diff --git a/docs/agents/custom-agents.md b/docs/agents/custom-agents.md
index 941b8cd22f..ea8dc1a6e8 100644
--- a/docs/agents/custom-agents.md
+++ b/docs/agents/custom-agents.md
@@ -305,8 +305,8 @@ The foundation for structuring multi-agent systems is the parent-child relations
 
     ```typescript
     // Conceptual Example: Defining Hierarchy
-    import { LlmAgent, BaseAgent, InvocationContext } from '@google/adk';
-    import type { Event, createEventActions } from '@google/adk';
+    import { LlmAgent, BaseAgent, InvocationContext, createEventActions } from '@google/adk';
+    import type { Event } from '@google/adk';
 
     class TaskExecutorAgent extends BaseAgent {
       async *runAsyncImpl(context: InvocationContext): AsyncGenerator<Event, void, void> {
@@ -568,8 +568,8 @@ ADK includes specialized agents derived from `BaseAgent` that don't perform task
 
     ```typescript
     // Conceptual Example: Loop with Condition
-    import { LoopAgent, LlmAgent, BaseAgent, InvocationContext } from '@google/adk';
-    import type { Event, createEventActions, EventActions } from '@google/adk';
+    import { LoopAgent, LlmAgent, BaseAgent, InvocationContext, createEvent, createEventActions } from '@google/adk';
+    import type { Event } from '@google/adk';
 
     class CheckConditionAgent extends BaseAgent { // Custom agent to check state
         async *runAsyncImpl(ctx: InvocationContext): AsyncGenerator<Event> {
@@ -905,8 +905,9 @@ Allows an [`LlmAgent`](llm-agents.md) to treat another `BaseAgent` instance as a
 
     ```typescript
     // Conceptual Setup: Agent as a Tool
-    import { LlmAgent, BaseAgent, AgentTool, InvocationContext } from '@google/adk';
-    import type { Part, createEvent, Event } from '@google/genai';
+    import { LlmAgent, BaseAgent, AgentTool, InvocationContext, createEvent } from '@google/adk';
+    import type { Event } from '@google/adk';
+    import type { Part } from '@google/genai';
 
     // Define a target agent (could be LlmAgent or custom BaseAgent)
     class ImageGeneratorAgent extends BaseAgent { // Example custom agent
diff --git a/docs/context/index.md b/docs/context/index.md
index 82651d7a84..d8c1a0ab93 100644
--- a/docs/context/index.md
+++ b/docs/context/index.md
@@ -1376,10 +1376,12 @@ Access relevant information from the past or external sources.
     async function findRelatedInfo(context: Context, topic: string): Promise<Record<string, string>> {
       try {
         const searchResults = await context.searchMemory(`Information about ${topic}`);
-        if (searchResults.results?.length) {
-          console.log(`Found ${searchResults.results.length} memory results for '${topic}'`);
-          // Process searchResults.results
-          const topResultText = searchResults.results[0].text;
+        if (searchResults.memories.length) {
+          console.log(`Found ${searchResults.memories.length} memory results for '${topic}'`);
+          // Each entry is a MemoryEntry: its text lives on `content.parts`.
+          const topResultText = searchResults.memories[0].content.parts
+            ?.map((part) => part.text ?? '')
+            .join('') ?? '';
           return { memory_snippet: topResultText };
         } else {
           return { message: 'No relevant memories found.' };
diff --git a/docs/plugins/index.md b/docs/plugins/index.md
index 09c052e782..29606b4a45 100644
--- a/docs/plugins/index.md
+++ b/docs/plugins/index.md
@@ -140,8 +140,7 @@ methods, as shown in the following code example:
          * Count agent runs.
          */
         async beforeAgentCallback(
-            agent: BaseAgent,
-            context: Context
+            { agent, callbackContext }: { agent: BaseAgent; callbackContext: Context }
         ): Promise<Content | undefined> {
             this.agentCount++;
             console.log(`[Plugin] Agent run count: ${this.agentCount}`);
@@ -152,8 +151,7 @@ methods, as shown in the following code example:
          * Count LLM requests.
          */
         async beforeModelCallback(
-            context: Context,
-            llmRequest: LlmRequest
+            { callbackContext, llmRequest }: { callbackContext: Context; llmRequest: LlmRequest }
         ): Promise<LlmResponse | undefined> {
             this.llmRequestCount++;
             console.log(`[Plugin] LLM request count: ${this.llmRequestCount}`);
diff --git a/docs/tools-custom/mcp-tools.md b/docs/tools-custom/mcp-tools.md
index 22cdb4897e..c36f9e234c 100644
--- a/docs/tools-custom/mcp-tools.md
+++ b/docs/tools-custom/mcp-tools.md
@@ -501,14 +501,18 @@ export const rootAgent = new LlmAgent({
     description: "A helpful assistant for planning travel.",
     tools: [
         new MCPToolset({
-            // Using SseConnectionParams to connect to the remote Grounding Lite service,
+            // Connects to the remote Grounding Lite service over streamable HTTP,
             // mirroring Python's StreamableHTTPConnectionParams.
-            type: "SseConnectionParams",
+            type: "StreamableHTTPConnectionParams",
             url: "https://mapstools.googleapis.com/mcp",
-            headers: {
-                "X-Goog-Api-Key": googleMapsApiKey,
-                "Content-Type": "application/json",
-                "Accept": "application/json, text/event-stream"
+            transportOptions: {
+                requestInit: {
+                    headers: {
+                        "X-Goog-Api-Key": googleMapsApiKey,
+                        "Content-Type": "application/json",
+                        "Accept": "application/json, text/event-stream"
+                    }
+                }
             }
         })
     ],
diff --git a/docs/workflows/patterns.md b/docs/workflows/patterns.md
index 94d897b3a0..9029c2af6a 100644
--- a/docs/workflows/patterns.md
+++ b/docs/workflows/patterns.md
@@ -656,8 +656,8 @@ your project requirements before committing to a full implementation.
 
     ```typescript
     // Conceptual Code: Iterative Code Refinement
-    import { LoopAgent, LlmAgent, BaseAgent, InvocationContext } from '@google/adk';
-    import type { Event, createEvent, createEventActions } from '@google/genai';
+    import { LoopAgent, LlmAgent, BaseAgent, InvocationContext, createEvent, createEventActions } from '@google/adk';
+    import type { Event } from '@google/adk';
 
     // Agent to generate/refine code based on state['current_code'] and state['requirements']
     const codeRefiner = new LlmAgent({