diff --git a/src/cli/cron-cli/register.cron-add.ts b/src/cli/cron-cli/register.cron-add.ts
index 22e4493fb04..5e7c0ce96bb 100644
--- a/src/cli/cron-cli/register.cron-add.ts
+++ b/src/cli/cron-cli/register.cron-add.ts
@@ -12,11 +12,11 @@ import { parsePositiveIntOrUndefined } from "../program/helpers.js";
 import { resolveCronCreateSchedule } from "./schedule-options.js";
 import {
   getCronChannelOptions,
+  coerceCronDeliveryPreviews,
   handleCronCliError,
   parseCronToolsAllow,
   printCronJson,
   printCronList,
-  resolveCronDeliveryPreviews,
   warnIfCronSchedulerDisabled,
 } from "./shared.js";
 
@@ -54,7 +54,7 @@ export function registerCronListCommand(cron: Command) {
             return;
           }
           const jobs = (res as { jobs?: CronJob[] } | null)?.jobs ?? [];
-          const deliveryPreviews = await resolveCronDeliveryPreviews(jobs);
+          const deliveryPreviews = coerceCronDeliveryPreviews(res);
           printCronList(jobs, defaultRuntime, { deliveryPreviews });
         } catch (err) {
           handleCronCliError(err);
diff --git a/src/cli/cron-cli/register.cron-simple.ts b/src/cli/cron-cli/register.cron-simple.ts
index 7e951aec8fc..600ca476bd6 100644
--- a/src/cli/cron-cli/register.cron-simple.ts
+++ b/src/cli/cron-cli/register.cron-simple.ts
@@ -4,6 +4,7 @@ import { defaultRuntime } from "../../runtime.js";
 import { normalizeLowercaseStringOrEmpty } from "../../shared/string-coerce.js";
 import { addGatewayClientOptions, callGatewayFromCli } from "../gateway-rpc.js";
 import {
+  coerceCronDeliveryPreviews,
   handleCronCliError,
   printCronJson,
   printCronShow,
@@ -95,7 +96,8 @@ export function registerCronSimpleCommands(cron: Command) {
             printCronJson(job);
             return;
           }
-          await printCronShow(job, defaultRuntime);
+          const deliveryPreviews = coerceCronDeliveryPreviews(res);
+          printCronShow(job, defaultRuntime, { deliveryPreview: deliveryPreviews.get(job.id) });
         } catch (err) {
           handleCronCliError(err);
         }
diff --git a/src/cli/cron-cli/shared.test.ts b/src/cli/cron-cli/shared.test.ts
index a756e16b956..039935e1412 100644
--- a/src/cli/cron-cli/shared.test.ts
+++ b/src/cli/cron-cli/shared.test.ts
@@ -1,7 +1,12 @@
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import type { CronJob } from "../../cron/types.js";
 import type { RuntimeEnv } from "../../runtime.js";
-import { getCronChannelOptions, parseCronToolsAllow, printCronList } from "./shared.js";
+import {
+  coerceCronDeliveryPreviews,
+  getCronChannelOptions,
+  parseCronToolsAllow,
+  printCronList,
+} from "./shared.js";
 
 const hoisted = vi.hoisted(() => ({
   listChannelPluginsMock: vi.fn(),
@@ -234,3 +239,25 @@ describe("parseCronToolsAllow", () => {
     expect(parseCronToolsAllow(" ,  ")).toBeUndefined();
   });
 });
+
+describe("coerceCronDeliveryPreviews", () => {
+  it("keeps gateway-provided preview entries", () => {
+    expect(
+      coerceCronDeliveryPreviews({
+        deliveryPreviews: {
+          job1: { label: "announce -> telegram:123", detail: "explicit" },
+        },
+      }).get("job1"),
+    ).toEqual({ label: "announce -> telegram:123", detail: "explicit" });
+  });
+
+  it("drops malformed preview entries", () => {
+    expect(
+      coerceCronDeliveryPreviews({
+        deliveryPreviews: {
+          job1: { label: "announce -> telegram:123" },
+        },
+      }).size,
+    ).toBe(0);
+  });
+});
diff --git a/src/cli/cron-cli/shared.ts b/src/cli/cron-cli/shared.ts
index 2ed0ce65981..ec2664a380a 100644
--- a/src/cli/cron-cli/shared.ts
+++ b/src/cli/cron-cli/shared.ts
@@ -1,7 +1,7 @@
 import { listChannelPlugins } from "../../channels/plugins/index.js";
 import { parseAbsoluteTimeMs } from "../../cron/parse.js";
 import { resolveCronStaggerMs } from "../../cron/stagger.js";
-import type { CronJob, CronSchedule } from "../../cron/types.js";
+import type { CronDeliveryPreview, CronJob, CronSchedule } from "../../cron/types.js";
 import { danger } from "../../globals.js";
 import { formatDurationHuman } from "../../infra/format-time/format-duration.ts";
 import {
@@ -225,99 +225,26 @@ const formatStatus = (job: CronJob) => {
   return job.state.lastStatus ?? "idle";
 };
 
-export type CronDeliveryPreview = {
-  label: string;
-  detail: string;
-};
-
-function formatTarget(channel?: string, to?: string | null): string {
-  if (!channel) {
-    return "last";
+export function coerceCronDeliveryPreviews(value: unknown): Map<string, CronDeliveryPreview> {
+  const previews =
+    value && typeof value === "object"
+      ? (value as { deliveryPreviews?: unknown }).deliveryPreviews
+      : undefined;
+  if (!previews || typeof previews !== "object") {
+    return new Map();
   }
-  if (to) {
-    return `${channel}:${to}`;
-  }
-  return channel;
-}
-
-function formatDeliveryDetail(params: {
-  requestedChannel?: string;
-  resolved: boolean;
-  sessionKey?: string;
-  error?: string;
-}): string {
-  if (params.requestedChannel === "last" || !params.requestedChannel) {
-    if (!params.resolved) {
-      return params.error
-        ? `last -> no route, will fail-closed: ${params.error}`
-        : "last -> no route, will fail-closed";
-    }
-    return params.sessionKey
-      ? `resolved from last, session ${params.sessionKey}`
-      : "resolved from last, main session";
-  }
-  return params.resolved ? "explicit" : (params.error ?? "unresolved");
-}
-
-export async function resolveCronDeliveryPreview(job: CronJob): Promise<CronDeliveryPreview> {
-  const { resolveCronDeliveryPlan } = await import("../../cron/delivery-plan.js");
-  const plan = resolveCronDeliveryPlan(job);
-  if (!plan.requested && plan.mode === "none" && !job.delivery) {
-    return { label: "not requested", detail: "not requested" };
-  }
-  if (plan.mode === "webhook") {
-    const target = plan.to ? `webhook:${plan.to}` : "webhook";
-    return { label: target, detail: plan.to ? "webhook" : "webhook target missing" };
-  }
-
-  const requestedChannel = plan.channel ?? "last";
-  const [{ loadConfig }, { resolveDefaultAgentId }, { resolveDeliveryTarget }] = await Promise.all([
-    import("../../config/config.js"),
-    import("../../agents/agent-scope-config.js"),
-    import("../../cron/isolated-agent/delivery-target.js"),
-  ]);
-  const cfg = loadConfig();
-  const agentId = job.agentId?.trim() || resolveDefaultAgentId(cfg);
-  const resolved = await resolveDeliveryTarget(
-    cfg,
-    agentId,
-    {
-      channel: requestedChannel,
-      to: plan.to,
-      threadId: plan.threadId,
-      accountId: plan.accountId,
-      sessionKey: job.sessionKey,
-    },
-    { dryRun: true },
-  );
-  if (!resolved.ok) {
-    return {
-      label: `${plan.mode} -> ${formatTarget(requestedChannel, plan.to ?? null)}`,
-      detail: formatDeliveryDetail({
-        requestedChannel,
-        resolved: false,
-        sessionKey: job.sessionKey,
-        error: resolved.error.message,
-      }),
-    };
-  }
-  return {
-    label: `${plan.mode} -> ${formatTarget(resolved.channel, resolved.to)}`,
-    detail: formatDeliveryDetail({
-      requestedChannel,
-      resolved: true,
-      sessionKey: job.sessionKey,
+  return new Map(
+    Object.entries(previews as Record<string, unknown>).flatMap(([jobId, preview]) => {
+      if (!preview || typeof preview !== "object") {
+        return [];
+      }
+      const record = preview as { label?: unknown; detail?: unknown };
+      if (typeof record.label !== "string" || typeof record.detail !== "string") {
+        return [];
+      }
+      return [[jobId, { label: record.label, detail: record.detail }]];
     }),
-  };
-}
-
-export async function resolveCronDeliveryPreviews(
-  jobs: CronJob[],
-): Promise<Map<string, CronDeliveryPreview>> {
-  const entries = await Promise.all(
-    jobs.map(async (job) => [job.id, await resolveCronDeliveryPreview(job)] as const),
   );
-  return new Map(entries);
 }
 
 export function printCronList(
@@ -421,8 +348,12 @@ export function printCronList(
   }
 }
 
-export async function printCronShow(job: CronJob, runtime: RuntimeEnv = defaultRuntime) {
-  const preview = await resolveCronDeliveryPreview(job);
+export function printCronShow(
+  job: CronJob,
+  runtime: RuntimeEnv = defaultRuntime,
+  opts?: { deliveryPreview?: CronDeliveryPreview },
+) {
+  const preview = opts?.deliveryPreview ?? { label: "-", detail: "unavailable" };
   runtime.log(`id: ${job.id}`);
   runtime.log(`name: ${job.name}`);
   runtime.log(`enabled: ${job.enabled ? "yes" : "no"}`);
diff --git a/src/cron/delivery-preview.ts b/src/cron/delivery-preview.ts
new file mode 100644
index 00000000000..80cc9d37936
--- /dev/null
+++ b/src/cron/delivery-preview.ts
@@ -0,0 +1,105 @@
+import { resolveDefaultAgentId } from "../agents/agent-scope-config.js";
+import type { OpenClawConfig } from "../config/types.openclaw.js";
+import { resolveCronDeliveryPlan } from "./delivery-plan.js";
+import { resolveDeliveryTarget } from "./isolated-agent/delivery-target.js";
+import type { CronDeliveryPreview, CronJob } from "./types.js";
+
+function formatTarget(channel?: string, to?: string | null): string {
+  if (!channel) {
+    return "last";
+  }
+  if (to) {
+    return `${channel}:${to}`;
+  }
+  return channel;
+}
+
+function formatDeliveryDetail(params: {
+  requestedChannel?: string;
+  resolved: boolean;
+  sessionKey?: string;
+  error?: string;
+}): string {
+  if (params.requestedChannel === "last" || !params.requestedChannel) {
+    if (!params.resolved) {
+      return params.error
+        ? `last -> no route, will fail-closed: ${params.error}`
+        : "last -> no route, will fail-closed";
+    }
+    return params.sessionKey
+      ? `resolved from last, session ${params.sessionKey}`
+      : "resolved from last, main session";
+  }
+  return params.resolved ? "explicit" : (params.error ?? "unresolved");
+}
+
+export async function resolveCronDeliveryPreview(params: {
+  cfg: OpenClawConfig;
+  defaultAgentId?: string;
+  job: CronJob;
+}): Promise<CronDeliveryPreview> {
+  const plan = resolveCronDeliveryPlan(params.job);
+  if (!plan.requested && plan.mode === "none" && !params.job.delivery) {
+    return { label: "not requested", detail: "not requested" };
+  }
+  if (plan.mode === "webhook") {
+    const target = plan.to ? `webhook:${plan.to}` : "webhook";
+    return { label: target, detail: plan.to ? "webhook" : "webhook target missing" };
+  }
+
+  const requestedChannel = plan.channel ?? "last";
+  const agentId =
+    params.job.agentId?.trim() || params.defaultAgentId || resolveDefaultAgentId(params.cfg);
+  const resolved = await resolveDeliveryTarget(
+    params.cfg,
+    agentId,
+    {
+      channel: requestedChannel,
+      to: plan.to,
+      threadId: plan.threadId,
+      accountId: plan.accountId,
+      sessionKey: params.job.sessionKey,
+    },
+    { dryRun: true },
+  );
+  if (!resolved.ok) {
+    return {
+      label: `${plan.mode} -> ${formatTarget(requestedChannel, plan.to ?? null)}`,
+      detail: formatDeliveryDetail({
+        requestedChannel,
+        resolved: false,
+        sessionKey: params.job.sessionKey,
+        error: resolved.error.message,
+      }),
+    };
+  }
+  return {
+    label: `${plan.mode} -> ${formatTarget(resolved.channel, resolved.to)}`,
+    detail: formatDeliveryDetail({
+      requestedChannel,
+      resolved: true,
+      sessionKey: params.job.sessionKey,
+    }),
+  };
+}
+
+export async function resolveCronDeliveryPreviews(params: {
+  cfg: OpenClawConfig;
+  defaultAgentId?: string;
+  jobs: CronJob[];
+}): Promise<Record<string, CronDeliveryPreview>> {
+  const entries = await Promise.all(
+    params.jobs.map(
+      async (job) =>
+        [
+          job.id,
+          await resolveCronDeliveryPreview({
+            cfg: params.cfg,
+            defaultAgentId: params.defaultAgentId,
+            job,
+          }),
+        ] as const,
+    ),
+  );
+  return Object.fromEntries(entries);
+}
diff --git a/src/cron/run-log.test.ts b/src/cron/run-log.test.ts
index bf3626771a3..6fb6505e9d8 100644
--- a/src/cron/run-log.test.ts
+++ b/src/cron/run-log.test.ts
@@ -8,6 +8,7 @@ import {
   DEFAULT_CRON_RUN_LOG_MAX_BYTES,
   getPendingCronRunLogWriteCountForTests,
   readCronRunLogEntries,
+  readCronRunLogEntriesPage,
   resolveCronRunLogPruneOptions,
   resolveCronRunLogPath,
 } from "./run-log.js";
@@ -237,6 +238,48 @@ describe("cron run log", () => {
     });
   });
 
+  it("does not include raw delivery targets in run-log search", async () => {
+    await withRunLogDir("openclaw-cron-log-target-query-", async (dir) => {
+      const logPath = path.join(dir, "runs", "job-1.jsonl");
+      await fs.mkdir(path.dirname(logPath), { recursive: true });
+      await fs.writeFile(
+        logPath,
+        JSON.stringify({
+          ts: 2,
+          jobId: "job-1",
+          action: "finished",
+          status: "ok",
+          summary: "done",
+          delivery: {
+            intended: { channel: "last", to: null, source: "last" },
+            resolved: { ok: true, channel: "telegram", to: "-100", source: "last" },
+            messageToolSentTo: [{ channel: "telegram", to: "-100" }],
+          },
+        }) + "\n",
+        "utf-8",
+      );
+
+      expect(
+        (
+          await readCronRunLogEntriesPage(logPath, {
+            limit: 10,
+            jobId: "job-1",
+            query: "telegram",
+          })
+        ).entries,
+      ).toHaveLength(1);
+      expect(
+        (
+          await readCronRunLogEntriesPage(logPath, {
+            limit: 10,
+            jobId: "job-1",
+            query: "-100",
+          })
+        ).entries,
+      ).toEqual([]);
+    });
+  });
+
   it("reads telemetry fields", async () => {
     await withRunLogDir("openclaw-cron-log-telemetry-", async (dir) => {
       const logPath = path.join(dir, "runs", "job-1.jsonl");
diff --git a/src/cron/run-log.ts b/src/cron/run-log.ts
index 98052846fc3..ea45719659f 100644
--- a/src/cron/run-log.ts
+++ b/src/cron/run-log.ts
@@ -390,13 +390,8 @@ export async function readCronRunLogEntriesPage(
         entry.error ?? "",
         entry.jobId,
         entry.delivery?.intended?.channel ?? "",
-        entry.delivery?.intended?.to ?? "",
         entry.delivery?.resolved?.channel ?? "",
-        entry.delivery?.resolved?.to ?? "",
-        ...(entry.delivery?.messageToolSentTo ?? []).flatMap((target) => [
-          target.channel,
-          target.to ?? "",
-        ]),
+        ...(entry.delivery?.messageToolSentTo ?? []).map((target) => target.channel),
       ].join(" "),
   });
   const sorted =
@@ -460,13 +455,8 @@ export async function readCronRunLogEntriesPageAll(
         entry.jobId,
         jobName,
         entry.delivery?.intended?.channel ?? "",
-        entry.delivery?.intended?.to ?? "",
         entry.delivery?.resolved?.channel ?? "",
-        entry.delivery?.resolved?.to ?? "",
-        ...(entry.delivery?.messageToolSentTo ?? []).flatMap((target) => [
-          target.channel,
-          target.to ?? "",
-        ]),
+        ...(entry.delivery?.messageToolSentTo ?? []).map((target) => target.channel),
       ].join(" ");
     },
   });
diff --git a/src/cron/types.ts b/src/cron/types.ts
index 8f85f55f53e..b379c941c18 100644
--- a/src/cron/types.ts
+++ b/src/cron/types.ts
@@ -69,6 +69,11 @@ export type CronDeliveryTrace = {
   delivered?: boolean;
 };
 
+export type CronDeliveryPreview = {
+  label: string;
+  detail: string;
+};
+
 export type CronUsageSummary = {
   input_tokens?: number;
   output_tokens?: number;
diff --git a/src/gateway/server-methods/cron.ts b/src/gateway/server-methods/cron.ts
index 0e165a81143..2ad388f7ce8 100644
--- a/src/gateway/server-methods/cron.ts
+++ b/src/gateway/server-methods/cron.ts
@@ -1,6 +1,7 @@
 import { listPotentialConfiguredChannelIds } from "../../channels/config-presence.js";
 import { loadConfig } from "../../config/config.js";
 import type { OpenClawConfig } from "../../config/types.openclaw.js";
+import { resolveCronDeliveryPreviews } from "../../cron/delivery-preview.js";
 import { normalizeCronJobCreate, normalizeCronJobPatch } from "../../cron/normalize.js";
 import {
   readCronRunLogEntriesPage,
@@ -161,7 +162,12 @@ export const cronHandlers: GatewayRequestHandlers = {
       sortBy: p.sortBy,
       sortDir: p.sortDir,
     });
-    respond(true, page, undefined);
+    const deliveryPreviews = await resolveCronDeliveryPreviews({
+      cfg: loadConfig(),
+      defaultAgentId: context.cron.getDefaultAgentId(),
+      jobs: page.jobs,
+    });
+    respond(true, { ...page, deliveryPreviews }, undefined);
   },
   "cron.status": async ({ params, respond, context }) => {
     if (!validateCronStatusParams(params)) {
diff --git a/src/gateway/server.cron.test.ts b/src/gateway/server.cron.test.ts
index 76af3f1f7d2..dd07aed7506 100644
--- a/src/gateway/server.cron.test.ts
+++ b/src/gateway/server.cron.test.ts
@@ -275,7 +275,8 @@ describe("gateway server cron", () => {
         delivery: { mode: "webhook", to: "https://example.invalid/cron-finished" },
       });
       expect(addRes.ok).toBe(true);
-      expect(typeof (addRes.payload as { id?: unknown } | null)?.id).toBe("string");
+      const dailyJobId = (addRes.payload as { id?: unknown } | null)?.id;
+      expect(typeof dailyJobId).toBe("string");
 
       const listRes = await rpcReq(ws, "cron.list", {
         includeDisabled: true,
@@ -288,6 +289,16 @@ describe("gateway server cron", () => {
       expect(
         ((jobs as Array<{ delivery?: { mode?: unknown } }>)[0]?.delivery?.mode as string) ?? "",
       ).toBe("webhook");
+      expect(
+        (
+          listRes.payload as {
+            deliveryPreviews?: Record<string, { label?: unknown; detail?: unknown }>;
+          } | null
+        )?.deliveryPreviews?.[String(dailyJobId)],
+      ).toEqual({
+        label: "webhook:https://example.invalid/cron-finished",
+        detail: "webhook",
+      });
 
       const routeAtMs = Date.now() - 1;
       const routeRes = await rpcReq(ws, "cron.add", {