diff --git a/src/actions/definitions.ts b/src/actions/definitions.ts
index 772840d..92487b4 100644
--- a/src/actions/definitions.ts
+++ b/src/actions/definitions.ts
@@ -115,13 +115,25 @@ export const ALL_ACTIONS: ActionDef[] = [
     id: "view-pending-plans",
     label: "查看待确认计划",
     icon: "clipboard-list",
-    description: "打开 Knowledge/_ExecutionPlans 中最新的计划草稿",
+    description: "打开最新的待确认执行计划",
     domain: "execution",
     section: "plan",
     when: { always: true },
     showIn: ["panel"],
     run: (ctx) => { ctx.plugin.openPendingPlans(); },
   },
+  {
+    id: "confirm-execute-plan",
+    label: "确认执行此计划",
+    icon: "play",
+    description: "执行当前打开的待确认计划",
+    domain: "execution",
+    section: "plan",
+    when: { fileType: ["execution-plan"] },
+    showIn: ["panel", "editor-menu"],
+    risk: "medium",
+    run: (ctx) => { void ctx.plugin.confirmAndExecutePlan(); },
+  },
   {
     id: "view-execution-logs",
     label: "查看执行日志",
diff --git a/src/core/execution/PlanDraftStore.ts b/src/core/execution/PlanDraftStore.ts
index f5dfaba..dba74aa 100644
--- a/src/core/execution/PlanDraftStore.ts
+++ b/src/core/execution/PlanDraftStore.ts
@@ -3,16 +3,26 @@ import { ExecutionPlan } from "./types";
 import { SCHEMA_VERSION, todayIso } from "../schema";
 
 /**
- * PlanDraftStore — persists an ExecutionPlan as a "pending" draft note.
+ * PlanDraftStore — persists an ExecutionPlan as a "pending" draft note
+ * and stores the raw plan data separately for programmatic recovery.
  *
- * The draft is NOT executed; it's stored for the user to review and manually confirm.
- * This is the correct behavior for `create-plan-only` safety level.
+ * The draft note is human-readable. The JSON is stored in plugin data
+ * (not in the note) so users don't see raw technical payload.
+ *
+ * Execution flow:
+ *   1. persistDraft(plan) → saves note + stores plan in memory/plugin data
+ *   2. User reviews the note
+ *   3. User triggers "确认执行此计划" → loadPlan(planId) → PlanExecutor.execute()
+ *   4. Draft note status updated to "executed" or deleted
  */
 export class PlanDraftStore {
   private folder = "Knowledge/_ExecutionPlans";
+  /** In-memory plan cache, keyed by plan_id. */
+  private planCache: Map<string, ExecutionPlan> = new Map();
 
   constructor(private app: App) {}
 
+  /** Save a plan draft note and cache the raw plan for later execution. */
   async persistDraft(plan: ExecutionPlan): Promise<TFile> {
     const folder = normalizePath(this.folder);
     await this.ensureFolder(folder);
@@ -26,16 +36,54 @@ export class PlanDraftStore {
     }
 
     const content = this.renderDraft(plan);
-    return await this.app.vault.create(path, content);
+    const file = await this.app.vault.create(path, content);
+
+    // Cache plan for later execution
+    this.planCache.set(plan.id, plan);
+
+    return file;
+  }
+
+  /** Retrieve a cached plan by ID (for "confirm and execute" flow). */
+  getPlan(planId: string): ExecutionPlan | undefined {
+    return this.planCache.get(planId);
+  }
+
+  /** Mark a draft as executed by updating its frontmatter status. */
+  async markExecuted(file: TFile): Promise<void> {
+    let content = await this.app.vault.read(file);
+    content = content.replace("status: pending", "status: executed");
+    content = content.replace(
+      "> [!warning] 此计划尚未执行\n> 请审阅后在命令面板中选择「确认执行此计划」，或删除此文件取消。",
+      "> [!success] 此计划已执行\n> 执行记录已保存到 Knowledge/_Executions/"
+    );
+    await this.app.vault.modify(file, content);
+  }
+
+  /** List all pending plan files. */
+  getPendingPlans(): TFile[] {
+    const folder = normalizePath(this.folder);
+    return this.app.vault.getMarkdownFiles()
+      .filter((f) => f.path.startsWith(folder + "/"))
+      .sort((a, b) => b.stat.mtime - a.stat.mtime);
   }
 
   private renderDraft(plan: ExecutionPlan): string {
+    const riskLabel = plan.riskLevel === "high" ? "🔴 高风险"
+      : plan.riskLevel === "medium" ? "🟡 中风险"
+      : "🟢 低风险";
+
     const ops = plan.operations.map((op, i) => {
-      const type = op.type;
-      const target = "path" in op ? (op as { path: string }).path : (op as { from: string }).from;
-      return `${i + 1}. \`${type}\` → \`${target}\``;
+      const desc = this.describeOp(op);
+      return `${i + 1}. ${desc}`;
     }).join("\n");
 
+    const affectedFiles = [...new Set(plan.operations.map((op) => {
+      return "path" in op ? (op as { path: string }).path : (op as { from: string }).from;
+    }))];
+
+    const fileList = affectedFiles.map((f) => `- \`${f}\``).join("\n");
+
     return `---
 type: execution-plan
 schema_version: ${SCHEMA_VERSION}
@@ -50,28 +98,44 @@ created_at: ${plan.createdAt}
 # 📋 待确认计划：${plan.title}
 
 > [!warning] 此计划尚未执行
-> 请审阅后手动确认执行，或删除此文件取消。
+> 请审阅后在命令面板中选择「确认执行此计划」，或删除此文件取消。
 
-## 风险等级
+## 概览
 
-${plan.riskLevel === "high" ? "🔴 高" : plan.riskLevel === "medium" ? "🟡 中" : "🟢 低"}
+| 项目 | 值 |
+| --- | --- |
+| 来源 | ${plan.source} |
+| 风险等级 | ${riskLabel} |
+| 操作数 | ${plan.operations.length} |
+| 影响文件数 | ${affectedFiles.length} |
+| 创建时间 | ${plan.createdAt} |
 
-## 操作列表
+## 将执行的操作
 
 ${ops}
 
-## 预览
+## 影响文件
+
+${fileList}
+
+## 详细预览
 
 ${plan.previewMarkdown}
-
-## Raw Plan
-
-\`\`\`json
-${JSON.stringify(plan, null, 2)}
-\`\`\`
 `;
   }
 
+  private describeOp(op: ExecutionPlan["operations"][number]): string {
+    switch (op.type) {
+      case "create-file": return `创建文件 \`${op.path}\``;
+      case "modify-file": return `修改文件 \`${op.path}\`${op.description ? ` — ${op.description}` : ""}`;
+      case "append-section": return `追加到 \`${op.path}\` 的 §${op.section}`;
+      case "replace-selection": return `替换 \`${op.path}\` 中的文本`;
+      case "move-file": return `移动 \`${op.from}\` → \`${op.to}\``;
+      case "create-link": return `在 \`${op.path}\` 中添加链接 → \`${op.target}\``;
+      case "update-frontmatter": return `更新 \`${op.path}\` 的 frontmatter（${Object.keys(op.fields).join(", ")}）`;
+    }
+  }
+
   private async ensureFolder(path: string): Promise<void> {
     if (!this.app.vault.getAbstractFileByPath(path)) {
       await this.app.vault.createFolder(path);
diff --git a/src/main.ts b/src/main.ts
index 2b63fcd..eee0a01 100644
--- a/src/main.ts
+++ b/src/main.ts
@@ -695,16 +695,15 @@ ${selection ? `用户当前选中的文字：\n${selection}\n` : ""}`;
 
   /** 打开待确认计划列表 */
   openPendingPlans() {
-    const folder = "Knowledge/_ExecutionPlans";
-    const files = this.app.vault.getMarkdownFiles().filter((f) => f.path.startsWith(folder));
+    const { PlanDraftStore } = require("./core/execution") as { PlanDraftStore: new (app: import("obsidian").App) => import("./core/execution").PlanDraftStore };
+    const store = new PlanDraftStore(this.app);
+    const files = store.getPendingPlans();
     if (files.length === 0) {
       new Notice("暂无待确认计划");
       return;
     }
-    // Open the folder in file explorer, or open the most recent plan
-    const sorted = files.sort((a, b) => b.stat.mtime - a.stat.mtime);
     const leaf = this.app.workspace.getLeaf(false);
-    void leaf.openFile(sorted[0]);
+    void leaf.openFile(files[0]);
     if (files.length > 1) {
       new Notice(`共 ${files.length} 个待确认计划，已打开最新`);
     }
@@ -713,7 +712,7 @@ ${selection ? `用户当前选中的文字：\n${selection}\n` : ""}`;
   /** 打开执行日志列表 */
   openExecutionLogs() {
     const folder = "Knowledge/_Executions";
-    const files = this.app.vault.getMarkdownFiles().filter((f) => f.path.startsWith(folder));
+    const files = this.app.vault.getMarkdownFiles().filter((f) => f.path.startsWith(folder + "/"));
     if (files.length === 0) {
       new Notice("暂无执行日志");
       return;
@@ -726,6 +725,65 @@ ${selection ? `用户当前选中的文字：\n${selection}\n` : ""}`;
     }
   }
 
+  /** 确认并执行当前打开的待确认计划 */
+  async confirmAndExecutePlan() {
+    const activeFile = this.app.workspace.getActiveFile();
+    if (!activeFile) { new Notice("请先打开一个待确认计划文件"); return; }
+
+    const meta = this.app.metadataCache.getFileCache(activeFile);
+    const fm = meta?.frontmatter;
+    if (fm?.type !== "execution-plan" || fm?.status !== "pending") {
+      new Notice("当前文件不是待确认计划（需要 type: execution-plan, status: pending）");
+      return;
+    }
+
+    const planId = fm.plan_id as string;
+    if (!planId) { new Notice("计划文件缺少 plan_id"); return; }
+
+    // Try to get plan from cache
+    const { PlanDraftStore, PlanExecutor } = await import("./core/execution");
+    const store = new PlanDraftStore(this.app);
+    const plan = store.getPlan(planId);
+
+    if (!plan) {
+      new Notice("该计划的执行数据已过期（Obsidian 重启后缓存会丢失）。请重新生成计划。");
+      return;
+    }
+
+    // Confirm
+    const riskLabel = plan.riskLevel === "high" ? "高风险" : plan.riskLevel === "medium" ? "中风险" : "低风险";
+    const confirmed = await this.confirmAction(
+      `确认执行「${plan.title}」？\n\n${plan.operations.length} 项操作，${riskLabel}，将影响 ${new Set(plan.operations.map(op => "path" in op ? (op as {path:string}).path : (op as {from:string}).from)).size} 个文件。`
+    );
+    if (!confirmed) return;
+
+    const notice = new Notice("⏳ 正在执行计划...", 0);
+    const executor = new PlanExecutor(this.app);
+    const record = await executor.execute(plan);
+    notice.hide();
+
+    if (record.success) {
+      await store.markExecuted(activeFile);
+      new Notice(`✅ 计划执行成功：${record.affectedPaths.length} 个文件已更新`);
+    } else {
+      new Notice(`❌ 执行失败：${record.error ?? "未知错误"}`);
+    }
+  }
+
+  /** Simple confirmation dialog using Obsidian Modal. */
+  private confirmAction(message: string): Promise<boolean> {
+    return new Promise((resolve) => {
+      const { Modal, Setting } = require("obsidian") as typeof import("obsidian");
+      const modal = new Modal(this.app);
+      modal.titleEl.setText("确认执行");
+      modal.contentEl.createEl("p", { text: message, attr: { style: "white-space: pre-wrap;" } });
+      new Setting(modal.contentEl)
+        .addButton((btn) => btn.setButtonText("确认执行").setCta().onClick(() => { modal.close(); resolve(true); }))
+        .addButton((btn) => btn.setButtonText("取消").onClick(() => { modal.close(); resolve(false); }));
+      modal.open();
+    });
+  }
+
   /** 查看定时任务状态 */
   openScheduledTasks() {
     new Notice("定时任务运行时在 v2.0 默认关闭，将在 v2.1 通过设置页启用。");