diff --git a/apps/mcp/mcp-app.html b/apps/mcp/mcp-app.html
index 1c1f179f8..07ae39d69 100644
--- a/apps/mcp/mcp-app.html
+++ b/apps/mcp/mcp-app.html
@@ -16,6 +16,8 @@
 
   <div id="stats"></div>
 
+  <button type="button" id="load-more-btn" hidden>Load more</button>
+
   <div id="popup">
     <span id="popup-type"></span>
     <div id="popup-title"></div>
diff --git a/apps/mcp/src/memory-graph-data.test.ts b/apps/mcp/src/memory-graph-data.test.ts
new file mode 100644
index 000000000..cce34d849
--- /dev/null
+++ b/apps/mcp/src/memory-graph-data.test.ts
@@ -0,0 +1,73 @@
+import { describe, expect, it } from "vitest"
+import {
+	GRAPH_PAGE_LIMIT,
+	createMemoryGraphStructuredContent,
+	summarizeMemoryGraphResult,
+} from "./memory-graph-data"
+import type { DocumentsApiResponse } from "./client"
+
+const baseDocument = {
+	id: "doc-1",
+	title: "Doc",
+	summary: null,
+	type: "text",
+	createdAt: "2026-01-01T00:00:00.000Z",
+	updatedAt: "2026-01-01T00:00:00.000Z",
+	memoryEntries: [
+		{
+			id: "mem-1",
+			memory: "first memory",
+			isStatic: true,
+			spaceId: "space-1",
+			isLatest: true,
+			isForgotten: false,
+			forgetAfter: null,
+			forgetReason: null,
+			version: 1,
+			parentMemoryId: null,
+			rootMemoryId: null,
+			createdAt: "2026-01-01T00:00:00.000Z",
+			updatedAt: "2026-01-01T00:00:00.000Z",
+		},
+	],
+}
+
+function documentsResponse(
+	overrides: Partial<DocumentsApiResponse["pagination"]>,
+): DocumentsApiResponse {
+	return {
+		documents: [baseDocument],
+		pagination: {
+			currentPage: 1,
+			limit: GRAPH_PAGE_LIMIT,
+			totalItems: 23,
+			totalPages: 3,
+			...overrides,
+		},
+	}
+}
+
+describe("memory graph data", () => {
+	it("preserves pagination metadata in structured content", () => {
+		const response = documentsResponse({})
+
+		expect(createMemoryGraphStructuredContent(response, "project-a")).toEqual({
+			containerTag: "project-a",
+			documents: response.documents,
+			totalCount: 23,
+			loadedCount: 1,
+			pagination: response.pagination,
+		})
+	})
+
+	it("summarizes loaded versus total document counts", () => {
+		expect(summarizeMemoryGraphResult(documentsResponse({}), "project-a")).toBe(
+			"Memory Graph: showing 1 of 23 documents, 1 loaded memories. More documents available (3 pages total). Project: project-a",
+		)
+		expect(
+			summarizeMemoryGraphResult(
+				documentsResponse({ totalItems: 1, totalPages: 1 }),
+			),
+		).toBe("Memory Graph: showing 1 of 1 documents, 1 loaded memories")
+	})
+})
diff --git a/apps/mcp/src/memory-graph-data.ts b/apps/mcp/src/memory-graph-data.ts
new file mode 100644
index 000000000..e7e966c1e
--- /dev/null
+++ b/apps/mcp/src/memory-graph-data.ts
@@ -0,0 +1,48 @@
+import type { DocumentWithMemories, DocumentsApiResponse } from "./client"
+
+export const GRAPH_PAGE_LIMIT = 10
+
+export interface MemoryGraphStructuredContent {
+	containerTag?: string
+	documents: DocumentWithMemories[]
+	totalCount: number
+	loadedCount: number
+	pagination: DocumentsApiResponse["pagination"]
+}
+
+export function createMemoryGraphStructuredContent(
+	result: DocumentsApiResponse,
+	containerTag?: string,
+): MemoryGraphStructuredContent {
+	return {
+		containerTag,
+		documents: result.documents,
+		totalCount: result.pagination.totalItems,
+		loadedCount: result.documents.length,
+		pagination: result.pagination,
+	}
+}
+
+export function summarizeMemoryGraphResult(
+	result: DocumentsApiResponse,
+	containerTag?: string,
+): string {
+	let memoryCount = 0
+	for (const document of result.documents) {
+		memoryCount += document.memoryEntries.length
+	}
+
+	const textParts = [
+		`Memory Graph: showing ${result.documents.length} of ${result.pagination.totalItems} documents, ${memoryCount} loaded memories`,
+	]
+	if (result.pagination.totalPages > result.pagination.currentPage) {
+		textParts.push(
+			`More documents available (${result.pagination.totalPages} pages total)`,
+		)
+	}
+	if (containerTag) {
+		textParts.push(`Project: ${containerTag}`)
+	}
+
+	return textParts.join(". ")
+}
diff --git a/apps/mcp/src/server.ts b/apps/mcp/src/server.ts
index 510c1481a..145848d49 100644
--- a/apps/mcp/src/server.ts
+++ b/apps/mcp/src/server.ts
@@ -6,6 +6,11 @@ import {
 	RESOURCE_MIME_TYPE,
 } from "@modelcontextprotocol/ext-apps/server"
 import { SupermemoryClient, getMemoryText } from "./client"
+import {
+	GRAPH_PAGE_LIMIT,
+	createMemoryGraphStructuredContent,
+	summarizeMemoryGraphResult,
+} from "./memory-graph-data"
 import { initPosthog, posthog } from "./posthog"
 import { z } from "zod"
 import mcpAppHtml from "../dist/mcp-app.html"
@@ -318,26 +323,23 @@ export class SupermemoryMCP extends McpAgent<Env, unknown, Props> {
 						? [effectiveContainerTag]
 						: undefined
 
-					const result = await client.getDocuments(containerTags, 1, 10)
-
-					const memoryCount = result.documents.reduce(
-						(sum, d) => sum + d.memoryEntries.length,
-						0,
+					const result = await client.getDocuments(
+						containerTags,
+						1,
+						GRAPH_PAGE_LIMIT,
 					)
-					const textParts = [
-						`Memory Graph: ${result.documents.length} documents, ${memoryCount} memories`,
-					]
-					if (effectiveContainerTag) {
-						textParts.push(`Project: ${effectiveContainerTag}`)
-					}
 
 					return {
-						content: [{ type: "text" as const, text: textParts.join(". ") }],
-						structuredContent: {
-							containerTag: effectiveContainerTag,
-							documents: result.documents,
-							totalCount: result.pagination.totalItems,
-						},
+						content: [
+							{
+								type: "text" as const,
+								text: summarizeMemoryGraphResult(result, effectiveContainerTag),
+							},
+						],
+						structuredContent: createMemoryGraphStructuredContent(
+							result,
+							effectiveContainerTag,
+						),
 					}
 				} catch (error) {
 					const message =
@@ -366,7 +368,7 @@ export class SupermemoryMCP extends McpAgent<Env, unknown, Props> {
 				inputSchema: z.object({
 					containerTag: z.string().optional(),
 					page: z.number().optional().default(1),
-					limit: z.number().optional().default(10),
+					limit: z.number().optional().default(GRAPH_PAGE_LIMIT),
 				}),
 				_meta: {
 					ui: {
@@ -711,7 +713,7 @@ export class SupermemoryMCP extends McpAgent<Env, unknown, Props> {
 					mcp_client_name: clientInfo?.name,
 					mcp_client_version: clientInfo?.version,
 					sessionId: this.getMcpSessionId(),
-					containerTag: containerTag || this.props?.containerTag,
+					containerTag: effectiveContainerTag,
 				})
 				.catch((error) => console.error("PostHog tracking error:", error))
 
diff --git a/apps/mcp/src/ui/mcp-app.css b/apps/mcp/src/ui/mcp-app.css
index 65ea3de02..5d71fa0fd 100644
--- a/apps/mcp/src/ui/mcp-app.css
+++ b/apps/mcp/src/ui/mcp-app.css
@@ -57,6 +57,32 @@
 		0 2px 4px -2px rgba(0, 0, 0, 0.1);
 }
 
+#load-more-btn {
+	position: fixed;
+	top: 12px;
+	right: 12px;
+	z-index: 10;
+	padding: 6px 12px;
+	border: 1px solid var(--border);
+	border-radius: 10px;
+	background: var(--bg-secondary);
+	color: var(--text-muted);
+	font-size: 12px;
+	cursor: pointer;
+	box-shadow:
+		0 4px 6px -1px rgba(0, 0, 0, 0.1),
+		0 2px 4px -2px rgba(0, 0, 0, 0.1);
+}
+
+#load-more-btn:hover:not(:disabled) {
+	opacity: 0.85;
+}
+
+#load-more-btn:disabled {
+	cursor: wait;
+	opacity: 0.7;
+}
+
 /* Popup */
 #popup {
 	display: none;
diff --git a/apps/mcp/src/ui/mcp-app.ts b/apps/mcp/src/ui/mcp-app.ts
index 4c0c7d344..f6ffdddd5 100644
--- a/apps/mcp/src/ui/mcp-app.ts
+++ b/apps/mcp/src/ui/mcp-app.ts
@@ -55,6 +55,13 @@ interface ToolResultData {
 	containerTag?: string
 	documents: GraphApiDocument[]
 	totalCount: number
+	loadedCount?: number
+	pagination?: {
+		currentPage: number
+		limit: number
+		totalItems: number
+		totalPages: number
+	}
 }
 
 interface MemoryNode extends NodeObject {
@@ -129,6 +136,8 @@ const CLUSTER_SPREAD = 120
 let isDark = true
 let selectedNode: GraphNode | null = null
 let hoveredNode: GraphNode | null = null
+let activeToolData: ToolResultData | null = null
+let isLoadingMore = false
 
 // =============================================================================
 // DOM References (elements are guaranteed to exist in mcp-app.html)
@@ -155,6 +164,9 @@ const zoomInBtn = document.getElementById("zoom-in")!
 const zoomOutBtn = document.getElementById("zoom-out")!
 // biome-ignore lint/style/noNonNullAssertion: DOM element guaranteed to exist in HTML
 const fitBtn = document.getElementById("fit-btn")!
+const loadMoreBtn = document.getElementById(
+	"load-more-btn",
+) as HTMLButtonElement
 
 // =============================================================================
 // Helpers
@@ -857,6 +869,99 @@ prefersDark.addEventListener("change", (e) =>
 	applyTheme(e.matches ? "dark" : "light"),
 )
 
+function updateLoadMore(data: ToolResultData) {
+	const pagination = data.pagination
+	const loadedCount = data.loadedCount ?? data.documents.length
+	const hasMore = pagination
+		? pagination.currentPage < pagination.totalPages
+		: loadedCount < data.totalCount
+
+	loadMoreBtn.hidden = !hasMore
+	loadMoreBtn.disabled = isLoadingMore
+	if (hasMore) {
+		loadMoreBtn.textContent = isLoadingMore
+			? "Loading..."
+			: `Load more (${loadedCount}/${data.totalCount})`
+	}
+}
+
+function renderGraphData(data: ToolResultData) {
+	const { nodes, links } = transformData(data)
+	const memCount = nodes.filter((n) => n.nodeType === "memory").length
+	const docCount = nodes.filter((n) => n.nodeType === "document").length
+	const loadedCount = data.loadedCount ?? data.documents.length
+	const totalCount = data.totalCount
+	const countLabel =
+		totalCount > loadedCount
+			? `${docCount}/${totalCount} docs`
+			: `${docCount} docs`
+
+	statsEl.textContent = `${countLabel} · ${memCount} memories · ${links.length} connections`
+
+	// Update legend counts
+	const docCountEl = document.getElementById("legend-doc-count")
+	const memCountEl = document.getElementById("legend-mem-count")
+	if (docCountEl) docCountEl.textContent = String(docCount)
+	if (memCountEl) memCountEl.textContent = String(memCount)
+
+	graph.graphData({ nodes, links })
+	updateLoadMore(data)
+
+	// Fit to view after layout stabilizes
+	setTimeout(() => graph.zoomToFit(400, 40), 600)
+}
+
+async function loadNextPage() {
+	const data = activeToolData
+	const pagination = data?.pagination
+	if (!data || !pagination || pagination.currentPage >= pagination.totalPages) {
+		return
+	}
+
+	isLoadingMore = true
+	updateLoadMore(data)
+	try {
+		const result = await app.callServerTool({
+			name: "fetch-graph-data",
+			arguments: {
+				containerTag: data.containerTag,
+				page: pagination.currentPage + 1,
+				limit: pagination.limit,
+			},
+		})
+		if (result.isError) {
+			statsEl.textContent = "Error loading more graph data"
+			return
+		}
+		const nextData = result.structuredContent as unknown as {
+			documents?: GraphApiDocument[]
+			pagination?: ToolResultData["pagination"]
+		}
+		if (!nextData?.documents || !nextData.pagination) {
+			statsEl.textContent = "No additional graph data available"
+			return
+		}
+		activeToolData = {
+			...data,
+			documents: [...data.documents, ...nextData.documents],
+			loadedCount: data.documents.length + nextData.documents.length,
+			pagination: nextData.pagination,
+			totalCount: nextData.pagination.totalItems,
+		}
+		renderGraphData(activeToolData)
+	} catch (error) {
+		statsEl.textContent = "Error loading more graph data"
+		console.error(error)
+	} finally {
+		isLoadingMore = false
+		if (activeToolData) updateLoadMore(activeToolData)
+	}
+}
+
+loadMoreBtn.addEventListener("click", () => {
+	void loadNextPage()
+})
+
 // =============================================================================
 // MCP App SDK
 // =============================================================================
@@ -881,22 +986,8 @@ app.ontoolresult = (result: CallToolResult) => {
 		return
 	}
 
-	const { nodes, links } = transformData(data)
-	const memCount = nodes.filter((n) => n.nodeType === "memory").length
-	const docCount = nodes.filter((n) => n.nodeType === "document").length
-
-	statsEl.textContent = `${docCount} docs \u00b7 ${memCount} memories \u00b7 ${links.length} connections`
-
-	// Update legend counts
-	const docCountEl = document.getElementById("legend-doc-count")
-	const memCountEl = document.getElementById("legend-mem-count")
-	if (docCountEl) docCountEl.textContent = String(docCount)
-	if (memCountEl) memCountEl.textContent = String(memCount)
-
-	graph.graphData({ nodes, links })
-
-	// Fit to view after layout stabilizes
-	setTimeout(() => graph.zoomToFit(400, 40), 600)
+	activeToolData = data
+	renderGraphData(data)
 }
 
 app.ontoolcancelled = () => {