diff --git a/CHANGELOG.md b/CHANGELOG.md
index f121a46..ca0d0b9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -20,6 +20,7 @@
 
 - `直接导入主页` 现在不再把人扔回 `找对标` 总览，而是直接落到新建同步任务的详情页，方便立即看同步进度。
 - `直接分析高分作品` 现在会直接回到当前对象，而不是回到整个 `找对标` 首页，让高分拆解结论和相似账号建议更容易接着看。
+- LAN smoke 现在会直接校验 `import-homepage / search-similar-accounts / save-benchmark-link / refresh-tracking / mark-tracking-read` 这些主 Agent 直执行动作已经注册在线，避免后续回退。
 
 ### 主 Agent 可直接执行分析账号、加入跟踪、创建 Agent
 
diff --git a/scripts/smoke_fnos_storyforge_lan.sh b/scripts/smoke_fnos_storyforge_lan.sh
index 96e81d9..76675db 100755
--- a/scripts/smoke_fnos_storyforge_lan.sh
+++ b/scripts/smoke_fnos_storyforge_lan.sh
@@ -34,22 +34,25 @@ index_file="$tmp_dir/index.html"
 runtime_file="$tmp_dir/runtime.js"
 health_file="$tmp_dir/health.json"
 session_file="$tmp_dir/session.json"
+projects_file="$tmp_dir/projects.json"
+action_registry_file="$tmp_dir/action-registry.json"
 integrations_file="$tmp_dir/integrations.json"
 bootstrap_file="$tmp_dir/bootstrap.json"
 compat_file="$tmp_dir/compat.html"
 token_file="$tmp_dir/token.txt"
+project_id_file="$tmp_dir/project-id.txt"
 
-echo "[1/6] check fnOS web"
+echo "[1/7] check fnOS web"
 curl_fetch "$WEB_URL/" >"$index_file"
 rg -Fq "StoryForge" "$index_file"
 echo "web ok"
 
-echo "[2/6] check runtime config"
+echo "[2/7] check runtime config"
 curl_fetch "$WEB_URL/assets/storyforge-runtime-config.js" >"$runtime_file"
 rg -Fq "$BACKEND_URL" "$runtime_file"
 echo "runtime config ok"
 
-echo "[3/6] check collector healthz"
+echo "[3/7] check collector healthz"
 curl_fetch "$BACKEND_URL/healthz" >"$health_file"
 python3 -c '
 import json, pathlib, sys
@@ -67,7 +70,7 @@ if lan_routing.get("cutvideoRouteMode") != "fnos_tunnel":
 print("healthz ok")
 ' "$health_file" "$CUTVIDEO_URL"
 
-echo "[4/6] check auto-session"
+echo "[4/7] check auto-session"
 curl_fetch -X POST "$BACKEND_URL/v2/auth/auto-session" \
   -H 'content-type: application/json' \
   -d '{}' >"$session_file"
@@ -88,7 +91,36 @@ print(f"auto-session ok: {username}")
 ' "$session_file" "$token_file"
 token="$(cat "$token_file")"
 
-echo "[5/6] check integrations health"
+echo "[5/7] check live project context and action registry"
+curl_fetch "$BACKEND_URL/v2/projects" \
+  -H "Authorization: Bearer $token" >"$projects_file"
+python3 -c '
+import json, pathlib, sys
+projects = json.loads(pathlib.Path(sys.argv[1]).read_text())
+if not isinstance(projects, list) or not projects:
+    raise SystemExit("projects endpoint returned no project")
+project_id = str(projects[0].get("id") or "")
+if not project_id:
+    raise SystemExit("project id missing")
+pathlib.Path(sys.argv[2]).write_text(project_id, encoding="utf-8")
+print(f"project ok: {project_id}")
+' "$projects_file" "$project_id_file"
+project_id="$(cat "$project_id_file")"
+curl_fetch "$BACKEND_URL/v2/oneliner/action-registry?project_id=$project_id" \
+  -H "Authorization: Bearer $token" >"$action_registry_file"
+python3 -c '
+import json, pathlib, sys
+payload = json.loads(pathlib.Path(sys.argv[1]).read_text())
+items = payload.get("items") or []
+keys = {str(item.get("action_key") or "") for item in items}
+required = {"import-homepage", "search-similar-accounts", "save-benchmark-link", "refresh-tracking", "mark-tracking-read"}
+missing = sorted(required - keys)
+if missing:
+    raise SystemExit(f"action registry missing: {missing}")
+print("action registry ok")
+' "$action_registry_file"
+
+echo "[6/7] check integrations health"
 curl_fetch "$BACKEND_URL/v2/integrations/health" \
   -H "Authorization: Bearer $token" >"$integrations_file"
 python3 -c '
@@ -105,7 +137,7 @@ if not cutvideo.get("supports_uploads"):
 print("integrations ok")
 ' "$integrations_file" "$CUTVIDEO_URL"
 
-echo "[6/6] check fnOS tunnel endpoints"
+echo "[7/7] check fnOS tunnel endpoints"
 curl_fetch "$CUTVIDEO_URL/api/bootstrap" >"$bootstrap_file"
 curl_fetch "$COMPAT_URL/" >"$compat_file"
 python3 -c '