diff --git a/CHANGELOG.md b/CHANGELOG.md
index 84b6d8f..4420e7f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,12 @@
 
 ## 2026-04-05
 
+### OneLiner 对话里的直接执行建议保留完整上下文
+
+- OneLiner 助手消息里的 `suggested_actions` 现在不再只是渲染成一个裸 `data-action` 标签。
+- 前端会把每条建议对应的 `executor_key / platform / payload / session_id` 一起带上，所以“直接分析账号 / 直接同步跟踪池 / 直接创建 AI 视频”这类建议从对话里点下去时，会真正走当前 live 执行器。
+- 这让 OneLiner 对话、运行卡、结果卡三条链的“直接执行”行为终于统一，不会再出现运行卡能跑、对话建议却丢上下文的断层。
+
 ### 主 Agent 可直接执行分析账号、加入跟踪、创建 Agent
 
 - `OneLiner / 主 Agent` 的动作执行器现在新增了三条真实动作：
diff --git a/web/storyforge-web-v4/assets/app.js b/web/storyforge-web-v4/assets/app.js
index 9b6a400..11accd4 100644
--- a/web/storyforge-web-v4/assets/app.js
+++ b/web/storyforge-web-v4/assets/app.js
@@ -1385,7 +1385,12 @@ function renderOneLinerMessagesHtml() {
           ` : ""}
           ${actions.length ? `
             <div class="task-meta" style="margin-top:10px;">
-              ${actions.map((item) => `<span class="tag clickable-tag" data-action="${escapeHtml(item.key)}">${escapeHtml(item.label)}</span>`).join("")}
+              ${actions.map((item) => actionTag(
+                item.label || item.executor_label || item.key || "执行动作",
+                item.key || "",
+                buildOnelinerActionAttrs(item),
+                { disabledReason: item.disabled_reason || "" }
+              )).join("")}
             </div>
           ` : ""}
           ${message.role === "assistant" && (executionCard.intent_label || executionCard.platform_label || executionCard.primary_action?.label || safeArray(executionCard.evidence).length) ? `
diff --git a/web/storyforge-web-v4/tests/workbench-pages.test.mjs b/web/storyforge-web-v4/tests/workbench-pages.test.mjs
index 248edee..6062b90 100644
--- a/web/storyforge-web-v4/tests/workbench-pages.test.mjs
+++ b/web/storyforge-web-v4/tests/workbench-pages.test.mjs
@@ -1134,6 +1134,10 @@ test("main agent execution cards can jump to oneliner and platform profile histo
   const runtime = extractBetween(APP, "function renderOneLinerRunsHtml()", "function renderOneLinerMessagesHtml()");
   const execution = extractBetween(APP, "function renderOneLinerExecutionPayloadHtml(payload)", "function parseOneLinerActionPayloadValue(value)");
   assert.match(messages, /const buildOnelinerActionAttrs = \(item\) =>/);
+  assert.match(messages, /actions\.map\(\(item\) => actionTag\(/);
+  assert.match(messages, /item\.label \|\| item\.executor_label \|\| item\.key \|\| "执行动作"/);
+  assert.match(messages, /buildOnelinerActionAttrs\(item\)/);
+  assert.doesNotMatch(messages, /actions\.map\(\(item\) => `<span class="tag clickable-tag" data-action="\$\{escapeHtml\(item\.key\)\}">\$\{escapeHtml\(item\.label\)\}<\/span>`\)/);
   assert.match(messages, /data-action="open-oneliner-profile-history"/);
   assert.match(messages, /data-action="open-platform-agent-profile-history"/);
   assert.match(messages, /data-version-id="\$\{escapeHtml\(profileVersion\.version_id \|\| ""\)\}"/);