diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2ddc5bb6d93..d440c967f42 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -20,6 +20,7 @@ Docs: https://docs.openclaw.ai
 ### Fixes
 
 - Agents/sessions: keep delayed `sessions_send` A2A replies alive after soft wait-window timeouts, while preserving terminal run timeouts and avoiding stale target replies in requester sessions. Fixes #76443. Thanks @ryswork1993 and @vincentkoc.
+- CLI/sessions: keep intentional empty agent replies silent after tool-delivered channel output, instead of surfacing a misleading "No reply from agent." fallback. Thanks @vincentkoc.
 - Config/doctor: cap `.clobbered.*` forensic snapshots per config path and serialize snapshot writes so repeated `doctor --fix` recovery loops cannot flood the config directory. Fixes #76454; carries forward #65649. Thanks @JUSTICEESSIELP, @rsnow, and @vincentkoc.
 - Feishu: suppress duplicate text when replies send native voice media while preserving captions for ordinary audio files and falling back to text plus attachment links when voice uploads fail.
 - Feishu: keep packaged Feishu startup from bundling the Lark SDK's ESM `__dirname` path by loading the SDK as a plugin-local runtime dependency. Fixes #76291 and #76494. (#76392) Thanks @zqchris.
diff --git a/src/agents/command/delivery.ts b/src/agents/command/delivery.ts
index dffc20a2fc0..9a1f3c06524 100644
--- a/src/agents/command/delivery.ts
+++ b/src/agents/command/delivery.ts
@@ -350,7 +350,6 @@ export async function deliverAgentCommandResult(params: {
   }
 
   if (!payloads || payloads.length === 0) {
-    runtime.log("No reply from agent.");
     return { payloads: [], meta: resultMeta };
   }
 
diff --git a/src/commands/agent-via-gateway.test.ts b/src/commands/agent-via-gateway.test.ts
index cdbaccecaba..cb574074db0 100644
--- a/src/commands/agent-via-gateway.test.ts
+++ b/src/commands/agent-via-gateway.test.ts
@@ -147,6 +147,42 @@ describe("agentCliCommand", () => {
     });
   });
 
+  it("stays silent when the gateway returns an intentional empty reply", async () => {
+    await withTempStore(async () => {
+      callGateway.mockResolvedValue({
+        runId: "idem-1",
+        status: "ok",
+        summary: "completed",
+        result: {
+          payloads: [],
+          meta: { stub: true },
+        },
+      });
+
+      await agentCliCommand({ message: "hi", to: "+1555" }, runtime);
+
+      expect(runtime.log).not.toHaveBeenCalled();
+    });
+  });
+
+  it("logs non-ok gateway summaries when payloads are empty", async () => {
+    await withTempStore(async () => {
+      callGateway.mockResolvedValue({
+        runId: "idem-1",
+        status: "timeout",
+        summary: "aborted",
+        result: {
+          payloads: [],
+          meta: { aborted: true },
+        },
+      });
+
+      await agentCliCommand({ message: "hi", to: "+1555" }, runtime);
+
+      expect(runtime.log).toHaveBeenCalledWith("aborted");
+    });
+  });
+
   it("passes model overrides through gateway requests", async () => {
     await withTempStore(async () => {
       mockGatewaySuccessReply();
diff --git a/src/commands/agent-via-gateway.ts b/src/commands/agent-via-gateway.ts
index 2f117147568..23965faa43b 100644
--- a/src/commands/agent-via-gateway.ts
+++ b/src/commands/agent-via-gateway.ts
@@ -201,7 +201,9 @@ async function agentViaGatewayCommand(opts: AgentCliOpts, runtime: RuntimeEnv) {
   const payloads = result?.payloads ?? [];
 
   if (payloads.length === 0) {
-    runtime.log(response?.summary ? response.summary : "No reply from agent.");
+    if (response?.status !== "ok") {
+      runtime.log(response?.summary ? response.summary : "No reply from agent.");
+    }
     return response;
   }
 
diff --git a/src/commands/agent.acp.test.ts b/src/commands/agent.acp.test.ts
index 9953fae20b4..ff2148797e7 100644
--- a/src/commands/agent.acp.test.ts
+++ b/src/commands/agent.acp.test.ts
@@ -378,6 +378,16 @@ describe("agentCommand ACP runtime routing", () => {
     });
   });
 
+  it("keeps no-reply ACP turns silent", async () => {
+    await withAcpSessionEnv(async () => {
+      const { assistantEvents, logLines } = await runAcpTurnWithAssistantEvents(["NO_REPLY"]);
+
+      expect(assistantEvents.map((event) => event.text).filter(Boolean)).toEqual([]);
+      expect(logLines.some((line) => line.includes("NO_REPLY"))).toBe(false);
+      expect(logLines).toEqual([]);
+    });
+  });
+
   it("fails closed for ACP-shaped session keys missing ACP metadata", async () => {
     await withTempHome(async (home) => {
       const storePath = path.join(home, "sessions.json");
diff --git a/src/commands/agent.delivery.test.ts b/src/commands/agent.delivery.test.ts
index 5772a91b4a7..56042cf7b62 100644
--- a/src/commands/agent.delivery.test.ts
+++ b/src/commands/agent.delivery.test.ts
@@ -200,6 +200,21 @@ describe("deliverAgentCommandResult", () => {
     );
   });
 
+  it("stays silent for intentional empty payloads", async () => {
+    const runtime = createRuntime();
+
+    await runDelivery({
+      opts: {
+        message: "hello",
+      },
+      runtime,
+      payloads: [],
+    });
+
+    expect(runtime.log).not.toHaveBeenCalled();
+    expect(mocks.deliverOutboundPayloads).not.toHaveBeenCalled();
+  });
+
   it("uses runContext turn source over stale session last route", async () => {
     await runDelivery({
       opts: {