diff --git a/CHANGELOG.md b/CHANGELOG.md
index cba86704d796..a465df4e0c34 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -24,6 +24,7 @@ Docs: https://docs.openclaw.ai
 ### Fixes
 
 - **Exec approval prompts:** keep background-disabled fallback warnings out of pending gateway/node approvals and show them only after a command actually runs in the foreground. (#78184) Thanks @vincentkoc.
+- **Direct poll delivery:** route direct and hybrid channel polls through the owning outbound adapter while preserving gateway-mode routing and channel option checks. (#99950) Thanks @NianJiuZst.
 - **Agent wait hard-timeout snapshots:** preserve canonical hard-timeout phase and timestamps when the outer `agent.wait` timer wins the retry-grace race, while leaving queue, draining, and restart-cancelled waits correctable. (#89367) Thanks @Pick-cat.
 - **Control UI typed approvals:** send `/approve` commands immediately through the authorized Gateway command path while an agent run is blocked instead of queueing the command behind that run. (#77672) Thanks @vincentkoc.
 - **Microsoft Teams Graph response bounds:** cap successful file-upload and chat JSON reads so oversized Microsoft Graph responses cannot be buffered without limit. (#97784) Thanks @Alix-007.
diff --git a/src/commands/message-format.test.ts b/src/commands/message-format.test.ts
index 2711e7d1c63a..9d2cf18f4d92 100644
--- a/src/commands/message-format.test.ts
+++ b/src/commands/message-format.test.ts
@@ -1,7 +1,19 @@
 // Tests for CLI message text formatting helpers (renderMessageList, formatMessageCliText).
-import { describe, expect, it } from "vitest";
+import { describe, expect, it, vi } from "vitest";
+import type { MessageActionRunResult } from "../infra/outbound/message-action-runner.js";
 import { formatMessageCliText } from "./message-format.js";
 
+const getChannelPluginMock = vi.hoisted(() =>
+  vi.fn((channel: string) =>
+    channel === "directchat" ? { meta: { label: "Direct Chat" } } : undefined,
+  ),
+);
+
+vi.mock("../channels/plugins/index.js", () => ({
+  getChannelPlugin: getChannelPluginMock,
+  getLoadedChannelPlugin: getChannelPluginMock,
+}));
+
 function readResultPayload(payload: unknown) {
   return {
     kind: "action" as const,
@@ -189,3 +201,37 @@ describe("renderPaginationHint", () => {
     expect(out).not.toContain("More results available");
   });
 });
+
+describe("formatMessageCliText poll results", () => {
+  it("formats direct core poll results as direct deliveries", () => {
+    const result = {
+      kind: "poll",
+      action: "poll",
+      channel: "directchat",
+      to: "room-1",
+      handledBy: "core",
+      payload: {},
+      dryRun: false,
+      pollResult: {
+        channel: "directchat",
+        to: "room-1",
+        question: "Lunch?",
+        options: ["Pizza", "Sushi"],
+        maxSelections: 1,
+        durationSeconds: null,
+        durationHours: null,
+        via: "direct",
+        result: {
+          messageId: "p1",
+          conversationId: "conv-1",
+          pollId: "poll-1",
+        },
+      },
+    } satisfies MessageActionRunResult;
+
+    expect(formatMessageCliText(result)).toEqual([
+      "✅ Poll sent via Direct Chat. Message ID: p1 (conversation conv-1)",
+      "Poll id: poll-1",
+    ]);
+  });
+});
diff --git a/src/commands/message-format.ts b/src/commands/message-format.ts
index 32a177c0168b..cab061f615e4 100644
--- a/src/commands/message-format.ts
+++ b/src/commands/message-format.ts
@@ -341,6 +341,22 @@ export function formatMessageCliText(
       const poll = result.pollResult;
       const pollId = (poll.result as { pollId?: string } | undefined)?.pollId;
       const msgId = poll.result?.messageId ?? null;
+      if (poll.via === "direct") {
+        const directResult = poll.result
+          ? ({ ...poll.result, channel: poll.channel } satisfies OutboundDeliveryResult)
+          : undefined;
+        const lines = [
+          ok(
+            formatOutboundDeliverySummary(poll.channel, directResult, {
+              action: "Poll sent",
+            }),
+          ),
+        ];
+        if (pollId) {
+          lines.push(ok(`Poll id: ${pollId}`));
+        }
+        return lines;
+      }
       const lines = [
         ok(
           formatGatewaySummary({
diff --git a/src/infra/outbound/format.ts b/src/infra/outbound/format.ts
index 4b711efb2af4..c97d04895b38 100644
--- a/src/infra/outbound/format.ts
+++ b/src/infra/outbound/format.ts
@@ -43,13 +43,15 @@ const resolveChannelLabel = (channel: string) => {
 export function formatOutboundDeliverySummary(
   channel: string,
   result?: OutboundDeliveryResult,
+  opts?: { action?: string },
 ): string {
+  const action = opts?.action ?? "Sent";
   if (!result) {
-    return `✅ Sent via ${resolveChannelLabel(channel)}. Message ID: unknown`;
+    return `✅ ${action} via ${resolveChannelLabel(channel)}. Message ID: unknown`;
   }
 
   const label = resolveChannelLabel(result.channel);
-  const base = `✅ Sent via ${label}. Message ID: ${result.messageId}`;
+  const base = `✅ ${action} via ${label}. Message ID: ${result.messageId}`;
 
   if ("chatId" in result) {
     return `${base} (chat ${result.chatId})`;
diff --git a/src/infra/outbound/message.channels.test.ts b/src/infra/outbound/message.channels.test.ts
index 665b6cb9d1bd..70760140063a 100644
--- a/src/infra/outbound/message.channels.test.ts
+++ b/src/infra/outbound/message.channels.test.ts
@@ -234,21 +234,27 @@ describe("sendMessage replyToId threading", () => {
   });
 });
 
+function setDemoPollRegistry(
+  outboundOptions: Parameters<typeof createDemoAliasOutbound>[0] = {},
+) {
+  setRegistry(
+    createTestRegistry([
+      {
+        pluginId: "demo-alias-channel",
+        source: "test",
+        plugin: createDemoAliasPlugin({
+          aliases: ["workspace-chat"],
+          outbound: createDemoAliasOutbound({ includePoll: true, ...outboundOptions }),
+        }),
+      },
+    ]),
+  );
+}
+
 describe("sendPoll channel normalization", () => {
-  it("normalizes plugin aliases for polls", async () => {
+  it("normalizes plugin aliases for gateway polls", async () => {
     callGatewayMock.mockResolvedValueOnce({ messageId: "p1" });
-    setRegistry(
-      createTestRegistry([
-        {
-          pluginId: "demo-alias-channel",
-          source: "test",
-          plugin: createDemoAliasPlugin({
-            aliases: ["workspace-chat"],
-            outbound: createDemoAliasOutbound({ includePoll: true }),
-          }),
-        },
-      ]),
-    );
+    setDemoPollRegistry({ deliveryMode: "gateway" });
 
     const result = await sendPoll({
       cfg: {},
@@ -260,6 +266,76 @@ describe("sendPoll channel normalization", () => {
 
     expect(gatewayCall()?.params?.channel).toBe("demo-alias-channel");
     expect(result.channel).toBe("demo-alias-channel");
+    expect(result.via).toBe("gateway");
+  });
+
+  it("uses direct poll fallback for direct channel plugins", async () => {
+    const cfg = { channels: {} };
+    const sendPollMock = vi.fn(async () => ({ messageId: "p1" }));
+    setDemoPollRegistry({ supportsAnonymousPolls: true, sendPoll: sendPollMock });
+
+    const result = await sendPoll({
+      cfg,
+      to: "conversation:demo-target",
+      question: "Lunch?",
+      options: ["Pizza", "Sushi"],
+      channel: "Workspace-Chat",
+      accountId: "acct-1",
+      threadId: "thread-1",
+      silent: true,
+      isAnonymous: false,
+    });
+
+    expect(callGatewayMock).not.toHaveBeenCalled();
+    expect(result).toMatchObject({
+      channel: "demo-alias-channel",
+      to: "conversation:demo-target",
+      via: "direct",
+      result: { messageId: "p1" },
+    });
+    expect(sendPollMock).toHaveBeenCalledWith({
+      cfg,
+      to: "conversation:demo-target",
+      poll: {
+        question: "Lunch?",
+        options: ["Pizza", "Sushi"],
+        maxSelections: 1,
+      },
+      accountId: "acct-1",
+      threadId: "thread-1",
+      silent: true,
+      isAnonymous: false,
+    });
+  });
+
+  it.each([
+    {
+      name: "durationSeconds",
+      params: { durationSeconds: 300 },
+      message: "durationSeconds is not supported for demo-alias-channel polls",
+    },
+    {
+      name: "isAnonymous",
+      params: { isAnonymous: false },
+      message: "isAnonymous is not supported for demo-alias-channel polls",
+    },
+  ])("rejects unsupported direct poll option $name", async ({ params, message }) => {
+    const sendPollMock = vi.fn(async () => ({ messageId: "p1" }));
+    setDemoPollRegistry({ sendPoll: sendPollMock });
+
+    await expect(
+      sendPoll({
+        cfg: {},
+        to: "conversation:demo-target",
+        question: "Lunch?",
+        options: ["Pizza", "Sushi"],
+        channel: "Workspace-Chat",
+        ...params,
+      }),
+    ).rejects.toThrow(message);
+
+    expect(callGatewayMock).not.toHaveBeenCalled();
+    expect(sendPollMock).not.toHaveBeenCalled();
   });
 });
 
@@ -457,8 +533,14 @@ const createLocalChatAliasPlugin = (): ChannelPlugin => ({
   },
 });
 
-const createDemoAliasOutbound = (opts?: { includePoll?: boolean }): ChannelOutboundAdapter => ({
-  deliveryMode: "direct",
+const createDemoAliasOutbound = (opts?: {
+  deliveryMode?: ChannelOutboundAdapter["deliveryMode"];
+  includePoll?: boolean;
+  supportsAnonymousPolls?: boolean;
+  supportsPollDurationSeconds?: boolean;
+  sendPoll?: NonNullable<ChannelOutboundAdapter["sendPoll"]>;
+}): ChannelOutboundAdapter => ({
+  deliveryMode: opts?.deliveryMode ?? "direct",
   sendText: async ({ deps, to, text }) => {
     const send = deps?.["demo-alias-channel"] as
       | ((to: string, text: string, opts?: unknown) => Promise<{ messageId: string }>)
@@ -482,7 +564,9 @@ const createDemoAliasOutbound = (opts?: { includePoll?: boolean }): ChannelOutbo
   ...(opts?.includePoll
     ? {
         pollMaxOptions: 12,
-        sendPoll: async () => ({ channel: "demo-alias-channel", messageId: "p1" }),
+        ...(opts.supportsAnonymousPolls ? { supportsAnonymousPolls: true } : {}),
+        ...(opts.supportsPollDurationSeconds ? { supportsPollDurationSeconds: true } : {}),
+        sendPoll: opts.sendPoll ?? (async () => ({ messageId: "p1" })),
       }
     : {}),
 });
diff --git a/src/infra/outbound/message.ts b/src/infra/outbound/message.ts
index 9c6d0e2675fe..9b9461583c1a 100644
--- a/src/infra/outbound/message.ts
+++ b/src/infra/outbound/message.ts
@@ -134,7 +134,7 @@ export type MessagePollResult = {
   maxSelections: number;
   durationSeconds: number | null;
   durationHours: number | null;
-  via: "gateway";
+  via: "direct" | "gateway";
   result?: {
     messageId: string;
     toJid?: string;
@@ -155,6 +155,7 @@ function buildMessagePollResult(params: {
     durationSeconds?: number | null;
     durationHours?: number | null;
   };
+  via: MessagePollResult["via"];
   result?: MessagePollResult["result"];
   dryRun?: boolean;
 }): MessagePollResult {
@@ -166,11 +167,28 @@ function buildMessagePollResult(params: {
     maxSelections: params.normalized.maxSelections,
     durationSeconds: params.normalized.durationSeconds ?? null,
     durationHours: params.normalized.durationHours ?? null,
-    via: "gateway",
+    via: params.via,
     ...(params.dryRun ? { dryRun: true } : { result: params.result }),
   };
 }
 
+function assertPollOptionSupport(params: {
+  channel: string;
+  outbound: NonNullable<ReturnType<typeof resolveRequiredPlugin>["outbound"]>;
+  durationSeconds?: number;
+  isAnonymous?: boolean;
+}): void {
+  if (
+    typeof params.durationSeconds === "number" &&
+    params.outbound.supportsPollDurationSeconds !== true
+  ) {
+    throw new Error(`durationSeconds is not supported for ${params.channel} polls`);
+  }
+  if (typeof params.isAnonymous === "boolean" && params.outbound.supportsAnonymousPolls !== true) {
+    throw new Error(`isAnonymous is not supported for ${params.channel} polls`);
+  }
+}
+
 async function resolveRequiredChannel(params: {
   cfg: OpenClawConfig;
   channel?: string;
@@ -484,6 +502,7 @@ export async function sendPoll(params: MessagePollParams): Promise<MessagePollRe
   if (!outbound?.sendPoll) {
     throw new Error(`Unsupported poll channel: ${channel}`);
   }
+  const deliveryMode = outbound.deliveryMode ?? "direct";
   const normalized = outbound.pollMaxOptions
     ? normalizePollInput(pollInput, { maxOptions: outbound.pollMaxOptions })
     : normalizePollInput(pollInput);
@@ -493,10 +512,49 @@ export async function sendPoll(params: MessagePollParams): Promise<MessagePollRe
       channel,
       to: params.to,
       normalized,
+      via: deliveryMode === "gateway" ? "gateway" : "direct",
       dryRun: true,
     });
   }
 
+  assertPollOptionSupport({
+    channel,
+    outbound,
+    durationSeconds: params.durationSeconds,
+    isAnonymous: params.isAnonymous,
+  });
+
+  if (deliveryMode !== "gateway") {
+    const resolvedTarget = resolveOutboundTarget({
+      channel,
+      to: params.to,
+      cfg,
+      accountId: params.accountId,
+      mode: "explicit",
+    });
+    if (!resolvedTarget.ok) {
+      throw resolvedTarget.error;
+    }
+
+    const result = await outbound.sendPoll({
+      cfg,
+      to: resolvedTarget.to,
+      poll: normalized,
+      accountId: params.accountId,
+      threadId: params.threadId,
+      silent: params.silent,
+      isAnonymous: params.isAnonymous,
+    });
+
+    return buildMessagePollResult({
+      channel,
+      to: params.to,
+      normalized,
+      via: "direct",
+      result,
+    });
+  }
+
   const result = await callMessageGateway<{
     messageId: string;
     toJid?: string;
@@ -526,6 +584,7 @@ export async function sendPoll(params: MessagePollParams): Promise<MessagePollRe
     channel,
     to: params.to,
     normalized,
+    via: "gateway",
     result,
   });
 }