diff --git a/core/src/main/java/com/google/adk/flows/llmflows/Functions.java b/core/src/main/java/com/google/adk/flows/llmflows/Functions.java
index ecc2bb412..08d620211 100644
--- a/core/src/main/java/com/google/adk/flows/llmflows/Functions.java
+++ b/core/src/main/java/com/google/adk/flows/llmflows/Functions.java
@@ -586,8 +586,7 @@ private static Maybe<Map<String, Object>> maybeInvokeAfterToolCall(
 
   private static Maybe<Map<String, Object>> callTool(
       BaseTool tool, Map<String, Object> args, ToolContext toolContext, Context parentContext) {
-    return tool.runAsync(args, toolContext)
-        .toMaybe()
+    return tool.runMaybeAsync(args, toolContext)
         .doOnSubscribe(
             d ->
                 Tracing.traceToolCall(
diff --git a/core/src/main/java/com/google/adk/tools/BaseTool.java b/core/src/main/java/com/google/adk/tools/BaseTool.java
index 1ea2808a1..10c740fd5 100644
--- a/core/src/main/java/com/google/adk/tools/BaseTool.java
+++ b/core/src/main/java/com/google/adk/tools/BaseTool.java
@@ -34,6 +34,7 @@
 import com.google.genai.types.LiveConnectConfig;
 import com.google.genai.types.Tool;
 import io.reactivex.rxjava3.core.Completable;
+import io.reactivex.rxjava3.core.Maybe;
 import io.reactivex.rxjava3.core.Single;
 import java.util.HashMap;
 import java.util.Map;
@@ -48,6 +49,8 @@ public abstract class BaseTool {
   private final String name;
   private final String description;
   private final boolean isLongRunning;
+  private final boolean overridesRunAsync;
+  private final boolean overridesRunMaybeAsync;
   private final HashMap<String, Object> customMetadata;
 
   protected BaseTool(@Nonnull String name, @Nonnull String description) {
@@ -58,6 +61,8 @@ protected BaseTool(@Nonnull String name, @Nonnull String description, boolean is
     this.name = name;
     this.description = description;
     this.isLongRunning = isLongRunning;
+    overridesRunAsync = overridesMethod("runAsync");
+    overridesRunMaybeAsync = overridesMethod("runMaybeAsync");
     customMetadata = new HashMap<>();
   }
 
@@ -90,6 +95,24 @@ public void setCustomMetadata(String key, Object value) {
 
   /** Calls a tool. */
   public Single<Map<String, Object>> runAsync(Map<String, Object> args, ToolContext toolContext) {
+    if (overridesRunMaybeAsync) {
+      return runMaybeAsync(args, toolContext).defaultIfEmpty(ImmutableMap.<String, Object>of());
+    }
+    throw new UnsupportedOperationException("This method is not implemented.");
+  }
+
+  /**
+   * Calls a tool and optionally returns a function response.
+   *
+   * <p>Override this method for long-running tools that may end the current invocation without
+   * emitting a function response event. This default implementation delegates to {@link
+   * #runAsync(Map, ToolContext)} for backwards compatibility.
+   */
+  public Maybe<Map<String, Object>> runMaybeAsync(
+      Map<String, Object> args, ToolContext toolContext) {
+    if (overridesRunAsync && !overridesRunMaybeAsync) {
+      return runAsync(args, toolContext).toMaybe();
+    }
     throw new UnsupportedOperationException("This method is not implemented.");
   }
 
@@ -180,6 +203,15 @@ private static ImmutableList<Tool> findToolsWithoutFunctionDeclarations(LlmReque
         .orElse(ImmutableList.of());
   }
 
+  private boolean overridesMethod(String methodName) {
+    try {
+      return getClass().getMethod(methodName, Map.class, ToolContext.class).getDeclaringClass()
+          != BaseTool.class;
+    } catch (NoSuchMethodException e) {
+      throw new IllegalStateException("Missing tool method: " + methodName, e);
+    }
+  }
+
   /**
    * Creates a tool instance from a config.
    *
diff --git a/core/src/main/java/com/google/adk/tools/FunctionTool.java b/core/src/main/java/com/google/adk/tools/FunctionTool.java
index 4323b4569..05a78561a 100644
--- a/core/src/main/java/com/google/adk/tools/FunctionTool.java
+++ b/core/src/main/java/com/google/adk/tools/FunctionTool.java
@@ -245,6 +245,12 @@ public boolean isStreaming() {
 
   @Override
   public Single<Map<String, Object>> runAsync(Map<String, Object> args, ToolContext toolContext) {
+    return runMaybeAsync(args, toolContext).defaultIfEmpty(ImmutableMap.<String, Object>of());
+  }
+
+  @Override
+  public Maybe<Map<String, Object>> runMaybeAsync(
+      Map<String, Object> args, ToolContext toolContext) {
     try {
       if (requireConfirmation) {
         if (toolContext.toolConfirmation().isEmpty()) {
@@ -253,17 +259,20 @@ public Single<Map<String, Object>> runAsync(Map<String, Object> args, ToolContex
                   "Please approve or reject the tool call %s() by responding with a"
                       + " FunctionResponse with an expected ToolConfirmation payload.",
                   name()));
-          return Single.just(
+          return Maybe.just(
               ImmutableMap.of(
                   "error", "This tool call requires confirmation, please approve or reject."));
         } else if (!toolContext.toolConfirmation().get().confirmed()) {
-          return Single.just(ImmutableMap.of("error", "This tool call is rejected."));
+          return Maybe.just(ImmutableMap.of("error", "This tool call is rejected."));
         }
       }
-      return this.call(args, toolContext).defaultIfEmpty(ImmutableMap.of());
+      Maybe<Map<String, Object>> functionResult = this.call(args, toolContext);
+      return longRunning()
+          ? functionResult
+          : functionResult.switchIfEmpty(Maybe.just(ImmutableMap.<String, Object>of()));
     } catch (Exception e) {
       logger.error("Exception occurred while calling function tool: " + func.getName(), e);
-      return Single.just(
+      return Maybe.just(
           ImmutableMap.of("status", "error", "message", "An internal error occurred."));
     }
   }
diff --git a/core/src/test/java/com/google/adk/flows/llmflows/FunctionsTest.java b/core/src/test/java/com/google/adk/flows/llmflows/FunctionsTest.java
index d5db4d4b3..551b8d5a7 100644
--- a/core/src/test/java/com/google/adk/flows/llmflows/FunctionsTest.java
+++ b/core/src/test/java/com/google/adk/flows/llmflows/FunctionsTest.java
@@ -27,12 +27,16 @@
 import com.google.adk.agents.RunConfig.ToolExecutionMode;
 import com.google.adk.events.Event;
 import com.google.adk.testing.TestUtils;
+import com.google.adk.tools.BaseTool;
+import com.google.adk.tools.ToolContext;
 import com.google.common.collect.ImmutableList;
 import com.google.common.collect.ImmutableMap;
 import com.google.genai.types.Content;
 import com.google.genai.types.FunctionCall;
 import com.google.genai.types.FunctionResponse;
 import com.google.genai.types.Part;
+import io.reactivex.rxjava3.core.Maybe;
+import java.util.Map;
 import org.junit.Test;
 import org.junit.runner.RunWith;
 import org.junit.runners.JUnit4;
@@ -146,6 +150,39 @@ public void handleFunctionCalls_singleFunctionCall() {
                 .build());
   }
 
+  @Test
+  public void handleFunctionCalls_longRunningToolWithEmptyResponse() {
+    InvocationContext invocationContext = createInvocationContext(createRootAgent());
+    Event event =
+        createEvent("event").toBuilder()
+            .content(
+                Content.fromParts(
+                    Part.fromText("..."),
+                    Part.builder()
+                        .functionCall(
+                            FunctionCall.builder()
+                                .id("function_call_id")
+                                .name("empty_tool")
+                                .args(ImmutableMap.of())
+                                .build())
+                        .build()))
+            .build();
+    BaseTool tool =
+        new BaseTool("empty_tool", "Long-running tool without an immediate response", true) {
+          @Override
+          public Maybe<Map<String, Object>> runMaybeAsync(
+              Map<String, Object> args, ToolContext toolContext) {
+            return Maybe.empty();
+          }
+        };
+
+    Event functionResponseEvent =
+        Functions.handleFunctionCalls(invocationContext, event, ImmutableMap.of("empty_tool", tool))
+            .blockingGet();
+
+    assertThat(functionResponseEvent).isNull();
+  }
+
   @Test
   public void handleFunctionCalls_multipleFunctionCalls_parallel() {
     InvocationContext invocationContext =
diff --git a/core/src/test/java/com/google/adk/tools/BaseToolTest.java b/core/src/test/java/com/google/adk/tools/BaseToolTest.java
index 2a07e7a44..ba265dbbc 100644
--- a/core/src/test/java/com/google/adk/tools/BaseToolTest.java
+++ b/core/src/test/java/com/google/adk/tools/BaseToolTest.java
@@ -1,6 +1,7 @@
 package com.google.adk.tools;
 
 import static com.google.common.truth.Truth.assertThat;
+import static org.junit.Assert.assertThrows;
 
 import com.google.adk.agents.InvocationContext;
 import com.google.adk.agents.LlmAgent;
@@ -16,6 +17,7 @@
 import com.google.genai.types.ToolCodeExecution;
 import com.google.genai.types.UrlContext;
 import io.reactivex.rxjava3.core.Completable;
+import io.reactivex.rxjava3.core.Maybe;
 import io.reactivex.rxjava3.core.Single;
 import java.util.Map;
 import java.util.Optional;
@@ -117,6 +119,42 @@ public Single<Map<String, Object>> runAsync(
                 .build());
   }
 
+  @Test
+  public void runAsync_withOnlyRunMaybeAsyncOverride_returnsEmptyMap() {
+    BaseTool tool =
+        new BaseTool("test_tool", "test_description", /* isLongRunning= */ true) {
+          @Override
+          public Maybe<Map<String, Object>> runMaybeAsync(
+              Map<String, Object> args, ToolContext toolContext) {
+            return Maybe.empty();
+          }
+        };
+
+    assertThat(tool.runAsync(Map.of(), /* toolContext= */ null).blockingGet()).isEmpty();
+  }
+
+  @Test
+  public void runAsync_withRunAsyncAndRunMaybeAsyncOverridesCallingSuper_throwsException() {
+    BaseTool tool =
+        new BaseTool("test_tool", "test_description", /* isLongRunning= */ true) {
+          @Override
+          public Single<Map<String, Object>> runAsync(
+              Map<String, Object> args, ToolContext toolContext) {
+            return super.runAsync(args, toolContext);
+          }
+
+          @Override
+          public Maybe<Map<String, Object>> runMaybeAsync(
+              Map<String, Object> args, ToolContext toolContext) {
+            return super.runMaybeAsync(args, toolContext);
+          }
+        };
+
+    assertThrows(
+        UnsupportedOperationException.class,
+        () -> tool.runAsync(Map.of(), /* toolContext= */ null));
+  }
+
   @Test
   public void processLlmRequestWithGoogleSearchToolAddsToolToConfig() {
     FunctionDeclaration functionDeclaration =
diff --git a/core/src/test/java/com/google/adk/tools/FunctionToolTest.java b/core/src/test/java/com/google/adk/tools/FunctionToolTest.java
index 0939c6506..fdb9c2b33 100644
--- a/core/src/test/java/com/google/adk/tools/FunctionToolTest.java
+++ b/core/src/test/java/com/google/adk/tools/FunctionToolTest.java
@@ -551,6 +551,14 @@ public void call_withMaybeMapReturnType() throws Exception {
     assertThat(result).containsExactly("key", "value");
   }
 
+  @Test
+  public void runMaybeAsync_longRunningWithEmptyMaybeReturnType_returnsEmpty() throws Exception {
+    Method method = Functions.class.getMethod("returnsEmptyMaybeMap");
+    FunctionTool tool = new FunctionTool(null, method, /* isLongRunning= */ true);
+
+    assertThat(tool.runMaybeAsync(new HashMap<>(), null).blockingGet()).isNull();
+  }
+
   @Test
   public void create_withSingleMapReturnType() {
     FunctionTool tool = FunctionTool.create(Functions.class, "returnsSingleMap");
@@ -804,6 +812,10 @@ public static Maybe<Map<String, Object>> returnsMaybeMap() {
       return Maybe.just(ImmutableMap.of("key", "value"));
     }
 
+    public static Maybe<Map<String, Object>> returnsEmptyMaybeMap() {
+      return Maybe.empty();
+    }
+
     public static Maybe<String> returnsMaybeString() {
       return Maybe.just("not supported");
     }