .route("/api/v1/system/directories", get(list_directories))
+        .route("/api/v1/stats", get(task_stats))
+        .route("/api/v1/schedule", get(list_schedule))
         .route("/api/v1/openapi.json", get(openapi_json))
         .merge(crate::tasks::routes::router())
         .merge(crate::runs::routes::router())
         .route("/api/{*path}", any(api_not_found))
+        // 本地工具也不需要接受超大请求体；任务载荷与日志上传都用不到 2 MiB 以上。
+        .layer(DefaultBodyLimit::max(2 * 1024 * 1024))
         .layer(cors)
         .route_layer(middleware::from_fn_with_state(
             state.clone(),
diff --git a/backend/src/database.rs b/backend/src/database.rs
index a54549a..29e6166 100644
--- a/backend/src/database.rs
+++ b/backend/src/database.rs
@@ -1,20 +1,27 @@
-use std::{error::Error, str::FromStr};
+use std::{error::Error, str::FromStr, time::Duration};
 
 use sqlx::{
     SqlitePool,
     migrate::MigrateError,
-    sqlite::{SqliteConnectOptions, SqlitePoolOptions},
+    sqlite::{SqliteConnectOptions, SqliteJournalMode, SqlitePoolOptions, SqliteSynchronous},
 };
 
 pub async fn connect(database_url: &str) -> Result<SqlitePool, Box<dyn Error>> {
-    let options = SqliteConnectOptions::from_str(database_url)?
+    let in_memory = database_url.contains(":memory:");
+    let mut options = SqliteConnectOptions::from_str(database_url)?
         .create_if_missing(true)
-        .foreign_keys(true);
-    let max_connections = if database_url == "sqlite::memory:" {
-        1
-    } else {
-        5
-    };
+        .foreign_keys(true)
+        .busy_timeout(Duration::from_secs(5));
+
+    // 运行日志和状态写入与前端查询会并发访问同一个库；WAL 允许读写并行，
+    // busy_timeout 则避免瞬时冲突直接返回 "database is locked"。
+    if !in_memory {
+        options = options
+            .journal_mode(SqliteJournalMode::Wal)
+            .synchronous(SqliteSynchronous::Normal);
+    }
+
+    let max_connections = if in_memory { 1 } else { 5 };
     let pool = SqlitePoolOptions::new()
         .max_connections(max_connections)
         .connect_with(options)
diff --git a/backend/src/python_env.rs b/backend/src/python_env.rs
index e4371b7..c9a2617 100644
--- a/backend/src/python_env.rs
+++ b/backend/src/python_env.rs
@@ -79,7 +79,7 @@ pub fn prepare_script_environment(
                 .to_string_lossy()
                 .into_owned(),
         );
-        environment.insert("PYTHONUNBUFFERED".to_owned(), "1".to_owned());
+        apply_stdio_defaults(&mut environment);
         return Ok(PreparedPython {
             interpreter: python,
             virtual_env: Some(venv.clone()),
@@ -93,7 +93,7 @@ pub fn prepare_script_environment(
         });
     }
 
-    environment.insert("PYTHONUNBUFFERED".to_owned(), "1".to_owned());
+    apply_stdio_defaults(&mut environment);
     Ok(PreparedPython {
         interpreter: interpreter_path,
         virtual_env: None,
@@ -102,6 +102,17 @@ pub fn prepare_script_environment(
     })
 }
 
+/// Python 的标准流默认跟随系统代码页（简体中文为 GBK），一旦打印 emoji 或生僻字符
+/// 就会 `UnicodeEncodeError` 直接失败。这里默认改用 UTF-8，日志侧本来就优先按 UTF-8 解码。
+/// 用户在任务里显式设置的 `PYTHONIOENCODING` 仍然优先。
+fn apply_stdio_defaults(environment: &mut BTreeMap<String, String>) {
+    // 实时日志依赖标准流不缓冲，这一项始终强制。
+    environment.insert("PYTHONUNBUFFERED".to_owned(), "1".to_owned());
+    environment
+        .entry("PYTHONIOENCODING".to_owned())
+        .or_insert_with(|| "utf-8".to_owned());
+}
+
 /// 虚拟环境的来源，用于在界面上说明"为什么"关联到了这个环境。
 #[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, ToSchema)]
 #[serde(rename_all = "snake_case")]
@@ -630,6 +641,48 @@ mod tests {
         assert!(prepared.remove_environment.contains(&"VIRTUAL_ENV_PROMPT"));
     }
 
+    #[test]
+    fn injects_utf8_stdio_for_python_tasks() {
+        let temp = TempDir::new().unwrap();
+
+        let prepared = prepare_script_environment(
+            temp.path().to_str().unwrap(),
+            "python.exe",
+            None,
+            &BTreeMap::new(),
+        )
+        .unwrap();
+
+        assert_eq!(
+            prepared.environment.get("PYTHONIOENCODING"),
+            Some(&"utf-8".to_owned())
+        );
+        assert_eq!(
+            prepared.environment.get("PYTHONUNBUFFERED"),
+            Some(&"1".to_owned())
+        );
+    }
+
+    #[test]
+    fn keeps_user_pythonioencoding_override() {
+        let temp = TempDir::new().unwrap();
+        let mut user_env = BTreeMap::new();
+        user_env.insert("PYTHONIOENCODING".to_owned(), "gbk".to_owned());
+
+        let prepared = prepare_script_environment(
+            temp.path().to_str().unwrap(),
+            "python.exe",
+            None,
+            &user_env,
+        )
+        .unwrap();
+
+        assert_eq!(
+            prepared.environment.get("PYTHONIOENCODING"),
+            Some(&"gbk".to_owned())
+        );
+    }
+
     fn probe(working_dir: &str, interpreter: &str, venv: Option<&str>) -> VenvProbeResponse {
         probe_venv(&VenvProbeRequest {
             working_dir: working_dir.to_owned(),
diff --git a/backend/src/runs/executor.rs b/backend/src/runs/executor.rs
index a0dc92f..4c6cf83 100644
--- a/backend/src/runs/executor.rs
+++ b/backend/src/runs/executor.rs
@@ -16,7 +16,7 @@ use reqwest::Method;
 use serde::Serialize;
 use sqlx::SqlitePool;
 use tokio::{
-    io::{AsyncBufReadExt, AsyncRead, AsyncWriteExt, BufReader},
+    io::{AsyncBufRead, AsyncBufReadExt, AsyncRead, AsyncWriteExt, BufReader},
     process::{Child, Command},
     sync::{Mutex as AsyncMutex, broadcast},
     time::{Duration, sleep, timeout},
@@ -35,6 +35,7 @@ use crate::{
 };
 
 const MAX_LOG_BYTES: u64 = 5 * 1024 * 1024;
+const MAX_LOG_LINE_BYTES: usize = 256 * 1024;
 const MAX_HTTP_LOG_BODY_BYTES: usize = 64 * 1024;
 const TERMINATION_WAIT_SECS: u64 = 5;
 const CREATE_NO_WINDOW: u32 = 0x0800_0000;
@@ -255,7 +256,7 @@ impl TaskExecutor {
         let run = match repository::create_queued(&self.inner.pool, &task.id, trigger).await {
             Ok(run) => run,
             Err(error) => {
-                lock_running(&self.inner.running).remove(&task.id);
+                remove_running_if(&self.inner.running, &task.id, None);
                 return Err(error);
             }
         };
@@ -301,6 +302,11 @@ impl TaskExecutor {
         self.inner.events.subscribe()
     }
 
+    /// 当前正在执行的任务数量（用于统计接口）。
+    pub fn running_count(&self) -> usize {
+        lock_running(&self.inner.running).len()
+    }
+
     pub fn log_path(&self, task_id: &str, run_id: i64) -> PathBuf {
         self.inner
             .logs_dir
@@ -320,18 +326,44 @@ impl TaskExecutor {
         let _guard = self.inner.cleanup_lock.lock().await;
         let logs_dir = self.inner.logs_dir.clone();
         let config = self.inner.log_config.clone();
-        tokio::task::spawn_blocking(move || cleanup_logs_sync(&logs_dir, &config))
+        let active = self.active_log_paths();
+        tokio::task::spawn_blocking(move || cleanup_logs_sync(&logs_dir, &config, &active))
             .await
             .map_err(std::io::Error::other)?
     }
 
+    fn active_log_paths(&self) -> std::collections::HashSet<PathBuf> {
+        lock_running(&self.inner.running)
+            .iter()
+            .filter_map(|(task_id, handle)| {
+                handle.run_id.map(|run_id| {
+                    self.inner
+                        .logs_dir
+                        .join(task_id)
+                        .join(format!("{run_id}.log"))
+                })
+            })
+            .collect()
+    }
+
     async fn execute_run(&self, task: TaskResponse, run_id: i64, cancellation: CancellationToken) {
         let started_at = Utc::now();
         let started = Instant::now();
-        if let Err(error) = repository::mark_running(&self.inner.pool, run_id, started_at).await {
-            tracing::error!(run_id, error = %error, "failed to mark task run as running");
-            lock_running(&self.inner.running).remove(&task.id);
-            return;
+        match repository::mark_running(&self.inner.pool, run_id, started_at).await {
+            Ok(true) => {}
+            Ok(false) => {
+                tracing::warn!(
+                    run_id,
+                    "run row disappeared before it could be marked running"
+                );
+                remove_running_if(&self.inner.running, &task.id, Some(run_id));
+                return;
+            }
+            Err(error) => {
+                tracing::error!(run_id, error = %error, "failed to mark task run as running");
+                remove_running_if(&self.inner.running, &task.id, Some(run_id));
+                return;
+            }
         }
         self.emit_run_by_id(run_id).await;
 
@@ -339,7 +371,7 @@ impl TaskExecutor {
         let finished_at = Utc::now();
         let duration_ms = u64::try_from(started.elapsed().as_millis()).unwrap_or(u64::MAX);
 
-        if let Err(error) = repository::complete(
+        match repository::complete(
             &self.inner.pool,
             run_id,
             outcome.status,
@@ -350,11 +382,19 @@ impl TaskExecutor {
         )
         .await
         {
-            tracing::error!(run_id, error = %error, "failed to complete task run");
+            Ok(true) => {}
+            Ok(false) => {
+                tracing::warn!(
+                    run_id,
+                    "run row disappeared before completion could be recorded"
+                );
+            }
+            Err(error) => tracing::error!(run_id, error = %error, "failed to complete task run"),
         }
 
         self.emit_run_by_id(run_id).await;
-        lock_running(&self.inner.running).remove(&task.id);
+        // 只清理属于自己的句柄：取消后立刻重跑时，旧 run 收尾不能删掉新 run 的闸门。
+        remove_running_if(&self.inner.running, &task.id, Some(run_id));
         if let Err(error) = self.cleanup_logs().await {
             tracing::warn!(%error, "failed to clean task logs");
         }
@@ -852,6 +892,21 @@ fn lock_running(
         .unwrap_or_else(|poisoned| poisoned.into_inner())
 }
 
+/// 只在句柄仍属于指定 run 时移除；`None` 表示"刚插入、还没拿到 run id"的占位句柄。
+fn remove_running_if(
+    running: &Mutex<HashMap<String, RunningHandle>>,
+    task_id: &str,
+    run_id: Option<i64>,
+) {
+    let mut running = lock_running(running);
+    if running
+        .get(task_id)
+        .is_some_and(|handle| handle.run_id == run_id)
+    {
+        running.remove(task_id);
+    }
+}
+
 fn spawn_log_reader<R>(
     reader: R,
     stream: &'static str,
@@ -864,12 +919,17 @@ where
         let mut reader = BufReader::new(reader);
         let mut line = Vec::new();
         loop {
-            line.clear();
-            match reader.read_until(b'\n', &mut line).await {
-                Ok(0) => break,
-                Ok(_) => {
+            match read_line_capped(&mut reader, &mut line, MAX_LOG_LINE_BYTES).await {
+                Ok((0, _)) => break,
+                Ok((_, truncated)) => {
                     let text = sink.decode_output(&line);
-                    sink.append(&format!("[{stream}] {text}")).await;
+                    let mut payload = format!("[{stream}] {text}");
+                    if truncated {
+                        payload.push_str(&format!(
+                            "\n[system] 单行输出超过 {MAX_LOG_LINE_BYTES} 字节，已截断\n"
+                        ));
+                    }
+                    sink.append(&payload).await;
                 }
                 Err(error) => {
                     tracing::warn!(stream, %error, "failed to read task output");
@@ -880,6 +940,38 @@ where
     })
 }
 
+/// 读取一行，最多保留 `max` 字节。超出上限时丢弃剩余部分但继续读到换行，
+/// 既保住内存上限，也不会让后续输出错位。
+async fn read_line_capped<R>(
+    reader: &mut R,
+    buffer: &mut Vec<u8>,
+    max: usize,
+) -> std::io::Result<(usize, bool)>
+where
+    R: AsyncBufRead + Unpin,
+{
+    buffer.clear();
+    let mut truncated = false;
+    loop {
+        let chunk = reader.fill_buf().await?;
+        if chunk.is_empty() {
+            return Ok((buffer.len(), truncated));
+        }
+        let newline = chunk.iter().position(|byte| *byte == b'\n');
+        let take = newline.map_or(chunk.len(), |index| index + 1);
+        let remaining = max.saturating_sub(buffer.len());
+        let copied = take.min(remaining);
+        buffer.extend_from_slice(&chunk[..copied]);
+        if copied < take {
+            truncated = true;
+        }
+        reader.consume(take);
+        if newline.is_some() {
+            return Ok((buffer.len(), truncated));
+        }
+    }
+}
+
 async fn wait_after_termination(child: &mut Child) {
     if timeout(Duration::from_secs(TERMINATION_WAIT_SECS), child.wait())
         .await
@@ -935,13 +1027,19 @@ fn failed_outcome(message: impl Into<String>) -> ScriptOutcome {
     }
 }
 
-fn cleanup_logs_sync(root: &Path, config: &LogRetentionConfig) -> std::io::Result<()> {
+fn cleanup_logs_sync(
+    root: &Path,
+    config: &LogRetentionConfig,
+    active: &std::collections::HashSet<PathBuf>,
+) -> std::io::Result<()> {
     if !root.exists() {
         return Ok(());
     }
 
     let mut files = Vec::new();
     collect_log_files(root, &mut files)?;
+    // 正在写入的日志不参与保留期/容量清理。
+    files.retain(|(path, _)| !active.contains(path));
     let retention = Duration::from_secs(config.retention_days.saturating_mul(86_400));
     let cutoff = SystemTime::now().checked_sub(retention);
 
@@ -1104,6 +1202,7 @@ mod tests {
                 retention_days: 30,
                 max_total_bytes: 10,
             },
+            &std::collections::HashSet::new(),
         )
         .unwrap();
         let total = std::fs::read_dir(temp.path())
@@ -1112,4 +1211,66 @@ mod tests {
             .sum::<u64>();
         assert!(total <= 10);
     }
+
+    #[test]
+    fn cleanup_skips_logs_of_running_tasks() {
+        let temp = tempfile::TempDir::new().unwrap();
+        let active = temp.path().join("active.log");
+        std::fs::write(&active, vec![b'x'; 32]).unwrap();
+        std::thread::sleep(std::time::Duration::from_millis(5));
+        let stale = temp.path().join("stale.log");
+        std::fs::write(&stale, vec![b'x'; 32]).unwrap();
+
+        let mut protected = std::collections::HashSet::new();
+        protected.insert(active.clone());
+        cleanup_logs_sync(
+            temp.path(),
+            &LogRetentionConfig {
+                retention_days: 0,
+                max_total_bytes: 1,
+            },
+            &protected,
+        )
+        .unwrap();
+
+        assert!(active.exists(), "active log must survive cleanup");
+        assert!(!stale.exists(), "stale log should be removed");
+    }
+
+    #[tokio::test]
+    async fn capped_line_reader_truncates_but_keeps_reading() {
+        let payload = [b'a'; 64];
+        let mut reader = BufReader::new(&payload[..]);
+        let mut buffer = Vec::new();
+
+        let (bytes, truncated) = read_line_capped(&mut reader, &mut buffer, 16)
+            .await
+            .unwrap();
+
+        assert_eq!(bytes, 16);
+        assert!(truncated);
+
+        let (next, next_truncated) = read_line_capped(&mut reader, &mut buffer, 16)
+            .await
+            .unwrap();
+        assert_eq!(next, 0);
+        assert!(!next_truncated);
+    }
+
+    #[test]
+    fn removes_only_the_matching_run_handle() {
+        let running = Mutex::new(HashMap::from([(
+            "task".to_owned(),
+            RunningHandle {
+                run_id: Some(2),
+                cancellation: CancellationToken::new(),
+            },
+        )]));
+
+        remove_running_if(&running, "task", Some(1));
+        assert!(lock_running(&running).contains_key("task"));
+
+        remove_running_if(&running, "task", Some(2));
+        assert!(!lock_running(&running).contains_key("task"));
+    }
 }
diff --git a/backend/src/runs/repository.rs b/backend/src/runs/repository.rs
index 37e7b87..b305a8f 100644
--- a/backend/src/runs/repository.rs
+++ b/backend/src/runs/repository.rs
@@ -119,20 +119,22 @@ pub async fn create_skipped(
     })
 }
 
+/// 返回是否真的更新到了运行记录；记录被删除（例如任务被删）时返回 false。
 pub async fn mark_running(
     pool: &SqlitePool,
     run_id: i64,
     started_at: DateTime<Utc>,
-) -> ApiResult<()> {
-    sqlx::query("UPDATE task_runs SET status = ?, started_at = ? WHERE id = ?")
+) -> ApiResult<bool> {
+    let result = sqlx::query("UPDATE task_runs SET status = ?, started_at = ? WHERE id = ?")
         .bind(RunStatus::Running.as_str())
         .bind(started_at)
         .bind(run_id)
         .execute(pool)
         .await?;
-    Ok(())
+    Ok(result.rows_affected() > 0)
 }
 
+/// 返回是否真的更新到了运行记录。
 pub async fn complete(
     pool: &SqlitePool,
     run_id: i64,
@@ -141,8 +143,8 @@ pub async fn complete(
     duration_ms: u64,
     exit_code: Option<i32>,
     error_message: Option<&str>,
-) -> ApiResult<()> {
-    sqlx::query(
+) -> ApiResult<bool> {
+    let result = sqlx::query(
         "UPDATE task_runs SET
             status = ?, finished_at = ?, duration_ms = ?,
             exit_code = ?, error_message = ?
@@ -156,7 +158,22 @@ pub async fn complete(
     .bind(run_id)
     .execute(pool)
     .await?;
-    Ok(())
+    Ok(result.rows_affected() > 0)
+}
+
+/// 启动时收敛上一次进程遗留下来的非终态运行，避免界面永远显示"运行中"。
+pub async fn fail_interrupted_runs(pool: &SqlitePool) -> ApiResult<u64> {
+    let result = sqlx::query(
+        "UPDATE task_runs SET status = ?, finished_at = ?, error_message = ?
+         WHERE status IN ('queued', 'running')",
+    )
+    .bind(RunStatus::Cancelled.as_str())
+    .bind(Utc::now())
+    .bind("TaskPilot 进程重启，运行被中断")
+    .execute(pool)
+    .await?;
+
+    Ok(result.rows_affected())
 }
 
 pub async fn get(pool: &SqlitePool, run_id: i64) -> ApiResult<Option<TaskRunResponse>> {
diff --git a/backend/src/scheduler.rs b/backend/src/scheduler.rs
index aac870a..05489a8 100644
--- a/backend/src/scheduler.rs
+++ b/backend/src/scheduler.rs
@@ -14,18 +14,23 @@ use tokio_util::sync::CancellationToken;
 use crate::{
     error::ApiResult,
     runs::{executor::TaskExecutor, model::RunTrigger},
-    tasks::{model::TaskAction, model::TaskResponse, repository},
+    tasks::{model::TaskResponse, repository},
 };
 
 struct ScheduledTask {
     cancellation: CancellationToken,
-    handle: JoinHandle<()>,
+    /// 只用来持有任务；取消时通过令牌让循环自行退出，不直接 abort。
+    /// 字段以下划线开头是因为它只承担"保持任务存活"的作用。
+    _handle: JoinHandle<()>,
 }
 
+type NextRuns = Arc<Mutex<HashMap<String, DateTime<Utc>>>>;
+
 struct SchedulerInner {
     executor: TaskExecutor,
     shutdown: CancellationToken,
     jobs: Mutex<HashMap<String, ScheduledTask>>,
+    next_runs: NextRuns,
 }
 
 #[derive(Clone)]
@@ -40,19 +45,22 @@ impl Scheduler {
                 executor,
                 shutdown: CancellationToken::new(),
                 jobs: Mutex::new(HashMap::new()),
+                next_runs: Arc::new(Mutex::new(HashMap::new())),
             }),
         };
 
-        for task in repository::list_enabled_script_tasks(&pool).await? {
+        for task in repository::list_enabled_tasks(&pool).await? {
             scheduler.refresh(task);
         }
 
         Ok(scheduler)
     }
 
+    /// 重新注册任务：停用会取消调度，启用则按 cron 新建循环。
+    /// 三类 Action 都参与调度，执行器本身负责区分脚本、HTTP 与进程。
     pub fn refresh(&self, task: TaskResponse) {
         self.cancel(&task.id);
-        if !task.enabled || !matches!(task.action, TaskAction::Script { .. }) {
+        if !task.enabled {
             return;
         }
 
@@ -61,38 +69,52 @@ impl Scheduler {
         let executor = self.inner.executor.clone();
         let shutdown = self.inner.shutdown.clone();
         let cancellation_for_loop = cancellation.clone();
+        let next_runs = Arc::clone(&self.inner.next_runs);
         let handle = tokio::spawn(async move {
-            schedule_loop(task_for_loop, executor, cancellation_for_loop, shutdown).await;
+            schedule_loop(
+                task_for_loop,
+                executor,
+                cancellation_for_loop,
+                shutdown,
+                next_runs,
+            )
+            .await;
         });
 
         lock_jobs(&self.inner.jobs).insert(
             task.id,
             ScheduledTask {
                 cancellation,
-                handle,
+                _handle: handle,
             },
         );
     }
 
+    /// 取消注册。循环会在下一个 select 点退出，不会留下半途的 running 记录。
     pub fn cancel(&self, task_id: &str) {
         if let Some(job) = lock_jobs(&self.inner.jobs).remove(task_id) {
             job.cancellation.cancel();
-            job.handle.abort();
         }
+        lock_next_runs(&self.inner.next_runs).remove(task_id);
     }
 
     pub fn is_scheduled(&self, task_id: &str) -> bool {
         lock_jobs(&self.inner.jobs).contains_key(task_id)
     }
 
+    /// 下次触发时间；未注册或刚取消时返回 None。
+    pub fn next_run_at(&self, task_id: &str) -> Option<DateTime<Utc>> {
+        lock_next_runs(&self.inner.next_runs).get(task_id).copied()
+    }
+
     pub fn shutdown(&self) {
         self.inner.shutdown.cancel();
         let mut jobs = lock_jobs(&self.inner.jobs);
         for job in jobs.values() {
             job.cancellation.cancel();
-            job.handle.abort();
         }
         jobs.clear();
+        lock_next_runs(&self.inner.next_runs).clear();
     }
 }
 
@@ -105,7 +127,6 @@ impl Drop for SchedulerInner {
             .unwrap_or_else(|poisoned| poisoned.into_inner());
         for job in jobs.values() {
             job.cancellation.cancel();
-            job.handle.abort();
         }
     }
 }
@@ -115,6 +136,7 @@ async fn schedule_loop(
     executor: TaskExecutor,
     cancellation: CancellationToken,
     shutdown: CancellationToken,
+    next_runs: NextRuns,
 ) {
     loop {
         let now = Utc::now();
@@ -122,14 +144,22 @@ async fn schedule_loop(
             Ok(next) => next,
             Err(error) => {
                 tracing::error!(task_id = %task.id, %error, "cron schedule calculation failed");
+                lock_next_runs(&next_runs).remove(&task.id);
                 return;
             }
         };
+        lock_next_runs(&next_runs).insert(task.id.clone(), next);
         let delay = (next - now).to_std().unwrap_or_default();
 
         tokio::select! {
-            _ = cancellation.cancelled() => return,
-            _ = shutdown.cancelled() => return,
+            _ = cancellation.cancelled() => {
+                lock_next_runs(&next_runs).remove(&task.id);
+                return;
+            }
+            _ = shutdown.cancelled() => {
+                lock_next_runs(&next_runs).remove(&task.id);
+                return;
+            }
             _ = tokio::time::sleep(delay) => {
                 if let Err(error) = executor.trigger(&task, RunTrigger::Schedule).await {
                     tracing::error!(task_id = %task.id, %error, "scheduled task trigger failed");
@@ -156,11 +186,19 @@ fn lock_jobs(
     jobs.lock().unwrap_or_else(|poisoned| poisoned.into_inner())
 }
 
+fn lock_next_runs(
+    next_runs: &Mutex<HashMap<String, DateTime<Utc>>>,
+) -> MutexGuard<'_, HashMap<String, DateTime<Utc>>> {
+    next_runs
+        .lock()
+        .unwrap_or_else(|poisoned| poisoned.into_inner())
+}
+
 #[cfg(test)]
 mod tests {
     use chrono::{TimeZone, Timelike};
 
-    use crate::tasks::model::{ConcurrencyPolicy, RetryPolicy};
+    use crate::tasks::model::{ConcurrencyPolicy, RetryPolicy, TaskAction};
 
     use super::*;
 
diff --git a/backend/src/state.rs b/backend/src/state.rs
index a053042..2c3a38c 100644
--- a/backend/src/state.rs
+++ b/backend/src/state.rs
@@ -33,6 +33,13 @@ impl AppState {
             log_config.max_total_bytes = megabytes.saturating_mul(1024 * 1024);
         }
         let executor = TaskExecutor::new(pool.clone(), logs_dir, log_config);
+        let reconciled = crate::runs::repository::fail_interrupted_runs(&pool).await?;
+        if reconciled > 0 {
+            tracing::warn!(
+                count = reconciled,
+                "marked runs interrupted by the previous shutdown as cancelled"
+            );
+        }
         executor.cleanup_logs().await.map_err(ApiError::internal)?;
         let scheduler = Scheduler::start(pool.clone(), executor.clone()).await?;
 
diff --git a/backend/src/tasks/model.rs b/backend/src/tasks/model.rs
index 5726b63..5d4bbbf 100644
--- a/backend/src/tasks/model.rs
+++ b/backend/src/tasks/model.rs
@@ -176,3 +176,28 @@ pub struct ListTasksQuery {
     pub page: Option<u32>,
     pub page_size: Option<u32>,
 }
+
+/// 仪表盘指标：一次请求拿到全部计数，避免为每个指标各发一次列表查询。
+#[derive(Debug, Serialize, ToSchema)]
+pub struct TaskStatsResponse {
+    /// 任务总数
+    pub total: u64,
+    /// 已启用任务数
+    pub enabled: u64,
+    /// 当前正在执行的任务数
+    pub running: u64,
+    /// 脚本类任务数
+    pub script: u64,
+    /// HTTP 类任务数
+    pub http: u64,
+    /// 进程类任务数
+    pub process: u64,
+}
+
+/// 已注册调度的任务及其下次触发时间。
+#[derive(Debug, Serialize, ToSchema)]
+pub struct ScheduledTaskResponse {
+    pub task_id: String,
+    /// 下次触发时间；调度正在重建时可能为空
+    pub next_run_at: Option<DateTime<Utc>>,
+}
diff --git a/backend/src/tasks/repository.rs b/backend/src/tasks/repository.rs
index b6c1224..6df4a6a 100644
--- a/backend/src/tasks/repository.rs
+++ b/backend/src/tasks/repository.rs
@@ -15,6 +15,38 @@ const TASK_COLUMNS: &str = "
     created_at, updated_at
 ";
 
+#[derive(Debug, Clone, Copy, Default)]
+pub struct TaskCounts {
+    pub total: u64,
+    pub enabled: u64,
+    pub script: u64,
+    pub http: u64,
+    pub process: u64,
+}
+
+/// 单条 SQL 统计全部指标，供仪表盘使用。
+pub async fn counts(pool: &SqlitePool) -> ApiResult<TaskCounts> {
+    let (total, enabled, script, http, process): (i64, i64, i64, i64, i64) = sqlx::query_as(
+        "SELECT
+            COUNT(*),
+            COALESCE(SUM(enabled), 0),
+            COALESCE(SUM(action_type = 'script'), 0),
+            COALESCE(SUM(action_type = 'http'), 0),
+            COALESCE(SUM(action_type = 'process'), 0)
+         FROM tasks",
+    )
+    .fetch_one(pool)
+    .await?;
+
+    Ok(TaskCounts {
+        total: u64::try_from(total).unwrap_or_default(),
+        enabled: u64::try_from(enabled).unwrap_or_default(),
+        script: u64::try_from(script).unwrap_or_default(),
+        http: u64::try_from(http).unwrap_or_default(),
+        process: u64::try_from(process).unwrap_or_default(),
+    })
+}
+
 pub struct ListFilters {
     pub q: Option<String>,
     pub enabled: Option<bool>,
@@ -233,14 +265,15 @@ pub async fn list(pool: &SqlitePool, filters: &ListFilters) -> ApiResult<TaskLis
     })
 }
 
-pub async fn list_enabled_script_tasks(pool: &SqlitePool) -> ApiResult<Vec<TaskResponse>> {
+/// 启动时恢复调度用的列表：所有启用任务都参与调度，不再只限脚本。
+pub async fn list_enabled_tasks(pool: &SqlitePool) -> ApiResult<Vec<TaskResponse>> {
     let rows = sqlx::query_as::<_, TaskRow>(
         "SELECT
             id, name, cron, timezone, enabled, timeout_secs, concurrency_policy,
             retry_max_attempts, retry_delay_secs, action_type, action_json,
             created_at, updated_at
         FROM tasks
-        WHERE enabled = 1 AND action_type = 'script'
+        WHERE enabled = 1
         ORDER BY updated_at DESC, id ASC",
     )
     .fetch_all(pool)
diff --git a/backend/tests/runs.rs b/backend/tests/runs.rs
index ddb6a4a..237a3aa 100644
--- a/backend/tests/runs.rs
+++ b/backend/tests/runs.rs
@@ -573,7 +573,12 @@ async fn overlapping_trigger_is_skipped_and_timeout_kills_process_tree() {
         &working_dir,
         "powershell.exe",
         "-NoProfile",
-        vec!["-File", &script_path.to_string_lossy()],
+        vec![
+            "-ExecutionPolicy",
+            "Bypass",
+            "-File",
+            &script_path.to_string_lossy(),
+        ],
         "0 0 2 * * *",
         1,
     );
@@ -603,7 +608,10 @@ async fn overlapping_trigger_is_skipped_and_timeout_kills_process_tree() {
     assert_eq!(second_run["status"], "skipped");
 
     let completed = wait_for_run(&app.router, first_run_id).await;
-    assert_eq!(completed["status"], "timed_out");
+    assert_eq!(
+        completed["status"], "timed_out",
+        "unexpected run: {completed}"
+    );
     assert!(
         completed["error_message"]
             .as_str()
@@ -821,3 +829,141 @@ async fn long_utf8_log_is_reassembled_across_chunk_boundaries() {
     );
     app.state.shutdown();
 }
+
+#[tokio::test]
+async fn stats_endpoint_aggregates_task_counts() {
+    let app = test_app().await;
+    let working_dir = app._temp_dir.path().to_string_lossy().into_owned();
+    let script = script_task(
+        "stats_script",
+        &working_dir,
+        "cmd.exe",
+        "/C",
+        vec!["exit", "0"],
+        "0 0 2 * * *",
+        5,
+    );
+    let http = http_task("http://127.0.0.1:9/never");
+    for payload in [script.clone(), http.clone()] {
+        let response = send_json(&app.router, Method::POST, "/api/v1/tasks", Some(payload)).await;
+        assert_eq!(response.status(), StatusCode::CREATED);
+    }
+
+    let response = send_json(&app.router, Method::GET, "/api/v1/stats", None).await;
+    assert_eq!(response.status(), StatusCode::OK);
+    let stats = response_json(response).await;
+
+    assert_eq!(stats["total"], 2);
+    assert_eq!(stats["enabled"], 2);
+    assert_eq!(stats["script"], 1);
+    assert_eq!(stats["http"], 1);
+    assert_eq!(stats["process"], 0);
+    assert_eq!(stats["running"], 0);
+    app.state.shutdown();
+}
+
+#[tokio::test]
+async fn schedule_endpoint_reports_next_run_for_enabled_tasks() {
+    let app = test_app().await;
+    let working_dir = app._temp_dir.path().to_string_lossy().into_owned();
+    let task = script_task(
+        "scheduled_stats",
+        &working_dir,
+        "cmd.exe",
+        "/C",
+        vec!["exit", "0"],
+        "*/30 * * * * *",
+        5,
+    );
+    let created = send_json(&app.router, Method::POST, "/api/v1/tasks", Some(task)).await;
+    assert_eq!(created.status(), StatusCode::CREATED);
+
+    let response = send_json(&app.router, Method::GET, "/api/v1/schedule", None).await;
+    assert_eq!(response.status(), StatusCode::OK);
+    let schedule = response_json(response).await;
+    let entries = schedule.as_array().expect("schedule should be an array");
+    let entry = entries
+        .iter()
+        .find(|item| item["task_id"] == "scheduled_stats")
+        .expect("enabled task should appear in the schedule");
+
+    assert!(
+        entry["next_run_at"].is_string(),
+        "next_run_at should be computed for a registered task"
+    );
+    app.state.shutdown();
+}
+
+#[tokio::test]
+async fn http_tasks_are_registered_for_scheduling() {
+    let app = test_app().await;
+    let task = http_task("http://127.0.0.1:9/never");
+    let created = send_json(&app.router, Method::POST, "/api/v1/tasks", Some(task)).await;
+    assert_eq!(created.status(), StatusCode::CREATED);
+
+    assert!(
+        app.state.scheduler.is_scheduled("http_task"),
+        "HTTP tasks must take part in scheduled runs"
+    );
+
+    let disabled = send_json(
+        &app.router,
+        Method::POST,
+        "/api/v1/tasks/http_task/disable",
+        None,
+    )
+    .await;
+    assert_eq!(disabled.status(), StatusCode::OK);
+    assert!(!app.state.scheduler.is_scheduled("http_task"));
+    app.state.shutdown();
+}
+
+#[tokio::test]
+async fn startup_marks_runs_interrupted_by_restart_as_cancelled() {
+    let app = test_app().await;
+    let working_dir = app._temp_dir.path().to_string_lossy().into_owned();
+    let task = script_task(
+        "interrupted_task",
+        &working_dir,
+        "cmd.exe",
+        "/C",
+        vec!["exit", "0"],
+        "0 0 2 * * *",
+        5,
+    );
+    let created = send_json(&app.router, Method::POST, "/api/v1/tasks", Some(task)).await;
+    assert_eq!(created.status(), StatusCode::CREATED);
+
+    // 模拟上一次进程被强杀后遗留的运行记录。
+    sqlx::query(
+        "INSERT INTO task_runs (task_id, trigger_type, status, created_at)
+         VALUES ('interrupted_task', 'manual', 'running', ?)",
+    )
+    .bind(chrono::Utc::now())
+    .execute(&app.state.pool)
+    .await
+    .expect("stale run should be inserted");
+
+    let reconciled = task_pilot_backend::runs::repository::fail_interrupted_runs(&app.state.pool)
+        .await
+        .expect("reconciliation should run");
+    assert_eq!(reconciled, 1);
+
+    let runs = send_json(
+        &app.router,
+        Method::GET,
+        "/api/v1/tasks/interrupted_task/runs",
+        None,
+    )
+    .await;
+    let body = response_json(runs).await;
+    let item = &body["items"][0];
+    assert_eq!(item["status"], "cancelled");
+    assert!(
+        item["error_message"]
+            .as_str()
+            .unwrap_or_default()
+            .contains("重启")
+    );
+    app.state.shutdown();
+}
diff --git a/contracts/openapi.json b/contracts/openapi.json
index 81b2a53..d433fb3 100644
--- a/contracts/openapi.json
+++ b/contracts/openapi.json
@@ -317,6 +317,29 @@
         }
       }
     },
+    "/api/v1/schedule": {
+      "get": {
+        "tags": [
+          "tasks"
+        ],
+        "operationId": "list_schedule",
+        "responses": {
+          "200": {
+            "description": "Next trigger time per enabled task",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "type": "array",
+                  "items": {
+                    "$ref": "#/components/schemas/ScheduledTaskResponse"
+                  }
+                }
+              }
+            }
+          }
+        }
+      }
+    },
     "/api/v1/session": {
       "get": {
         "tags": [
@@ -337,6 +360,26 @@
         }
       }
     },
+    "/api/v1/stats": {
+      "get": {
+        "tags": [
+          "tasks"
+        ],
+        "operationId": "task_stats",
+        "responses": {
+          "200": {
+            "description": "Dashboard counters",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/TaskStatsResponse"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
     "/api/v1/system/directories": {
       "get": {
         "tags": [
@@ -1088,6 +1131,26 @@
           "retry"
         ]
       },
+      "ScheduledTaskResponse": {
+        "type": "object",
+        "description": "已注册调度的任务及其下次触发时间。",
+        "required": [
+          "task_id"
+        ],
+        "properties": {
+          "next_run_at": {
+            "type": [
+              "string",
+              "null"
+            ],
+            "format": "date-time",
+            "description": "下次触发时间；调度正在重建时可能为空"
+          },
+          "task_id": {
+            "type": "string"
+          }
+        }
+      },
       "SessionResponse": {
         "type": "object",
         "required": [
@@ -1426,6 +1489,56 @@
           }
         }
       },
+      "TaskStatsResponse": {
+        "type": "object",
+        "description": "仪表盘指标：一次请求拿到全部计数，避免为每个指标各发一次列表查询。",
+        "required": [
+          "total",
+          "enabled",
+          "running",
+          "script",
+          "http",
+          "process"
+        ],
+        "properties": {
+          "enabled": {
+            "type": "integer",
+            "format": "int64",
+            "description": "已启用任务数",
+            "minimum": 0
+          },
+          "http": {
+            "type": "integer",
+            "format": "int64",
+            "description": "HTTP 类任务数",
+            "minimum": 0
+          },
+          "process": {
+            "type": "integer",
+            "format": "int64",
+            "description": "进程类任务数",
+            "minimum": 0
+          },
+          "running": {
+            "type": "integer",
+            "format": "int64",
+            "description": "当前正在执行的任务数",
+            "minimum": 0
+          },
+          "script": {
+            "type": "integer",
+            "format": "int64",
+            "description": "脚本类任务数",
+            "minimum": 0
+          },
+          "total": {
+            "type": "integer",
+            "format": "int64",
+            "description": "任务总数",
+            "minimum": 0
+          }
+        }
+      },
       "UpdateTaskRequest": {
         "type": "object",
         "required": [
diff --git a/docs/decisions/0007-runtime-reliability.md b/docs/decisions/0007-runtime-reliability.md
new file mode 100644
index 0000000..7900a66
--- /dev/null
+++ b/docs/decisions/0007-runtime-reliability.md
@@ -0,0 +1,41 @@
+# ADR-0007：运行期可靠性优化
+
+- 状态：已接受
+- 日期：2026-10-25
+
+## 背景
+
+代码评审与端到端自检暴露出五类问题，都会让"看起来正常"的功能在边界条件下失真：
+
+1. 取消任务时执行器直接删除 `running` 句柄，而旧运行的收尾逻辑又无条件删除同任务句柄。取消后立刻重跑时，旧运行会把新运行的闸门删掉，跳过策略失效，同一任务可能并发执行。
+2. 调度器用 `JoinHandle::abort()` 取消循环。若恰好卡在 `executor.trigger()` 的数据库 await 中，`running` 表项和 `queued` 运行会永久残留，该任务此后永远被判定为"运行中"并跳过。
+3. 进程被强杀后，数据库里的 `queued`/`running` 运行没有对账，前端会一直显示"运行中"并持续轮询。
+4. `mark_running`/`complete` 不检查 `rows_affected`，运行记录被级联删除后收尾静默失效。
+5. 调度器只注册脚本任务，HTTP 与进程任务"启用"后返回 200 却永远不会被定时触发。
+
+## 决策
+
+1. 句柄带运行 ID，收尾使用 `remove_running_if(task_id, run_id)`：只有仍属于本次运行的句柄才会被移除；取消时依旧立即释放闸门，允许马上重跑。
+2. 调度循环只用 `CancellationToken` 退出，不再 `abort`；`ScheduledTask` 的 `JoinHandle` 仅用于保活。
+3. 启动时执行 `fail_interrupted_runs`：把遗留的 `queued`/`running` 统一改为 `cancelled`，并写入"进程重启，运行被中断"。
+4. `mark_running`/`complete` 返回是否更新成功，执行器对 0 行更新记警告并同步清理内存句柄。
+5. 三类 Action 统一参与调度：`list_enabled_tasks` 不再按 `action_type` 过滤，`Scheduler::refresh` 只判断 `enabled`。
+6. SQLite 启用 WAL + `busy_timeout(5s)` + `synchronous=NORMAL`，避免执行器写日志时前端查询撞上 `database is locked`。
+7. 日志清理跳过正在写入的文件；单行输出上限 256 KiB，超出后截断并继续读行尾。
+8. 请求体上限 2 MiB；新增 `/api/v1/stats`（一次查询拿到全部计数）与 `/api/v1/schedule`（下次触发时间）。
+9. 前端缓存会话令牌，写请求收到 403 时丢弃缓存并重试一次（覆盖后端重启轮换令牌）。
+10. Python 任务默认注入 `PYTHONIOENCODING=utf-8`（用户显式设置优先），`PYTHONUNBUFFERED=1` 保持强制。
+
+## 原因
+
+- 句柄竞态与 `abort` 泄漏都会造成"任务不再执行"且无任何报错，是排障成本最高的一类缺陷。
+- 对账让崩溃恢复变成确定行为，前端轮询也能正常收敛。
+- 统一调度消除了"启用但永不触发"的假能力。
+- 统计与调度接口把仪表盘从 4 次请求降到 2 次，并让"下次执行时间"成为可见信息。
+
+## 边界
+
+- 取消后立即可重跑，意味着旧进程的终止与新进程的启动可能短暂重叠（取决于 Job Object 终止速度）。
+- 没有全局并发上限：多个任务在同一时刻触发会各自启动一个进程。
+- 对账只针对 `queued`/`running`，不会尝试恢复重试或补偿错过的调度。
+- 单行截断后该行内容不完整，日志里会多一条 `[system]` 说明。
diff --git a/frontend/src/App.test.tsx b/frontend/src/App.test.tsx
index 6a64e6b..68531d0 100644
--- a/frontend/src/App.test.tsx
+++ b/frontend/src/App.test.tsx
@@ -68,6 +68,21 @@ function createFetchMock(options: FetchMockOptions = {}) {
       if (url.endsWith('/api/v1/session')) {
         return jsonResponse({ token: 'test-token' })
       }
+      if (url.endsWith('/api/v1/stats')) {
+        return jsonResponse({
+          total: 1,
+          enabled: 1,
+          running: 0,
+          script: 1,
+          http: 0,
+          process: 0,
+        })
+      }
+      if (url.endsWith('/api/v1/schedule')) {
+        return jsonResponse([
+          { task_id: 'echo_task', next_run_at: '2026-10-19T02:00:00Z' },
+        ])
+      }
       if (url.endsWith('/api/v1/cron/preview')) {
         return jsonResponse({
           timezone: 'Asia/Shanghai',
@@ -152,6 +167,13 @@ describe('TaskDashboard', () => {
     expect(await screen.findByText('在线')).toBeInTheDocument()
   })
 
+  it('shows the next run time reported by the schedule endpoint', async () => {
+    vi.stubGlobal('fetch', createFetchMock())
+    renderApp()
+
+    expect(await screen.findByText(/下次/)).toBeInTheDocument()
+  })
+
   it('creates a script task with the visible form values', async () => {
     const fetchMock = createFetchMock()
     vi.stubGlobal('fetch', fetchMock)
diff --git a/frontend/src/api/client.ts b/frontend/src/api/client.ts
index 6dad335..be327e6 100644
--- a/frontend/src/api/client.ts
+++ b/frontend/src/api/client.ts
@@ -24,6 +24,8 @@ export type InterpreterKind = components['schemas']['InterpreterKind']
 export type DirectoryEntry = components['schemas']['DirectoryEntry']
 export type DirectoryListingResponse =
   components['schemas']['DirectoryListingResponse']
+export type TaskStats = components['schemas']['TaskStatsResponse']
+export type ScheduledTask = components['schemas']['ScheduledTaskResponse']
 
 export interface TaskFilters {
   q?: string
@@ -77,20 +79,27 @@ async function requestJson<T>(
   path: string,
   init: RequestInit = {},
 ): Promise<T> {
-  const headers = new Headers(init.headers)
-  headers.set('Accept', 'application/json')
   const method = (init.method ?? 'GET').toUpperCase()
-  if (init.body) {
-    headers.set('Content-Type', 'application/json')
-  }
-  if (!['GET', 'HEAD', 'OPTIONS'].includes(method)) {
-    headers.set('X-TaskPilot-Token', await fetchSessionToken())
+  const mutating = !['GET', 'HEAD', 'OPTIONS'].includes(method)
+
+  const send = async (): Promise<Response> => {
+    const headers = new Headers(init.headers)
+    headers.set('Accept', 'application/json')
+    if (init.body) {
+      headers.set('Content-Type', 'application/json')
+    }
+    if (mutating) {
+      headers.set('X-TaskPilot-Token', await fetchSessionToken())
+    }
+    return fetch(path, { ...init, headers })
   }
 
-  const response = await fetch(path, {
-    ...init,
-    headers,
-  })
+  let response = await send()
+  if (mutating && response.status === 403) {
+    // 后端重启会轮换管理令牌：丢弃缓存后重试一次。
+    invalidateSessionToken()
+    response = await send()
+  }
 
   if (!response.ok) {
     let body: ErrorResponse | undefined
@@ -108,15 +117,34 @@ async function requestJson<T>(
   return (await response.json()) as T
 }
 
+let cachedSessionToken: string | null = null
+let pendingSessionToken: Promise<string> | null = null
+
+export function invalidateSessionToken(): void {
+  cachedSessionToken = null
+}
+
 async function fetchSessionToken(): Promise<string> {
-  const response = await fetch('/api/v1/session', {
-    headers: { Accept: 'application/json' },
-  })
-  if (!response.ok) {
-    throw new ApiRequestError(response.status)
+  if (cachedSessionToken) {
+    return cachedSessionToken
   }
-  const session = (await response.json()) as SessionResponse
-  return session.token
+  if (!pendingSessionToken) {
+    pendingSessionToken = fetch('/api/v1/session', {
+      headers: { Accept: 'application/json' },
+    })
+      .then(async (response) => {
+        if (!response.ok) {
+          throw new ApiRequestError(response.status)
+        }
+        const session = (await response.json()) as SessionResponse
+        cachedSessionToken = session.token
+        return session.token
+      })
+      .finally(() => {
+        pendingSessionToken = null
+      })
+  }
+  return pendingSessionToken
 }
 
 function withQuery(path: string, values: object): string {
@@ -265,3 +293,13 @@ export function listDirectories(
     { signal },
   )
 }
+
+/** 仪表盘计数：一次请求拿到全部指标。 */
+export function fetchStats(signal?: AbortSignal): Promise<TaskStats> {
+  return requestJson<TaskStats>('/api/v1/stats', { signal })
+}
+
+/** 已启用任务的下次触发时间。 */
+export function fetchSchedule(signal?: AbortSignal): Promise<ScheduledTask[]> {
+  return requestJson<ScheduledTask[]>('/api/v1/schedule', { signal })
+}
diff --git a/frontend/src/api/generated.ts b/frontend/src/api/generated.ts
index 4db9801..546d45d 100644
--- a/frontend/src/api/generated.ts
+++ b/frontend/src/api/generated.ts
@@ -132,6 +132,22 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/api/v1/schedule": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get: operations["list_schedule"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/api/v1/session": {
         parameters: {
             query?: never;
@@ -148,6 +164,22 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/api/v1/stats": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get: operations["task_stats"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/api/v1/system/directories": {
         parameters: {
             query?: never;
@@ -338,6 +370,15 @@ export interface components {
         RunStatus: "queued" | "running" | "succeeded" | "failed" | "timed_out" | "cancelled" | "skipped";
         /** @enum {string} */
         RunTrigger: "schedule" | "manual" | "retry";
+        /** @description 已注册调度的任务及其下次触发时间。 */
+        ScheduledTaskResponse: {
+            /**
+             * Format: date-time
+             * @description 下次触发时间；调度正在重建时可能为空
+             */
+            next_run_at?: string | null;
+            task_id: string;
+        };
         SessionResponse: {
             /** @description Random per-process token required for mutating browser requests. */
             token: string;
@@ -427,6 +468,39 @@ export interface components {
             task_id: string;
             trigger: components["schemas"]["RunTrigger"];
         };
+        /** @description 仪表盘指标：一次请求拿到全部计数，避免为每个指标各发一次列表查询。 */
+        TaskStatsResponse: {
+            /**
+             * Format: int64
+             * @description 已启用任务数
+             */
+            enabled: number;
+            /**
+             * Format: int64
+             * @description HTTP 类任务数
+             */
+            http: number;
+            /**
+             * Format: int64
+             * @description 进程类任务数
+             */
+            process: number;
+            /**
+             * Format: int64
+             * @description 当前正在执行的任务数
+             */
+            running: number;
+            /**
+             * Format: int64
+             * @description 脚本类任务数
+             */
+            script: number;
+            /**
+             * Format: int64
+             * @description 任务总数
+             */
+            total: number;
+        };
         UpdateTaskRequest: {
             action: components["schemas"]["TaskAction"];
             concurrency_policy?: components["schemas"]["ConcurrencyPolicy"];
@@ -718,6 +792,26 @@ export interface operations {
             };
         };
     };
+    list_schedule: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Next trigger time per enabled task */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["ScheduledTaskResponse"][];
+                };
+            };
+        };
+    };
     session: {
         parameters: {
             query?: never;
@@ -738,6 +832,26 @@ export interface operations {
             };
         };
     };
+    task_stats: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Dashboard counters */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["TaskStatsResponse"];
+                };
+            };
+        };
+    };
     list_directories: {
         parameters: {
             query?: {
diff --git a/frontend/src/lib/format.ts b/frontend/src/lib/format.ts
index 12c9005..6c6cbce 100644
--- a/frontend/src/lib/format.ts
+++ b/frontend/src/lib/format.ts
@@ -17,6 +17,21 @@ export function formatDateTime(value: string | null | undefined): string {
   return Number.isNaN(date.getTime()) ? '--' : dateTimeFormatter.format(date)
 }
 
+const shortDateTimeFormatter = new Intl.DateTimeFormat('zh-CN', {
+  month: '2-digit',
+  day: '2-digit',
+  hour: '2-digit',
+  minute: '2-digit',
+})
+
+export function formatShortDateTime(value: string | null | undefined): string {
+  if (!value) {
+    return '--'
+  }
+  const date = new Date(value)
+  return Number.isNaN(date.getTime()) ? '--' : shortDateTimeFormatter.format(date)
+}
+
 export function formatDuration(value: number | null | undefined): string {
   if (value === null || value === undefined) {
     return '--'
diff --git a/frontend/src/pages/TaskDashboard.tsx b/frontend/src/pages/TaskDashboard.tsx
index 466a58d..73b9e67 100644
--- a/frontend/src/pages/TaskDashboard.tsx
+++ b/frontend/src/pages/TaskDashboard.tsx
@@ -10,6 +10,8 @@ import {
   createTask,
   deleteTask,
   fetchHealth,
+  fetchSchedule,
+  fetchStats,
   listTasks,
   runTask,
   setTaskEnabled,
@@ -24,7 +26,7 @@ import {
   EnabledBadge,
 } from '../components/StatusBadge'
 import { TaskEditorModal } from '../components/TaskEditorModal'
-import { actionTypeLabel } from '../lib/format'
+import { actionTypeLabel, formatShortDateTime } from '../lib/format'
 import {
   type TaskFormValues,
   valuesToCreateRequest,
@@ -75,23 +77,19 @@ export function TaskDashboard() {
     queryFn: ({ signal }) => listTasks(filters, signal),
     placeholderData: keepPreviousData,
   })
-  const totalTasksQuery = useQuery({
-    queryKey: ['tasks', 'summary', 'total'],
-    queryFn: ({ signal }) => listTasks({ page: 1, page_size: 1 }, signal),
+  const statsQuery = useQuery({
+    queryKey: ['stats'],
+    queryFn: ({ signal }) => fetchStats(signal),
+    refetchInterval: 15_000,
   })
-  const enabledTasksQuery = useQuery({
-    queryKey: ['tasks', 'summary', 'enabled'],
-    queryFn: ({ signal }) =>
-      listTasks({ enabled: true, page: 1, page_size: 1 }, signal),
-  })
-  const scriptTasksQuery = useQuery({
-    queryKey: ['tasks', 'summary', 'script'],
-    queryFn: ({ signal }) =>
-      listTasks(
-        { action_type: 'script', page: 1, page_size: 1 },
-        signal,
-      ),
+  const scheduleQuery = useQuery({
+    queryKey: ['schedule'],
+    queryFn: ({ signal }) => fetchSchedule(signal),
+    refetchInterval: 15_000,
   })
+  const nextRuns = new Map(
+    (scheduleQuery.data ?? []).map((entry) => [entry.task_id, entry.next_run_at]),
+  )
 
   const saveMutation = useMutation({
     mutationFn: ({
@@ -232,18 +230,18 @@ export function TaskDashboard() {
       <section className="metrics-grid" aria-label="任务统计">
         <MetricCard
           label="已托管任务"
-          value={totalTasksQuery.data?.total}
-          loading={totalTasksQuery.isPending}
+          value={statsQuery.data?.total}
+          loading={statsQuery.isPending}
         />
         <MetricCard
-          label="正常运行中"
-          value={enabledTasksQuery.data?.total}
-          loading={enabledTasksQuery.isPending}
+          label="运行中任务"
+          value={statsQuery.data?.running}
+          loading={statsQuery.isPending}
         />
         <MetricCard
           label="可用脚本"
-          value={scriptTasksQuery.data?.total}
-          loading={scriptTasksQuery.isPending}
+          value={statsQuery.data?.script}
+          loading={statsQuery.isPending}
         />
         <article className="metric-card">
           <span>Rust 引擎</span>
@@ -407,6 +405,13 @@ export function TaskDashboard() {
                         <td>
                           <code>{task.cron}</code>
                           <div className="cell-note">{task.timezone}</div>
+                          <div className="cell-note">
+                            {task.enabled
+                              ? nextRuns.get(task.id)
+                                ? `下次 ${formatShortDateTime(nextRuns.get(task.id))}`
+                                : '调度中…'
+                              : '未调度'}
+                          </div>
                         </td>
                         <td>
                           <span className="type-badge">
@@ -573,5 +578,7 @@ async function invalidateTaskData(queryClient: ReturnType<typeof useQueryClient>
   await Promise.all([
     queryClient.invalidateQueries({ queryKey: ['tasks'] }),
     queryClient.invalidateQueries({ queryKey: ['task-runs'] }),
+    queryClient.invalidateQueries({ queryKey: ['stats'] }),
+    queryClient.invalidateQueries({ queryKey: ['schedule'] }),
   ])
 }
diff --git a/scripts/check.ps1 b/scripts/check.ps1
index 6e8b4c8..3f0a5c6 100644
--- a/scripts/check.ps1
+++ b/scripts/check.ps1
@@ -1,6 +1,7 @@
 $ErrorActionPreference = 'Stop'
 
 $projectRoot = Split-Path -Parent $PSScriptRoot
+$scratch = Join-Path $projectRoot '.tmp'
 
 function Assert-ExitCode {
     param([string]$Step)
@@ -10,6 +11,12 @@ function Assert-ExitCode {
     }
 }
 
+# 测试统一使用仓库内的临时目录：不依赖系统 %TEMP% 的权限策略，
+# 也让清理、归档和排障都留在项目目录里。
+[void](New-Item -ItemType Directory -Path $scratch -Force)
+$env:TMP = $scratch
+$env:TEMP = $scratch
+
 Push-Location $projectRoot
 try {
     pnpm --dir frontend lint
@@ -31,4 +38,5 @@ try {
 }
 finally {
     Pop-Location
+    Remove-Item -LiteralPath $scratch -Recurse -Force -ErrorAction SilentlyContinue
 }