diff --git a/packages/voice-assistant/src/server/acp/activity-curator.ts b/packages/voice-assistant/src/server/acp/activity-curator.ts
new file mode 100644
index 000000000..4cc0b17d0
--- /dev/null
+++ b/packages/voice-assistant/src/server/acp/activity-curator.ts
@@ -0,0 +1,140 @@
+import type { AgentUpdate } from "./types.js";
+
+/**
+ * Curate agent activity updates into a human-readable, token-efficient format
+ * Consolidates message chunks, formats tool calls, and structures output cleanly
+ */
+export function curateAgentActivity(updates: AgentUpdate[]): string {
+  const sections: string[] = [];
+
+  // Group updates by type and consolidate
+  let currentMessage = "";
+  let currentThought = "";
+  const toolCalls: Array<{ timestamp: Date; data: any }> = [];
+  const plans: Array<{ timestamp: Date; data: any }> = [];
+
+  for (const update of updates) {
+    const updateType = update.notification.update.sessionUpdate;
+    const content = (update.notification.update as any).content;
+
+    switch (updateType) {
+      case "agent_message_chunk":
+        if (content?.type === "text" && content?.text) {
+          currentMessage += content.text;
+        }
+        break;
+
+      case "agent_thought_chunk":
+        if (content?.type === "text" && content?.text) {
+          currentThought += content.text;
+        }
+        break;
+
+      case "tool_call":
+      case "tool_call_update":
+        toolCalls.push({
+          timestamp: update.timestamp,
+          data: update.notification.update,
+        });
+        break;
+
+      case "plan":
+        plans.push({
+          timestamp: update.timestamp,
+          data: (update.notification.update as any).entries,
+        });
+        break;
+    }
+  }
+
+  // Format consolidated message
+  if (currentMessage.trim()) {
+    sections.push("## Agent Response\n\n" + currentMessage.trim());
+  }
+
+  // Format consolidated thoughts
+  if (currentThought.trim()) {
+    sections.push(
+      "## Agent Thoughts\n\n```\n" + currentThought.trim() + "\n```"
+    );
+  }
+
+  // Format tool calls
+  if (toolCalls.length > 0) {
+    const toolSection = ["## Tool Calls\n"];
+
+    // Group tool calls by toolCallId to show lifecycle
+    const toolGroups = new Map<string, typeof toolCalls>();
+    for (const call of toolCalls) {
+      const toolCallId = call.data.toolCallId || "unknown";
+      if (!toolGroups.has(toolCallId)) {
+        toolGroups.set(toolCallId, []);
+      }
+      toolGroups.get(toolCallId)!.push(call);
+    }
+
+    for (const [toolCallId, calls] of toolGroups) {
+      const latestCall = calls[calls.length - 1];
+      const data = latestCall.data;
+
+      toolSection.push(`\n### ${data.title || data.kind || "Tool"}`);
+      toolSection.push(`- **Status**: ${data.status || "unknown"}`);
+      toolSection.push(`- **Call ID**: ${toolCallId.slice(0, 8)}...`);
+
+      if (data.rawInput && Object.keys(data.rawInput).length > 0) {
+        toolSection.push(`- **Input**: ${JSON.stringify(data.rawInput, null, 2)}`);
+      }
+
+      if (data.rawOutput && Object.keys(data.rawOutput).length > 0) {
+        toolSection.push(`- **Output**: ${JSON.stringify(data.rawOutput, null, 2)}`);
+      }
+
+      if (data.content && data.content.length > 0) {
+        toolSection.push(`- **Content**: ${formatToolContent(data.content)}`);
+      }
+    }
+
+    sections.push(toolSection.join("\n"));
+  }
+
+  // Format plans
+  if (plans.length > 0) {
+    const latestPlan = plans[plans.length - 1];
+    const planSection = ["## Plan\n"];
+
+    for (const entry of latestPlan.data) {
+      const icon =
+        entry.status === "completed" ? "✅" :
+        entry.status === "in_progress" ? "🔄" :
+        "⏳";
+
+      const priority =
+        entry.priority === "high" ? "🔴" :
+        entry.priority === "medium" ? "🟡" :
+        "🟢";
+
+      planSection.push(`${icon} ${priority} ${entry.content}`);
+    }
+
+    sections.push(planSection.join("\n"));
+  }
+
+  return sections.join("\n\n---\n\n") || "No activity to display.";
+}
+
+/**
+ * Format tool call content into readable text
+ */
+function formatToolContent(content: any[]): string {
+  return content
+    .map((item) => {
+      if (item.type === "text") {
+        return item.text;
+      }
+      if (item.type === "image") {
+        return `[Image: ${item.source || "embedded"}]`;
+      }
+      return JSON.stringify(item);
+    })
+    .join("\n");
+}
diff --git a/packages/voice-assistant/src/server/acp/mcp-server.ts b/packages/voice-assistant/src/server/acp/mcp-server.ts
index 659002162..195a2e76c 100644
--- a/packages/voice-assistant/src/server/acp/mcp-server.ts
+++ b/packages/voice-assistant/src/server/acp/mcp-server.ts
@@ -4,6 +4,7 @@ import { homedir } from "os";
 import { resolve } from "path";
 import { AgentManager } from "./agent-manager.js";
 import type { SessionNotification } from "@agentclientprotocol/sdk";
+import { curateAgentActivity } from "./activity-curator.js";
 
 export interface AgentMcpServerOptions {
   agentManager: AgentManager;
@@ -308,50 +309,75 @@ export async function createAgentMcpServer(
     {
       title: "Get Agent Activity",
       description:
-        "Get the complete activity log for an agent, including all messages, tool calls, and results. This shows you everything the agent has done - what it said, what tools it called, and what output it produced. Essential for understanding what a completed or failed agent actually accomplished.",
+        "Get the agent's activity in a human-readable, token-efficient format. Consolidates message chunks, formats tool calls, and structures plans. By default returns curated text, but you can request raw updates with format='raw'.",
       inputSchema: {
         agentId: z.string().describe("Agent ID to query"),
+        format: z
+          .enum(["curated", "raw"])
+          .optional()
+          .default("curated")
+          .describe(
+            "Output format: 'curated' (default) for clean human-readable text, 'raw' for detailed JSON updates"
+          ),
         limit: z
           .number()
           .optional()
           .describe(
-            "Maximum number of updates to return (most recent first). Omit to get all updates."
+            "Maximum number of updates to include (most recent first). Only applies to 'raw' format. Omit to get all updates."
           ),
       },
       outputSchema: {
         agentId: z.string(),
-        updateCount: z.number().describe("Total number of updates"),
+        format: z.enum(["curated", "raw"]),
+        updateCount: z.number().describe("Total number of updates available"),
+        content: z.string().describe("Formatted activity content (if curated) or empty string (if raw)"),
         updates: z.array(
           z.object({
             timestamp: z.string(),
             type: z.string(),
             data: z.any(),
           })
-        ),
+        ).nullable().describe("Raw updates array (if raw format) or null (if curated)"),
       },
     },
-    async ({ agentId, limit }) => {
+    async ({ agentId, format = "curated", limit }) => {
       const updates = agentManager.getAgentUpdates(agentId);
 
-      // Get the most recent updates if limit is specified
-      const selectedUpdates = limit
-        ? updates.slice(-limit).reverse()
-        : updates;
+      if (format === "curated") {
+        // Return curated, human-readable format
+        const curatedText = curateAgentActivity(updates);
 
-      const result = {
-        agentId,
-        updateCount: updates.length,
-        updates: selectedUpdates.map((update) => ({
-          timestamp: update.timestamp.toISOString(),
-          type: getUpdateType(update.notification),
-          data: update.notification,
-        })),
-      };
+        return {
+          content: [],
+          structuredContent: {
+            agentId,
+            format: "curated" as const,
+            updateCount: updates.length,
+            content: curatedText,
+            updates: null,
+          },
+        };
+      } else {
+        // Return raw format (old behavior)
+        const selectedUpdates = limit
+          ? updates.slice(-limit).reverse()
+          : updates;
 
-      return {
-        content: [],
-        structuredContent: result,
-      };
+        return {
+          content: [],
+          structuredContent: {
+            agentId,
+            format: "raw" as const,
+            updateCount: updates.length,
+            content: "",
+            updates: selectedUpdates.map((update) => ({
+              timestamp: update.timestamp.toISOString(),
+              type: getUpdateType(update.notification),
+              data: update.notification,
+            })),
+          },
+        };
+      }
     }
   );