diff --git a/app/src/components/intelligence/MemoryTimelinePanel.test.tsx b/app/src/components/intelligence/MemoryTimelinePanel.test.tsx
new file mode 100644
index 0000000000..d5e2a234e6
--- /dev/null
+++ b/app/src/components/intelligence/MemoryTimelinePanel.test.tsx
@@ -0,0 +1,69 @@
+import { fireEvent, render, screen } from '@testing-library/react';
+import { describe, expect, it, vi } from 'vitest';
+
+import { computeTimeline } from '../../lib/memory/memoryTimeline';
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import MemoryTimelinePanel from './MemoryTimelinePanel';
+
+const NOW = 1_700_000_000;
+
+function utc(year: number, month: number, day = 1): number {
+  return Math.floor(Date.UTC(year, month - 1, day) / 1000);
+}
+
+function rel(updatedAt: number): GraphRelation {
+  return {
+    namespace: 'n',
+    subject: 'You',
+    predicate: 'p',
+    object: 'x',
+    attrs: {},
+    updatedAt,
+    evidenceCount: 1,
+    orderIndex: null,
+    documentIds: [],
+    chunkIds: [],
+  };
+}
+
+const report = computeTimeline(
+  [rel(utc(2023, 1, 10)), rel(utc(2023, 1, 20)), rel(utc(2023, 3, 5))],
+  NOW
+);
+
+describe('<MemoryTimelinePanel />', () => {
+  it('renders the loading skeleton', () => {
+    render(<MemoryTimelinePanel report={null} loading />);
+    expect(screen.getByTestId('memory-timeline-loading')).toBeInTheDocument();
+  });
+
+  it('renders the empty state when there are no facts', () => {
+    render(<MemoryTimelinePanel report={computeTimeline([], NOW)} />);
+    expect(screen.getByText('No knowledge graph yet.')).toBeInTheDocument();
+  });
+
+  it('renders an error with a working retry button', () => {
+    const onRetry = vi.fn();
+    render(<MemoryTimelinePanel report={null} error="graph unavailable" onRetry={onRetry} />);
+    expect(screen.getByRole('alert').textContent).toMatch(/graph unavailable/);
+    fireEvent.click(screen.getByRole('button', { name: 'Retry' }));
+    expect(onRetry).toHaveBeenCalledTimes(1);
+  });
+
+  it('renders summary tiles, the busiest caption, and per-month bars', () => {
+    render(<MemoryTimelinePanel report={report} />);
+    expect(screen.getByText('Facts')).toBeInTheDocument();
+    expect(screen.getByText('Active months')).toBeInTheDocument();
+    expect(screen.getByText('Last 30 days')).toBeInTheDocument();
+    expect(screen.getByText('Facts learned per month')).toBeInTheDocument();
+    expect(screen.getByText('2023-01')).toBeInTheDocument();
+    expect(screen.getByText('2023-03')).toBeInTheDocument();
+    expect(screen.getByText('Busiest: 2023-01 (2)')).toBeInTheDocument();
+  });
+
+  it('notes undated facts when present', () => {
+    const withUndated = computeTimeline([rel(utc(2023, 5, 1)), rel(0), rel(0)], NOW);
+    render(<MemoryTimelinePanel report={withUndated} />);
+    expect(screen.getByText('2 fact(s) have no recorded date.')).toBeInTheDocument();
+  });
+});
diff --git a/app/src/components/intelligence/MemoryTimelinePanel.tsx b/app/src/components/intelligence/MemoryTimelinePanel.tsx
new file mode 100644
index 0000000000..bf7a028a71
--- /dev/null
+++ b/app/src/components/intelligence/MemoryTimelinePanel.tsx
@@ -0,0 +1,175 @@
+/**
+ * Memory Timeline — presentational view. Pure: renders the per-month fact
+ * histogram + summary tiles. No data fetching, no clock, no RNG.
+ */
+import { useT } from '../../lib/i18n/I18nContext';
+import type { TimelineReport } from '../../lib/memory/memoryTimeline';
+
+const MAX_BARS = 24;
+
+interface MemoryTimelinePanelProps {
+  report: TimelineReport | null;
+  loading?: boolean;
+  error?: string | null;
+  onRetry?: () => void;
+}
+
+const MemoryTimelinePanel = ({ report, loading, error, onRetry }: MemoryTimelinePanelProps) => {
+  const { t } = useT();
+
+  const intro = (
+    <div
+      role="note"
+      className="rounded-lg border border-primary-200 dark:border-primary-500/30 bg-primary-50 dark:bg-primary-500/10 px-3 py-2 text-xs text-stone-700 dark:text-neutral-200">
+      <p className="font-medium mb-1">{t('memoryTimeline.title')}</p>
+      <p>{t('memoryTimeline.intro')}</p>
+    </div>
+  );
+
+  if (loading) {
+    return (
+      <div className="space-y-4">
+        {intro}
+        <div
+          className="space-y-3"
+          role="status"
+          aria-label={t('memoryTimeline.loading')}
+          data-testid="memory-timeline-loading">
+          <div className="grid gap-2 sm:grid-cols-3">
+            {[0, 1, 2].map(i => (
+              <div
+                key={i}
+                className="animate-pulse rounded-lg border border-stone-200 dark:border-neutral-800 bg-stone-50 dark:bg-neutral-800/60 h-16"
+              />
+            ))}
+          </div>
+          {[0, 1, 2, 3].map(i => (
+            <div
+              key={i}
+              className="animate-pulse rounded-lg border border-stone-200 dark:border-neutral-800 bg-stone-50 dark:bg-neutral-800/60 h-6"
+            />
+          ))}
+        </div>
+      </div>
+    );
+  }
+
+  if (error) {
+    return (
+      <div className="space-y-4">
+        {intro}
+        <div className="rounded-lg border border-coral-200 dark:border-coral-500/30 p-4 text-center">
+          <p role="alert" className="text-xs text-coral-700 dark:text-coral-300">
+            {t('memoryTimeline.errorPrefix')} {error}
+          </p>
+          {onRetry && (
+            <button
+              type="button"
+              onClick={onRetry}
+              className="mt-2 rounded-lg bg-primary-500 px-3 py-1.5 text-xs font-semibold text-white hover:bg-primary-600">
+              {t('memoryTimeline.retry')}
+            </button>
+          )}
+        </div>
+      </div>
+    );
+  }
+
+  if (!report || (report.total === 0 && report.undated === 0)) {
+    return (
+      <div className="space-y-4">
+        {intro}
+        <div className="py-8 text-center">
+          <h3 className="text-sm font-semibold text-stone-700 dark:text-neutral-200">
+            {t('memoryTimeline.empty')}
+          </h3>
+          <p className="mt-1 text-xs text-stone-500 dark:text-neutral-400">
+            {t('memoryTimeline.emptyHint')}
+          </p>
+        </div>
+      </div>
+    );
+  }
+
+  const maxCount = report.busiest?.count ?? 1;
+  const shown = report.buckets.slice(-MAX_BARS);
+  const truncated = report.buckets.length > MAX_BARS;
+
+  return (
+    <div className="space-y-4">
+      {intro}
+
+      {/* Summary tiles */}
+      <div className="grid gap-2 sm:grid-cols-3">
+        {[
+          { label: t('memoryTimeline.metricTotal'), value: report.total },
+          { label: t('memoryTimeline.metricMonths'), value: report.buckets.length },
+          { label: t('memoryTimeline.metricRecent'), value: report.recentCount },
+        ].map(tile => (
+          <div
+            key={tile.label}
+            className="rounded-lg border border-stone-200 dark:border-neutral-800 p-3">
+            <div className="text-[10px] uppercase tracking-wider text-stone-400 dark:text-neutral-500">
+              {tile.label}
+            </div>
+            <div className="text-lg font-semibold tabular-nums text-stone-900 dark:text-neutral-100">
+              {tile.value}
+            </div>
+          </div>
+        ))}
+      </div>
+
+      {report.busiest && (
+        <p className="text-[11px] text-stone-500 dark:text-neutral-400 tabular-nums">
+          {t('memoryTimeline.busiestCaption')
+            .replace('{period}', report.busiest.period)
+            .replace('{count}', String(report.busiest.count))}
+        </p>
+      )}
+
+      {/* Per-month histogram */}
+      {shown.length > 0 && (
+        <section aria-labelledby="memory-timeline-heading" className="space-y-1">
+          <h3
+            id="memory-timeline-heading"
+            className="text-xs font-semibold uppercase tracking-wider text-stone-500 dark:text-neutral-400">
+            {t('memoryTimeline.heading')}
+          </h3>
+          <ul className="space-y-1">
+            {shown.map(bucket => (
+              <li key={bucket.period} className="flex items-center gap-2 text-[11px] tabular-nums">
+                <span className="w-16 shrink-0 text-stone-400 dark:text-neutral-500">
+                  {bucket.period}
+                </span>
+                <div className="flex-1 h-3 rounded bg-stone-100 dark:bg-neutral-800 overflow-hidden">
+                  <div
+                    className="h-full bg-primary-400/70"
+                    style={{ width: `${(bucket.count / maxCount) * 100}%` }}
+                  />
+                </div>
+                <span className="w-8 shrink-0 text-right text-stone-500 dark:text-neutral-400">
+                  {bucket.count}
+                </span>
+              </li>
+            ))}
+          </ul>
+          {truncated && (
+            <p className="text-center text-xs text-stone-400 dark:text-neutral-500">
+              {t('memoryTimeline.truncated')
+                .replace('{shown}', String(shown.length))
+                .replace('{total}', String(report.buckets.length))}
+            </p>
+          )}
+        </section>
+      )}
+
+      {report.undated > 0 && (
+        <p className="text-[11px] text-stone-400 dark:text-neutral-500">
+          {t('memoryTimeline.undatedNote').replace('{count}', String(report.undated))}
+        </p>
+      )}
+    </div>
+  );
+};
+
+export default MemoryTimelinePanel;
diff --git a/app/src/components/intelligence/MemoryTimelineTab.test.tsx b/app/src/components/intelligence/MemoryTimelineTab.test.tsx
new file mode 100644
index 0000000000..e7182dbf22
--- /dev/null
+++ b/app/src/components/intelligence/MemoryTimelineTab.test.tsx
@@ -0,0 +1,65 @@
+import { fireEvent, render, screen, waitFor } from '@testing-library/react';
+import { beforeEach, describe, expect, it, vi } from 'vitest';
+
+import { computeTimeline } from '../../lib/memory/memoryTimeline';
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import MemoryTimelineTab from './MemoryTimelineTab';
+
+const mockLoadTimeline = vi.fn();
+const mockLoadNamespaces = vi.fn();
+
+vi.mock('../../services/api/memoryTimelineApi', () => ({
+  loadTimeline: (...args: unknown[]) => mockLoadTimeline(...args),
+  loadNamespaces: (...args: unknown[]) => mockLoadNamespaces(...args),
+}));
+
+const NOW = 1_700_000_000;
+
+function rel(updatedAt: number): GraphRelation {
+  return {
+    namespace: 'n',
+    subject: 'You',
+    predicate: 'p',
+    object: 'x',
+    attrs: {},
+    updatedAt,
+    evidenceCount: 1,
+    orderIndex: null,
+    documentIds: [],
+    chunkIds: [],
+  };
+}
+
+const report = computeTimeline([rel(Math.floor(Date.UTC(2023, 0, 10) / 1000))], NOW);
+
+describe('<MemoryTimelineTab />', () => {
+  beforeEach(() => {
+    mockLoadTimeline.mockReset();
+    mockLoadNamespaces.mockReset();
+    mockLoadTimeline.mockResolvedValue(report);
+    mockLoadNamespaces.mockResolvedValue([]);
+  });
+
+  it('loads the timeline on mount and renders it', async () => {
+    render(<MemoryTimelineTab />);
+    expect(mockLoadTimeline).toHaveBeenCalledTimes(1);
+    expect(mockLoadTimeline.mock.calls[0][1]).toBeUndefined(); // (nowSeconds, undefined-namespace)
+    await waitFor(() => expect(screen.getByText('Facts learned per month')).toBeInTheDocument());
+  });
+
+  it('shows the namespace selector and re-queries on change', async () => {
+    mockLoadNamespaces.mockResolvedValueOnce(['work', 'personal']);
+    render(<MemoryTimelineTab />);
+    await waitFor(() => screen.getByRole('combobox'));
+    fireEvent.change(screen.getByRole('combobox'), { target: { value: 'work' } });
+    await waitFor(() => expect(mockLoadTimeline).toHaveBeenCalledTimes(2));
+    expect(mockLoadTimeline.mock.calls[1][1]).toBe('work');
+  });
+
+  it('surfaces an error when the load fails', async () => {
+    mockLoadTimeline.mockReset();
+    mockLoadTimeline.mockRejectedValueOnce(new Error('graph unavailable'));
+    render(<MemoryTimelineTab />);
+    await waitFor(() => expect(screen.getByRole('alert').textContent).toMatch(/graph unavailable/));
+  });
+});
diff --git a/app/src/components/intelligence/MemoryTimelineTab.tsx b/app/src/components/intelligence/MemoryTimelineTab.tsx
new file mode 100644
index 0000000000..b4fe8bbfd9
--- /dev/null
+++ b/app/src/components/intelligence/MemoryTimelineTab.tsx
@@ -0,0 +1,82 @@
+/**
+ * Memory Timeline tab (container). Load-on-mount, namespace selector, and mints
+ * `nowSeconds` (in handlers, never during render) for the recency window.
+ * Delegates rendering to the pure <MemoryTimelinePanel>. Read-only.
+ */
+import { useCallback, useEffect, useRef, useState } from 'react';
+
+import { useT } from '../../lib/i18n/I18nContext';
+import type { TimelineReport } from '../../lib/memory/memoryTimeline';
+import { loadNamespaces, loadTimeline } from '../../services/api/memoryTimelineApi';
+import MemoryTimelinePanel from './MemoryTimelinePanel';
+
+const nowSeconds = (): number => Math.floor(Date.now() / 1000);
+
+const MemoryTimelineTab = () => {
+  const { t } = useT();
+  const [report, setReport] = useState<TimelineReport | null>(null);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+  const [namespaces, setNamespaces] = useState<string[]>([]);
+  const [namespace, setNamespace] = useState('');
+  // Monotonic token: ignore a response if a newer load has since started.
+  const latestRequestId = useRef(0);
+
+  const load = useCallback(async (ns: string) => {
+    const requestId = (latestRequestId.current += 1);
+    setLoading(true);
+    setError(null);
+    try {
+      const next = await loadTimeline(nowSeconds(), ns || undefined);
+      if (requestId !== latestRequestId.current) return;
+      setReport(next);
+    } catch (err) {
+      if (requestId !== latestRequestId.current) return;
+      setError(err instanceof Error ? err.message : String(err));
+    } finally {
+      if (requestId === latestRequestId.current) setLoading(false);
+    }
+  }, []);
+
+  useEffect(() => {
+    loadNamespaces()
+      .then(setNamespaces)
+      .catch(() => setNamespaces([]));
+    void load('');
+  }, [load]);
+
+  const handleNamespace = (next: string): void => {
+    setNamespace(next);
+    void load(next);
+  };
+
+  return (
+    <div className="space-y-4">
+      {namespaces.length > 0 && (
+        <label className="flex items-center gap-2 text-xs text-stone-600 dark:text-neutral-300">
+          {t('memoryTimeline.namespaceLabel')}
+          <select
+            value={namespace}
+            onChange={e => handleNamespace(e.target.value)}
+            className="rounded-lg border border-stone-200 dark:border-neutral-700 bg-white dark:bg-neutral-900 px-2 py-1 text-sm text-stone-800 dark:text-neutral-100">
+            <option value="">{t('memoryTimeline.namespaceAll')}</option>
+            {namespaces.map(ns => (
+              <option key={ns} value={ns}>
+                {ns}
+              </option>
+            ))}
+          </select>
+        </label>
+      )}
+
+      <MemoryTimelinePanel
+        report={report}
+        loading={loading}
+        error={error}
+        onRetry={() => void load(namespace)}
+      />
+    </div>
+  );
+};
+
+export default MemoryTimelineTab;
diff --git a/app/src/lib/i18n/ar.ts b/app/src/lib/i18n/ar.ts
index 09282256f4..e1466efeaf 100644
--- a/app/src/lib/i18n/ar.ts
+++ b/app/src/lib/i18n/ar.ts
@@ -275,8 +275,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'المكالمات',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'الإعدادات',
   'memory.analyzeNow': 'تحليل الآن',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'مركز المعرفة',
   'graphCentrality.intro':
     'ويظهر الإرسال على صور ذاكرتك مراكز الحمل - والكيانات الموصلة التي تربط المجموعات المنفصلة عن بعضها البعض، والتي لا يمكن لإحصاء الترددات الخام أن يكشف عنها.',
diff --git a/app/src/lib/i18n/bn.ts b/app/src/lib/i18n/bn.ts
index 366c43c2aa..350b251178 100644
--- a/app/src/lib/i18n/bn.ts
+++ b/app/src/lib/i18n/bn.ts
@@ -278,8 +278,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'কল',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'সেটিংস',
   'memory.analyzeNow': 'এখনই বিশ্লেষণ করুন',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'জ্ঞান গ্রাফ',
   'graphCentrality.intro':
     'আপনার মেমরি গ্রাফের উপর প্রদর্শিত পেজের ছবি- এবং সংযোগকারী সত্তার সাথে সংযুক্ত একটি সংযুক্ত চক্রের সংযোগ রয়েছে, যা একটি raw ফ্রিকোয়েন্সি গণনা প্রকাশ করতে পারে না।',
diff --git a/app/src/lib/i18n/de.ts b/app/src/lib/i18n/de.ts
index 07e6088b09..847444f7c1 100644
--- a/app/src/lib/i18n/de.ts
+++ b/app/src/lib/i18n/de.ts
@@ -287,8 +287,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Anrufe',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Einstellungen',
   'memory.analyzeNow': 'Jetzt analysieren',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Zentralität des Wissensgraphen',
   'graphCentrality.intro':
     'Der PageRank über Ihr Speicherdiagramm zeigt die tragenden Knotenpunkte auf – und die Konnektorentitäten, die ansonsten getrennte Cluster verbinden, die eine reine Häufigkeitszählung nicht aufdecken kann.',
diff --git a/app/src/lib/i18n/en.ts b/app/src/lib/i18n/en.ts
index 3b11f550b9..4c397faf91 100644
--- a/app/src/lib/i18n/en.ts
+++ b/app/src/lib/i18n/en.ts
@@ -303,8 +303,27 @@ const en: TranslationMap = {
   'memory.tab.calls': 'Calls',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Settings',
   'memory.analyzeNow': 'Analyze Now',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Knowledge Graph Centrality',
   'graphCentrality.intro':
     'PageRank over your memory graph surfaces the load-bearing hubs — and the connector entities that link otherwise-separate clusters, which a raw frequency count cannot reveal.',
diff --git a/app/src/lib/i18n/es.ts b/app/src/lib/i18n/es.ts
index 7303dcf87f..ffd05bad1d 100644
--- a/app/src/lib/i18n/es.ts
+++ b/app/src/lib/i18n/es.ts
@@ -287,8 +287,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Llamadas',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Configuración',
   'memory.analyzeNow': 'Analizar ahora',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Centralidad del gráfico de conocimiento',
   'graphCentrality.intro':
     'El PageRank sobre su gráfico de memoria muestra los centros de carga y las entidades conectoras que vinculan grupos que de otro modo estarían separados, que un recuento de frecuencia sin procesar no puede revelar.',
diff --git a/app/src/lib/i18n/fr.ts b/app/src/lib/i18n/fr.ts
index fcf71877bd..54b1396082 100644
--- a/app/src/lib/i18n/fr.ts
+++ b/app/src/lib/i18n/fr.ts
@@ -286,8 +286,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Appels',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Paramètres',
   'memory.analyzeNow': 'Analyser maintenant',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Centralité du graphe de connaissances',
   'graphCentrality.intro':
     "PageRank sur votre graphe de mémoire met en évidence les hubs porteurs de charge — et les entités connectrices qui relient des clusters autrement séparés, ce qu'un simple comptage de fréquence ne peut révéler.",
diff --git a/app/src/lib/i18n/hi.ts b/app/src/lib/i18n/hi.ts
index cc1119df6b..ffe423890e 100644
--- a/app/src/lib/i18n/hi.ts
+++ b/app/src/lib/i18n/hi.ts
@@ -277,8 +277,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'कॉल्स',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'सेटिंग्स',
   'memory.analyzeNow': 'अभी एनालाइज़ करें',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'ज्ञान ग्राफ केंद्रीयता',
   'graphCentrality.intro':
     'अपने मेमोरी ग्राफ़ पर पेजरैंक लोड-असर हब सतहों - और कनेक्टर इकाइयां जो अन्यथा अलग-अलग समूहों को जोड़ती हैं, जो एक कच्चे आवृत्ति गिनती प्रकट नहीं हो सकती हैं।',
diff --git a/app/src/lib/i18n/id.ts b/app/src/lib/i18n/id.ts
index 376a423f32..022f061114 100644
--- a/app/src/lib/i18n/id.ts
+++ b/app/src/lib/i18n/id.ts
@@ -279,8 +279,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Panggilan',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Pengaturan',
   'memory.analyzeNow': 'Analisis Sekarang',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Centralitas Grafik Pengetahuan',
   'graphCentrality.intro':
     'PageRank melalui grafik memori Anda permukaan hub load- bantalan - dan entiti konektor yang menghubungkan lain-terpisah cluster, yang jumlah frekuensi mentah tidak dapat mengungkapkan.',
diff --git a/app/src/lib/i18n/it.ts b/app/src/lib/i18n/it.ts
index 93882adb50..d54d86bcf4 100644
--- a/app/src/lib/i18n/it.ts
+++ b/app/src/lib/i18n/it.ts
@@ -284,8 +284,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Chiamate',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Impostazioni',
   'memory.analyzeNow': 'Analizza ora',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Centralità del Grafo della Conoscenza',
   'graphCentrality.intro':
     'PageRank sul tuo grafo della memoria mette in evidenza gli hub portanti — e le entità di collegamento che connettono cluster altrimenti separati, cosa che un semplice conteggio di frequenza non può rivelare.',
diff --git a/app/src/lib/i18n/ko.ts b/app/src/lib/i18n/ko.ts
index 6ae6993367..b750c096dd 100644
--- a/app/src/lib/i18n/ko.ts
+++ b/app/src/lib/i18n/ko.ts
@@ -277,8 +277,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': '통화',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': '설정',
   'memory.analyzeNow': '지금 분석',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': '지식 그래프 중심성',
   'graphCentrality.intro':
     '메모리 그래프에 PageRank를 적용해 핵심 허브와, 단순 빈도 계산으로는 드러나지 않는 분리된 클러스터를 연결하는 엔터티를 드러냅니다.',
diff --git a/app/src/lib/i18n/pl.ts b/app/src/lib/i18n/pl.ts
index 91efc8cab8..c00505eb95 100644
--- a/app/src/lib/i18n/pl.ts
+++ b/app/src/lib/i18n/pl.ts
@@ -282,8 +282,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Połączenia',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Ustawienia',
   'memory.analyzeNow': 'Analizuj teraz',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Centralność grafu wiedzy',
   'graphCentrality.intro':
     'PageRank nad grafem pamięci pokazuje kluczowe węzły oraz encje-łączniki, które spajają oddzielne klastry, czego nie ujawnia proste zliczanie częstotliwości.',
diff --git a/app/src/lib/i18n/pt.ts b/app/src/lib/i18n/pt.ts
index d36a9fa1e7..fd61a39cb3 100644
--- a/app/src/lib/i18n/pt.ts
+++ b/app/src/lib/i18n/pt.ts
@@ -286,8 +286,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Chamadas',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Configurações',
   'memory.analyzeNow': 'Analisar Agora',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Centralidade do Grafo de Conhecimento',
   'graphCentrality.intro':
     'O PageRank sobre seu grafo de memória revela os hubs que suportam carga — e as entidades conectoras que ligam clusters que, de outra forma, seriam separados, algo que uma contagem de frequência bruta não consegue revelar.',
diff --git a/app/src/lib/i18n/ru.ts b/app/src/lib/i18n/ru.ts
index 3fafacff91..f1afacc5ee 100644
--- a/app/src/lib/i18n/ru.ts
+++ b/app/src/lib/i18n/ru.ts
@@ -279,8 +279,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': 'Звонки',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': 'Настройки',
   'memory.analyzeNow': 'Анализировать сейчас',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': 'Централизованность графа знаний',
   'graphCentrality.intro':
     'PageRank по вашему графику памяти отображает несущие нагрузку концентраторы — и объекты-соединители, которые связывают отдельные кластеры, которые не может выявить необработанный подсчет частоты.',
diff --git a/app/src/lib/i18n/zh-CN.ts b/app/src/lib/i18n/zh-CN.ts
index 2afeb6d642..02c4c1cdd5 100644
--- a/app/src/lib/i18n/zh-CN.ts
+++ b/app/src/lib/i18n/zh-CN.ts
@@ -267,8 +267,27 @@ const messages: TranslationMap = {
   'memory.tab.calls': '调用记录',
   'memory.tab.diagram': 'Diagram',
   'memory.tab.centrality': 'Centrality',
+  'memory.tab.timeline': 'Timeline',
   'memory.tab.settings': '设置',
   'memory.analyzeNow': '立即分析',
+  'memoryTimeline.title': 'Memory Timeline',
+  'memoryTimeline.intro':
+    'When the assistant learned about you — facts grouped by the month they were last reinforced. Surfaces growth, bursts of activity, and quiet stretches.',
+  'memoryTimeline.loading': 'Building the timeline…',
+  'memoryTimeline.errorPrefix': 'Could not load the graph:',
+  'memoryTimeline.retry': 'Retry',
+  'memoryTimeline.namespaceLabel': 'Namespace',
+  'memoryTimeline.namespaceAll': 'All namespaces',
+  'memoryTimeline.empty': 'No knowledge graph yet.',
+  'memoryTimeline.emptyHint':
+    'As the assistant records facts about you, their timeline will appear here.',
+  'memoryTimeline.metricTotal': 'Facts',
+  'memoryTimeline.metricMonths': 'Active months',
+  'memoryTimeline.metricRecent': 'Last 30 days',
+  'memoryTimeline.heading': 'Facts learned per month',
+  'memoryTimeline.busiestCaption': 'Busiest: {period} ({count})',
+  'memoryTimeline.undatedNote': '{count} fact(s) have no recorded date.',
+  'memoryTimeline.truncated': 'Showing the {shown} most recent of {total} months.',
   'graphCentrality.title': '知识图谱中心性',
   'graphCentrality.intro':
     '对你的记忆图谱运行 PageRank，可找出关键枢纽以及连接原本分离聚类的连接实体，这是单纯频次统计无法揭示的。',
diff --git a/app/src/lib/memory/memoryTimeline.test.ts b/app/src/lib/memory/memoryTimeline.test.ts
new file mode 100644
index 0000000000..3582788ed4
--- /dev/null
+++ b/app/src/lib/memory/memoryTimeline.test.ts
@@ -0,0 +1,89 @@
+import { describe, expect, it } from 'vitest';
+
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import { computeTimeline } from './memoryTimeline';
+
+const NOW = 1_700_000_000; // 2023-11-14T22:13:20Z
+const DAY = 86400;
+
+/** Epoch seconds for a UTC calendar date (month is 1-based). */
+function utc(year: number, month: number, day = 1): number {
+  return Math.floor(Date.UTC(year, month - 1, day) / 1000);
+}
+
+function rel(updatedAt: number, subject = 'You', object = 'x'): GraphRelation {
+  return {
+    namespace: 'n',
+    subject,
+    predicate: 'p',
+    object,
+    attrs: {},
+    updatedAt,
+    evidenceCount: 1,
+    orderIndex: null,
+    documentIds: [],
+    chunkIds: [],
+  };
+}
+
+describe('computeTimeline', () => {
+  it('returns an empty report for no relations', () => {
+    const r = computeTimeline([], NOW);
+    expect(r.buckets).toEqual([]);
+    expect(r.total).toBe(0);
+    expect(r.undated).toBe(0);
+    expect(r.firstAt).toBeNull();
+    expect(r.lastAt).toBeNull();
+    expect(r.busiest).toBeNull();
+    expect(r.recentCount).toBe(0);
+  });
+
+  it('buckets facts by UTC month in chronological order', () => {
+    const r = computeTimeline(
+      [rel(utc(2023, 1, 15)), rel(utc(2023, 1, 20)), rel(utc(2023, 3, 10))],
+      NOW
+    );
+    expect(r.buckets).toEqual([
+      { period: '2023-01', count: 2 },
+      { period: '2023-03', count: 1 },
+    ]);
+    expect(r.total).toBe(3);
+    expect(r.firstAt).toBe(utc(2023, 1, 15));
+    expect(r.lastAt).toBe(utc(2023, 3, 10));
+  });
+
+  it('orders months across year boundaries', () => {
+    const r = computeTimeline([rel(utc(2023, 1, 5)), rel(utc(2022, 12, 25))], NOW);
+    expect(r.buckets.map(b => b.period)).toEqual(['2022-12', '2023-01']);
+  });
+
+  it('identifies the busiest month, resolving ties to the earliest', () => {
+    const r = computeTimeline(
+      [
+        rel(utc(2023, 1, 1)),
+        rel(utc(2023, 1, 2)),
+        rel(utc(2023, 2, 1)),
+        rel(utc(2023, 2, 2)),
+        rel(utc(2023, 3, 9)),
+      ],
+      NOW
+    );
+    // Jan and Feb both have 2; the earliest (Jan) wins the tie.
+    expect(r.busiest).toEqual({ period: '2023-01', count: 2 });
+  });
+
+  it('counts undated facts separately and excludes them from buckets', () => {
+    const r = computeTimeline([rel(utc(2023, 5, 1)), rel(0), rel(Number.NaN), rel(-10)], NOW);
+    expect(r.total).toBe(1);
+    expect(r.undated).toBe(3);
+    expect(r.buckets).toEqual([{ period: '2023-05', count: 1 }]);
+  });
+
+  it('counts facts updated within the last 30 days', () => {
+    const r = computeTimeline(
+      [rel(NOW - 5 * DAY), rel(NOW - 29 * DAY), rel(NOW - 60 * DAY), rel(utc(2023, 1, 1))],
+      NOW
+    );
+    expect(r.recentCount).toBe(2); // the -5d and -29d facts; -60d and Jan are older
+  });
+});
diff --git a/app/src/lib/memory/memoryTimeline.ts b/app/src/lib/memory/memoryTimeline.ts
new file mode 100644
index 0000000000..cfef119797
--- /dev/null
+++ b/app/src/lib/memory/memoryTimeline.ts
@@ -0,0 +1,96 @@
+/**
+ * Memory Timeline — pure temporal-aggregation engine.
+ *
+ * Buckets the facts the assistant has recorded by the calendar month they were
+ * last reinforced (`updatedAt`), so the UI can show WHEN the assistant learned
+ * about the user — growth, bursts of activity, and quiet stretches — rather than
+ * only what it knows. A different lens from the structural/scoring views.
+ *
+ * Everything here is PURE and DETERMINISTIC. The month label is derived with
+ * `new Date(updatedAt * 1000)` using UTC accessors — this reads the *data*
+ * timestamp, never the wall clock, so the same records always bucket the same
+ * way regardless of machine timezone. The only injected time is `nowSeconds`
+ * (for the "last 30 days" recency count), passed by the caller — the engine
+ * itself never calls Date.now().
+ */
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+
+export interface TimelineBucket {
+  period: string; // 'YYYY-MM' (UTC)
+  count: number;
+}
+
+export interface TimelineReport {
+  buckets: TimelineBucket[]; // chronological, active months only (gaps visible via labels)
+  total: number; // facts with a valid timestamp
+  undated: number; // facts with a missing/invalid updatedAt
+  firstAt: number | null; // earliest updatedAt (epoch seconds)
+  lastAt: number | null; // latest updatedAt (epoch seconds)
+  busiest: TimelineBucket | null; // month with the most facts (ties -> earliest)
+  recentCount: number; // facts updated within the last 30 days of nowSeconds
+}
+
+const SECONDS_PER_DAY = 86400;
+const RECENT_WINDOW_DAYS = 30;
+
+const EMPTY_REPORT: TimelineReport = {
+  buckets: [],
+  total: 0,
+  undated: 0,
+  firstAt: null,
+  lastAt: null,
+  busiest: null,
+  recentCount: 0,
+};
+
+/** 'YYYY-MM' (UTC) for an epoch-seconds timestamp. */
+function monthKey(epochSeconds: number): string {
+  const date = new Date(epochSeconds * 1000);
+  const year = date.getUTCFullYear();
+  const month = date.getUTCMonth() + 1;
+  return `${year}-${month < 10 ? '0' : ''}${month}`;
+}
+
+/**
+ * Build the timeline report. Pure function of (relations, nowSeconds).
+ * Facts without a finite, positive `updatedAt` are counted as `undated` and
+ * excluded from the buckets (their month is unknown).
+ */
+export function computeTimeline(relations: GraphRelation[], nowSeconds: number): TimelineReport {
+  if (relations.length === 0) return EMPTY_REPORT;
+
+  const counts = new Map<string, number>();
+  let total = 0;
+  let undated = 0;
+  let firstAt: number | null = null;
+  let lastAt: number | null = null;
+  let recentCount = 0;
+  const recentThreshold = nowSeconds - RECENT_WINDOW_DAYS * SECONDS_PER_DAY;
+
+  for (const relation of relations) {
+    const at = relation.updatedAt;
+    if (!Number.isFinite(at) || at <= 0) {
+      undated += 1;
+      continue;
+    }
+    total += 1;
+    const key = monthKey(at);
+    counts.set(key, (counts.get(key) ?? 0) + 1);
+    if (firstAt === null || at < firstAt) firstAt = at;
+    if (lastAt === null || at > lastAt) lastAt = at;
+    if (at >= recentThreshold) recentCount += 1;
+  }
+
+  // Chronological order: 'YYYY-MM' strings sort lexicographically by date.
+  const buckets: TimelineBucket[] = [...counts.entries()]
+    .map(([period, count]) => ({ period, count }))
+    .sort((a, b) => (a.period < b.period ? -1 : a.period > b.period ? 1 : 0));
+
+  let busiest: TimelineBucket | null = null;
+  for (const bucket of buckets) {
+    // Ties resolve to the earliest month because buckets are already sorted.
+    if (busiest === null || bucket.count > busiest.count) busiest = bucket;
+  }
+
+  return { buckets, total, undated, firstAt, lastAt, busiest, recentCount };
+}
diff --git a/app/src/pages/Intelligence.tsx b/app/src/pages/Intelligence.tsx
index 171f1e994a..371b105d8d 100644
--- a/app/src/pages/Intelligence.tsx
+++ b/app/src/pages/Intelligence.tsx
@@ -6,6 +6,7 @@ import GraphCentralityTab from '../components/intelligence/GraphCentralityTab';
 import IntelligenceSubconsciousTab from '../components/intelligence/IntelligenceSubconsciousTab';
 import IntelligenceTasksTab from '../components/intelligence/IntelligenceTasksTab';
 import MemoryFreshnessTab from '../components/intelligence/MemoryFreshnessTab';
+import MemoryTimelineTab from '../components/intelligence/MemoryTimelineTab';
 import { MemoryWorkspace } from '../components/intelligence/MemoryWorkspace';
 import { ToastContainer } from '../components/intelligence/Toast';
 import PillTabBar from '../components/PillTabBar';
@@ -28,7 +29,8 @@ type IntelligenceTab =
   | 'workflows'
   | 'diagram'
   | 'centrality'
-  | 'freshness';
+  | 'freshness'
+  | 'timeline';
 
 export default function Intelligence() {
   const { t } = useT();
@@ -109,6 +111,7 @@ export default function Intelligence() {
       { id: 'diagram', label: t('memory.tab.diagram') },
       { id: 'centrality', label: t('memory.tab.centrality') },
       { id: 'freshness', label: t('memory.tab.freshness') },
+      { id: 'timeline', label: t('memory.tab.timeline') },
     ];
   const activeTabDef = tabs.find(tab => tab.id === activeTab);
 
@@ -201,6 +204,8 @@ export default function Intelligence() {
             {activeTab === 'centrality' && <GraphCentralityTab />}
 
             {activeTab === 'freshness' && <MemoryFreshnessTab />}
+
+            {activeTab === 'timeline' && <MemoryTimelineTab />}
           </div>
         </div>
       </div>
diff --git a/app/src/services/api/memoryTimelineApi.test.ts b/app/src/services/api/memoryTimelineApi.test.ts
new file mode 100644
index 0000000000..2dbde37509
--- /dev/null
+++ b/app/src/services/api/memoryTimelineApi.test.ts
@@ -0,0 +1,74 @@
+import { beforeEach, describe, expect, it, vi } from 'vitest';
+
+import { computeTimeline } from '../../lib/memory/memoryTimeline';
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import { loadNamespaces, loadTimeline, memoryTimelineApi } from './memoryTimelineApi';
+
+const mockGraphQuery = vi.fn();
+const mockListNamespaces = vi.fn();
+
+vi.mock('../../utils/tauriCommands/memory', () => ({
+  memoryGraphQuery: (...args: unknown[]) => mockGraphQuery(...args),
+  memoryListNamespaces: (...args: unknown[]) => mockListNamespaces(...args),
+}));
+
+const NOW = 1_700_000_000;
+
+function rel(updatedAt: number): GraphRelation {
+  return {
+    namespace: 'work',
+    subject: 'You',
+    predicate: 'p',
+    object: 'x',
+    attrs: {},
+    updatedAt,
+    evidenceCount: 1,
+    orderIndex: null,
+    documentIds: [],
+    chunkIds: [],
+  };
+}
+
+describe('memoryTimelineApi.loadTimeline', () => {
+  beforeEach(() => {
+    mockGraphQuery.mockReset();
+  });
+
+  it('passes the namespace through and returns the engine report for those facts', async () => {
+    const facts = [rel(Math.floor(Date.UTC(2023, 0, 5) / 1000))];
+    mockGraphQuery.mockResolvedValueOnce(facts);
+    const out = await loadTimeline(NOW, 'work');
+    expect(mockGraphQuery).toHaveBeenCalledWith('work');
+    expect(out).toEqual(computeTimeline(facts, NOW));
+  });
+
+  it('queries all namespaces when none is given', async () => {
+    mockGraphQuery.mockResolvedValueOnce([]);
+    const out = await loadTimeline(NOW);
+    expect(mockGraphQuery).toHaveBeenCalledWith(undefined);
+    expect(out.total).toBe(0);
+  });
+
+  it('propagates query errors', async () => {
+    mockGraphQuery.mockRejectedValueOnce(new Error('graph unavailable'));
+    await expect(loadTimeline(NOW)).rejects.toThrow('graph unavailable');
+  });
+});
+
+describe('memoryTimelineApi.loadNamespaces', () => {
+  beforeEach(() => {
+    mockListNamespaces.mockReset();
+  });
+
+  it('returns the namespace list from the RPC', async () => {
+    mockListNamespaces.mockResolvedValueOnce(['work', 'personal']);
+    expect(await loadNamespaces()).toEqual(['work', 'personal']);
+  });
+});
+
+describe('memoryTimelineApi object', () => {
+  it('exposes the public surface', () => {
+    expect(typeof memoryTimelineApi.loadTimeline).toBe('function');
+    expect(typeof memoryTimelineApi.loadNamespaces).toBe('function');
+  });
+});
diff --git a/app/src/services/api/memoryTimelineApi.ts b/app/src/services/api/memoryTimelineApi.ts
new file mode 100644
index 0000000000..b9180b22c7
--- /dev/null
+++ b/app/src/services/api/memoryTimelineApi.ts
@@ -0,0 +1,33 @@
+/**
+ * RPC facade for Memory Timeline.
+ *
+ * Adds ZERO new core surface. Composes two already-shipped JSON-RPC wrappers:
+ *   - memoryGraphQuery     (openhuman.memory_graph_query)     — the facts
+ *   - memoryListNamespaces (openhuman.memory_list_namespaces) — the selector
+ * and delegates aggregation to the pure engine. The caller mints `nowSeconds`
+ * (in an event handler, never during render) for the recency window, so the
+ * engine stays clock-free. Read-only — nothing is persisted.
+ */
+import debug from 'debug';
+
+import { computeTimeline, type TimelineReport } from '../../lib/memory/memoryTimeline';
+import { memoryGraphQuery, memoryListNamespaces } from '../../utils/tauriCommands/memory';
+
+const log = debug('memory-timeline:api');
+
+/** Fetch the facts for a namespace (or all) and bucket them into a timeline. */
+export async function loadTimeline(
+  nowSeconds: number,
+  namespace?: string
+): Promise<TimelineReport> {
+  const relations = await memoryGraphQuery(namespace);
+  log('loadTimeline namespace=%s relations=%d', namespace ?? '(all)', relations.length);
+  return computeTimeline(relations, nowSeconds);
+}
+
+/** List the namespaces available for the namespace selector. */
+export async function loadNamespaces(): Promise<string[]> {
+  return memoryListNamespaces();
+}
+
+export const memoryTimelineApi = { loadTimeline, loadNamespaces };