diff --git a/app/src/components/intelligence/GraphCohesionPanel.test.tsx b/app/src/components/intelligence/GraphCohesionPanel.test.tsx
new file mode 100644
index 000000000..44f609157
--- /dev/null
+++ b/app/src/components/intelligence/GraphCohesionPanel.test.tsx
@@ -0,0 +1,79 @@
+import { fireEvent, render, screen } from '@testing-library/react';
+import { describe, expect, it, vi } from 'vitest';
+
+import { computeGraphCohesion } from '../../lib/memory/graphCohesion';
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import GraphCohesionPanel from './GraphCohesionPanel';
+
+function rel(subject: string, object: string): GraphRelation {
+ return {
+ namespace: 'n',
+ subject,
+ predicate: 'p',
+ object,
+ attrs: {},
+ updatedAt: 0,
+ evidenceCount: 1,
+ orderIndex: null,
+ documentIds: [],
+ chunkIds: [],
+ };
+}
+
+// Diamond: A-B, A-C, B-C, B-D, C-D. avg clustering 5/6 (0.83), transitivity 0.75.
+const diamond = computeGraphCohesion([
+ rel('A', 'B'),
+ rel('A', 'C'),
+ rel('B', 'C'),
+ rel('B', 'D'),
+ rel('C', 'D'),
+]);
+
+describe('', () => {
+ it('renders the loading skeleton', () => {
+ render();
+ expect(screen.getByTestId('graph-cohesion-loading')).toBeInTheDocument();
+ });
+
+ it('renders the empty state when there are no nodes', () => {
+ render();
+ expect(screen.getByText('No knowledge graph yet.')).toBeInTheDocument();
+ });
+
+ it('renders an error with a working retry button', () => {
+ const onRetry = vi.fn();
+ render();
+ expect(screen.getByRole('alert').textContent).toMatch(/graph unavailable/);
+ fireEvent.click(screen.getByRole('button', { name: 'Retry' }));
+ expect(onRetry).toHaveBeenCalledTimes(1);
+ });
+
+ it('renders metric tiles, the network averages, and the brokerage ranking', () => {
+ render();
+ expect(screen.getByText('Entities')).toBeInTheDocument();
+ expect(screen.getByText('Connections')).toBeInTheDocument();
+ expect(screen.getByText('Triangles')).toBeInTheDocument();
+ expect(screen.getByText('Brokers — loosest neighbourhoods')).toBeInTheDocument();
+ // average clustering 5/6 -> 0.83, transitivity 0.75.
+ expect(screen.getByText(/transitivity 0\.75/)).toBeInTheDocument();
+ // the spine nodes B and C cluster at 0.67 (rendered to 2 decimals).
+ expect(screen.getAllByText('0.67')).toHaveLength(2);
+ });
+
+ it('badges a structural hole (clustering 0) as a broker', () => {
+ // Star: X links A, B, C which never connect -> X is a pure broker.
+ const star = computeGraphCohesion([rel('X', 'A'), rel('X', 'B'), rel('X', 'C')]);
+ render();
+ expect(screen.getByText('broker')).toBeInTheDocument();
+ expect(screen.getByText('X')).toBeInTheDocument();
+ });
+
+ it('shows the no-brokers note when every entity has fewer than two links', () => {
+ const single = computeGraphCohesion([rel('A', 'B')]);
+ render();
+ expect(screen.getByText('No entities with two or more connections yet.')).toBeInTheDocument();
+ // tiles still render (the graph is non-empty), but no ranking table.
+ expect(screen.getByText('Entities')).toBeInTheDocument();
+ expect(screen.queryByText('Brokers — loosest neighbourhoods')).not.toBeInTheDocument();
+ });
+});
diff --git a/app/src/components/intelligence/GraphCohesionPanel.tsx b/app/src/components/intelligence/GraphCohesionPanel.tsx
new file mode 100644
index 000000000..f0dbaef37
--- /dev/null
+++ b/app/src/components/intelligence/GraphCohesionPanel.tsx
@@ -0,0 +1,198 @@
+/**
+ * Graph Cohesion — presentational view. Pure: renders the cohesion summary
+ * tiles (entities / connections / triangles), the network averages, and a
+ * brokerage ranking of the loosest-neighbourhood entities. No data fetching,
+ * no clock, no randomness.
+ */
+import { useMemo } from 'react';
+
+import { useT } from '../../lib/i18n/I18nContext';
+import { type CohesionResult, findBrokers } from '../../lib/memory/graphCohesion';
+
+const MAX_ROWS = 25;
+
+interface GraphCohesionPanelProps {
+ result: CohesionResult | null;
+ loading?: boolean;
+ error?: string | null;
+ onRetry?: () => void;
+}
+
+const GraphCohesionPanel = ({ result, loading, error, onRetry }: GraphCohesionPanelProps) => {
+ const { t } = useT();
+
+ const brokers = useMemo(() => (result ? findBrokers(result, MAX_ROWS) : []), [result]);
+
+ const intro = (
+
+
{t('graphCohesion.title')}
+
{t('graphCohesion.intro')}
+
+ );
+
+ if (loading) {
+ return (
+
+ {intro}
+
+
+ {[0, 1, 2].map(i => (
+
+ ))}
+
+ {[0, 1, 2, 3].map(i => (
+
+ ))}
+
+
+ );
+ }
+
+ if (error) {
+ return (
+
+ {intro}
+
+
+ {t('graphCohesion.errorPrefix')} {error}
+
+ {onRetry && (
+
+ )}
+
+
+ );
+ }
+
+ if (!result || result.nodes.length === 0) {
+ return (
+
+ {intro}
+
+
+ {t('graphCohesion.empty')}
+
+
+ {t('graphCohesion.emptyHint')}
+
+
+
+ );
+ }
+
+ return (
+
+ {intro}
+
+ {/* Metric tiles */}
+
+ {[
+ { label: t('graphCohesion.metricEntities'), value: result.nodeCount },
+ { label: t('graphCohesion.metricConnections'), value: result.edgeCount },
+ { label: t('graphCohesion.metricTriangles'), value: result.triangleCount },
+ ].map(tile => (
+
+
+ {tile.label}
+
+
+ {tile.value}
+
+
+ ))}
+
+
+ {t('graphCohesion.summaryCaption')
+ .replace('{avg}', result.averageClustering.toFixed(2))
+ .replace('{transitivity}', result.transitivity.toFixed(2))}
+
+
+ {/* Brokerage ranking: loosest neighbourhoods first (structural holes). */}
+ {brokers.length === 0 ? (
+
+ {t('graphCohesion.noBrokers')}
+
+ ) : (
+
+
+ {t('graphCohesion.rankedHeading')}
+
+
+
+
+ |
+ {t('graphCohesion.colRank')}
+ |
+
+ {t('graphCohesion.colEntity')}
+ |
+
+ {t('graphCohesion.colCohesion')}
+ |
+
+ {t('graphCohesion.colLinks')}
+ |
+
+
+
+ {brokers.map((node, i) => (
+
+ | {i + 1} |
+
+ {node.id}
+ {node.localClustering === 0 && (
+
+ {t('graphCohesion.brokerBadge')}
+
+ )}
+ |
+
+
+
+
+ {node.localClustering.toFixed(2)}
+
+
+ |
+
+ {node.degree}
+ |
+
+ ))}
+
+
+
+ )}
+
+ );
+};
+
+export default GraphCohesionPanel;
diff --git a/app/src/components/intelligence/GraphCohesionTab.test.tsx b/app/src/components/intelligence/GraphCohesionTab.test.tsx
new file mode 100644
index 000000000..d7caa1589
--- /dev/null
+++ b/app/src/components/intelligence/GraphCohesionTab.test.tsx
@@ -0,0 +1,63 @@
+import { fireEvent, render, screen, waitFor } from '@testing-library/react';
+import { beforeEach, describe, expect, it, vi } from 'vitest';
+
+import { computeGraphCohesion } from '../../lib/memory/graphCohesion';
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import GraphCohesionTab from './GraphCohesionTab';
+
+const mockLoadCohesion = vi.fn();
+const mockLoadNamespaces = vi.fn();
+
+vi.mock('../../services/api/graphCohesionApi', () => ({
+ loadCohesion: (...args: unknown[]) => mockLoadCohesion(...args),
+ loadNamespaces: (...args: unknown[]) => mockLoadNamespaces(...args),
+}));
+
+function rel(subject: string, object: string): GraphRelation {
+ return {
+ namespace: 'n',
+ subject,
+ predicate: 'p',
+ object,
+ attrs: {},
+ updatedAt: 0,
+ evidenceCount: 1,
+ orderIndex: null,
+ documentIds: [],
+ chunkIds: [],
+ };
+}
+
+const result = computeGraphCohesion([rel('A', 'B'), rel('B', 'C'), rel('C', 'A')]);
+
+describe('', () => {
+ beforeEach(() => {
+ mockLoadCohesion.mockReset();
+ mockLoadNamespaces.mockReset();
+ mockLoadCohesion.mockResolvedValue(result);
+ mockLoadNamespaces.mockResolvedValue([]);
+ });
+
+ it('loads cohesion (all namespaces) on mount and renders the result', async () => {
+ render();
+ expect(mockLoadCohesion).toHaveBeenCalledWith(undefined);
+ await waitFor(() =>
+ expect(screen.getByText('Brokers — loosest neighbourhoods')).toBeInTheDocument()
+ );
+ });
+
+ it('shows the namespace selector and re-queries on change', async () => {
+ mockLoadNamespaces.mockResolvedValueOnce(['work', 'personal']);
+ render();
+ await waitFor(() => screen.getByRole('combobox'));
+ fireEvent.change(screen.getByRole('combobox'), { target: { value: 'work' } });
+ await waitFor(() => expect(mockLoadCohesion).toHaveBeenCalledWith('work'));
+ });
+
+ it('surfaces an error when the load fails', async () => {
+ mockLoadCohesion.mockReset();
+ mockLoadCohesion.mockRejectedValueOnce(new Error('graph unavailable'));
+ render();
+ await waitFor(() => expect(screen.getByRole('alert').textContent).toMatch(/graph unavailable/));
+ });
+});
diff --git a/app/src/components/intelligence/GraphCohesionTab.tsx b/app/src/components/intelligence/GraphCohesionTab.tsx
new file mode 100644
index 000000000..f834c1525
--- /dev/null
+++ b/app/src/components/intelligence/GraphCohesionTab.tsx
@@ -0,0 +1,83 @@
+/**
+ * Graph Cohesion tab (container). Owns load-on-mount and the namespace
+ * selector; delegates all rendering to the pure .
+ * Read-only — the result is recomputed from the live graph, never persisted.
+ */
+import { useCallback, useEffect, useRef, useState } from 'react';
+
+import { useT } from '../../lib/i18n/I18nContext';
+import type { CohesionResult } from '../../lib/memory/graphCohesion';
+import { loadCohesion, loadNamespaces } from '../../services/api/graphCohesionApi';
+import GraphCohesionPanel from './GraphCohesionPanel';
+
+const GraphCohesionTab = () => {
+ const { t } = useT();
+ const [result, setResult] = useState(null);
+ const [loading, setLoading] = useState(true);
+ const [error, setError] = useState(null);
+ const [namespaces, setNamespaces] = useState([]);
+ const [namespace, setNamespace] = useState('');
+ // Monotonic token: ignore a response if a newer load has since started, so
+ // an out-of-order resolution can never overwrite the latest result.
+ const latestRequestId = useRef(0);
+
+ const load = useCallback(async (ns: string) => {
+ const requestId = (latestRequestId.current += 1);
+ setLoading(true);
+ setError(null);
+ try {
+ const next = await loadCohesion(ns || undefined);
+ if (requestId !== latestRequestId.current) return;
+ setResult(next);
+ } catch (err) {
+ if (requestId !== latestRequestId.current) return;
+ setError(err instanceof Error ? err.message : String(err));
+ } finally {
+ if (requestId === latestRequestId.current) setLoading(false);
+ }
+ }, []);
+
+ useEffect(() => {
+ // Namespaces are optional UI sugar; a failure to list them must not block
+ // the cohesion view, so swallow that error specifically.
+ loadNamespaces()
+ .then(setNamespaces)
+ .catch(() => setNamespaces([]));
+ void load('');
+ }, [load]);
+
+ const handleNamespace = (next: string): void => {
+ setNamespace(next);
+ void load(next);
+ };
+
+ return (
+
+ {namespaces.length > 0 && (
+
+ )}
+
+ void load(namespace)}
+ />
+
+ );
+};
+
+export default GraphCohesionTab;
diff --git a/app/src/lib/i18n/ar.ts b/app/src/lib/i18n/ar.ts
index f44629bed..28d9df88b 100644
--- a/app/src/lib/i18n/ar.ts
+++ b/app/src/lib/i18n/ar.ts
@@ -4309,6 +4309,30 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'مهلة الإدخال (مللي ثانية)',
'autocomplete.maxChars': 'أقصى عدد لأحرف السياق',
'autocomplete.overlayTtlMs': 'مهلة الطبقة (مللي ثانية)',
+ 'graphCohesion.brokerBadge': 'وسيط',
+ 'graphCohesion.brokerTitle':
+ 'ثقب بنيوي: جيران هذا الكيان غير مترابطين فيما بينهم — وهو الرابط الوحيد بينهم.',
+ 'graphCohesion.colCohesion': 'التماسك',
+ 'graphCohesion.colEntity': 'الكيان',
+ 'graphCohesion.colLinks': 'روابط',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'لا يوجد رسم معرفة بعد.',
+ 'graphCohesion.emptyHint': 'كلما سجّل المساعد حقائق مترابطة عنك، ستظهر هنا بنية تجميعها.',
+ 'graphCohesion.errorPrefix': 'تعذّر تحميل الرسم البياني:',
+ 'graphCohesion.intro':
+ 'مدى تماسك الجوار حول كل كيان. الوسطاء — كيانات لا يرتبط جيرانها ببعضهم — هم النقاط الوحيدة التي تربط بين عناقيد كانت ستظل منفصلة، وهو ما لا يمكن لفرز التكرار أو PageRank الكشف عنه.',
+ 'graphCohesion.loading': 'يجري حساب التماسك…',
+ 'graphCohesion.metricConnections': 'الاتصالات',
+ 'graphCohesion.metricEntities': 'الكيانات',
+ 'graphCohesion.metricTriangles': 'مثلثات',
+ 'graphCohesion.namespaceAll': 'كل مساحات الأسماء',
+ 'graphCohesion.namespaceLabel': 'مساحة الأسماء',
+ 'graphCohesion.noBrokers': 'لا توجد بعد كيانات بصلتين أو أكثر.',
+ 'graphCohesion.rankedHeading': 'الوسطاء — أكثر الجوارات تخلخلًا',
+ 'graphCohesion.retry': 'إعادة المحاولة',
+ 'graphCohesion.summaryCaption': 'متوسط التجميع {avg} · التعدّي {transitivity}',
+ 'graphCohesion.title': 'تماسك الرسم البياني',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/bn.ts b/app/src/lib/i18n/bn.ts
index 2e85b97c5..804e7646e 100644
--- a/app/src/lib/i18n/bn.ts
+++ b/app/src/lib/i18n/bn.ts
@@ -4383,6 +4383,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'ডিবাউন্স (মিলিসেকেন্ড)',
'autocomplete.maxChars': 'সর্বোচ্চ প্রসঙ্গ অক্ষর',
'autocomplete.overlayTtlMs': 'ওভারলে টাইমআউট (মিলিসেকেন্ড)',
+ 'graphCohesion.brokerBadge': 'ব্রোকার',
+ 'graphCohesion.brokerTitle':
+ 'কাঠামোগত ছিদ্র: এই সত্তার প্রতিবেশীরা একে অপরের সাথে যুক্ত নয় — এটিই তাদের মধ্যে একমাত্র সংযোগ।',
+ 'graphCohesion.colCohesion': 'সংসক্তি',
+ 'graphCohesion.colEntity': 'সত্তা',
+ 'graphCohesion.colLinks': 'লিঙ্ক',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'এখনও কোনো জ্ঞান গ্রাফ নেই।',
+ 'graphCohesion.emptyHint':
+ 'সহকারী যখন আপনার সম্পর্কে সংযুক্ত তথ্য রেকর্ড করে, তাদের ক্লাস্টারিং কাঠামো এখানে উঠে আসবে।',
+ 'graphCohesion.errorPrefix': 'গ্রাফ লোড করা যায়নি:',
+ 'graphCohesion.intro':
+ 'প্রতিটি সত্তার চারপাশে প্রতিবেশ কতটা দৃঢ়ভাবে বোনা। ব্রোকার — যেসব সত্তার প্রতিবেশী একে অপরের সাথে যুক্ত নয় — তারাই একমাত্র বিন্দু যা পরস্পর-বিচ্ছিন্ন ক্লাস্টারকে একত্রে ধরে রাখে, যা ফ্রিকোয়েন্সি বা PageRank সাজানি প্রকাশ করতে পারে না।',
+ 'graphCohesion.loading': 'সংসক্তি গণনা করা হচ্ছে…',
+ 'graphCohesion.metricConnections': 'সংযোগ',
+ 'graphCohesion.metricEntities': 'সত্তা',
+ 'graphCohesion.metricTriangles': 'ত্রিভুজ',
+ 'graphCohesion.namespaceAll': 'সমস্ত নেমস্পেস',
+ 'graphCohesion.namespaceLabel': 'নেমস্পেস',
+ 'graphCohesion.noBrokers': 'এখনও দুই বা তার বেশি সংযোগওয়ালা কোনো সত্তা নেই।',
+ 'graphCohesion.rankedHeading': 'ব্রোকার — সবচেয়ে শিথিল প্রতিবেশ',
+ 'graphCohesion.retry': 'পুনরায় চেষ্টা',
+ 'graphCohesion.summaryCaption': 'গড় ক্লাস্টারিং {avg} · সংক্রমণতা {transitivity}',
+ 'graphCohesion.title': 'গ্রাফ সংসক্তি',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/de.ts b/app/src/lib/i18n/de.ts
index 2989539a5..a1528c17f 100644
--- a/app/src/lib/i18n/de.ts
+++ b/app/src/lib/i18n/de.ts
@@ -4499,6 +4499,32 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Entprellung (ms)',
'autocomplete.maxChars': 'Maximale Kontextzeichen',
'autocomplete.overlayTtlMs': 'Overlay-Timeout (ms)',
+ 'graphCohesion.brokerBadge': 'Broker',
+ 'graphCohesion.brokerTitle':
+ 'Strukturelles Loch: Die Nachbarn dieser Entität sind nicht miteinander verbunden — sie ist die einzige Verknüpfung zwischen ihnen.',
+ 'graphCohesion.colCohesion': 'Kohäsion',
+ 'graphCohesion.colEntity': 'Entität',
+ 'graphCohesion.colLinks': 'Verknüpfungen',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Noch kein Wissensgraph.',
+ 'graphCohesion.emptyHint':
+ 'Während der Assistent verbundene Fakten über Sie erfasst, erscheint hier deren Clustering-Struktur.',
+ 'graphCohesion.errorPrefix': 'Graph konnte nicht geladen werden:',
+ 'graphCohesion.intro':
+ 'Wie eng verwoben die Nachbarschaft jeder Entität ist. Broker — Entitäten, deren Nachbarn untereinander nicht verbunden sind — sind die Einzelpunkte, die sonst getrennte Cluster zusammenhalten, was eine Häufigkeits- oder PageRank-Sortierung nicht aufdecken kann.',
+ 'graphCohesion.loading': 'Berechne Kohäsion…',
+ 'graphCohesion.metricConnections': 'Verbindungen',
+ 'graphCohesion.metricEntities': 'Entitäten',
+ 'graphCohesion.metricTriangles': 'Dreiecke',
+ 'graphCohesion.namespaceAll': 'Alle Namensräume',
+ 'graphCohesion.namespaceLabel': 'Namensraum',
+ 'graphCohesion.noBrokers': 'Noch keine Entitäten mit zwei oder mehr Verbindungen.',
+ 'graphCohesion.rankedHeading': 'Broker — lockerste Nachbarschaften',
+ 'graphCohesion.retry': 'Wiederholen',
+ 'graphCohesion.summaryCaption':
+ 'Durchschnittliches Clustering {avg} · Transitivität {transitivity}',
+ 'graphCohesion.title': 'Graph-Kohäsion',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/en.ts b/app/src/lib/i18n/en.ts
index d57ee9619..14c905173 100644
--- a/app/src/lib/i18n/en.ts
+++ b/app/src/lib/i18n/en.ts
@@ -305,6 +305,7 @@ const en: TranslationMap = {
'memory.tab.centrality': 'Centrality',
'memory.tab.namespaces': 'Namespaces',
'memory.tab.timeline': 'Timeline',
+ 'memory.tab.cohesion': 'Cohesion',
'memory.tab.settings': 'Settings',
'memory.analyzeNow': 'Analyze Now',
'namespaceOverview.title': 'Namespace Overview',
@@ -438,6 +439,31 @@ const en: TranslationMap = {
'connectionPath.missingTarget': '"{entity}" is not in the graph.',
'connectionPath.noPath': 'No connection found between "{source}" and "{target}".',
+ 'graphCohesion.title': 'Graph Cohesion',
+ 'graphCohesion.intro':
+ "How tightly knit the neighbourhood is around each entity. Brokers — entities whose neighbours aren't linked to each other — are the single points holding otherwise-separate clusters together, which a frequency or PageRank sort cannot reveal.",
+ 'graphCohesion.loading': 'Computing cohesion…',
+ 'graphCohesion.errorPrefix': 'Could not load the graph:',
+ 'graphCohesion.retry': 'Retry',
+ 'graphCohesion.empty': 'No knowledge graph yet.',
+ 'graphCohesion.emptyHint':
+ 'As the assistant records connected facts about you, their clustering structure will surface here.',
+ 'graphCohesion.namespaceLabel': 'Namespace',
+ 'graphCohesion.namespaceAll': 'All namespaces',
+ 'graphCohesion.metricEntities': 'Entities',
+ 'graphCohesion.metricConnections': 'Connections',
+ 'graphCohesion.metricTriangles': 'Triangles',
+ 'graphCohesion.summaryCaption': 'Average clustering {avg} · transitivity {transitivity}',
+ 'graphCohesion.noBrokers': 'No entities with two or more connections yet.',
+ 'graphCohesion.rankedHeading': 'Brokers — loosest neighbourhoods',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.colEntity': 'Entity',
+ 'graphCohesion.colCohesion': 'Cohesion',
+ 'graphCohesion.colLinks': 'Links',
+ 'graphCohesion.brokerBadge': 'broker',
+ 'graphCohesion.brokerTitle':
+ "Structural hole: this entity's neighbours aren't connected to each other — it's the sole link between them.",
+
// Memory Tree status panel (#1856 Part 1)
'memoryTree.status.title': 'Memory Tree',
'memoryTree.status.autoSyncLabel': 'Auto-sync',
diff --git a/app/src/lib/i18n/es.ts b/app/src/lib/i18n/es.ts
index 823af2043..4f74f1278 100644
--- a/app/src/lib/i18n/es.ts
+++ b/app/src/lib/i18n/es.ts
@@ -4469,6 +4469,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Retardo (ms)',
'autocomplete.maxChars': 'Máximo de caracteres de contexto',
'autocomplete.overlayTtlMs': 'Tiempo de espera de superposición (ms)',
+ 'graphCohesion.brokerBadge': 'intermediario',
+ 'graphCohesion.brokerTitle':
+ 'Hueco estructural: los vecinos de esta entidad no están conectados entre sí — ella es el único enlace entre ellos.',
+ 'graphCohesion.colCohesion': 'Cohesión',
+ 'graphCohesion.colEntity': 'Entidad',
+ 'graphCohesion.colLinks': 'Enlaces',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Aún no hay grafo de conocimiento.',
+ 'graphCohesion.emptyHint':
+ 'A medida que el asistente registra hechos conectados sobre usted, su estructura de agrupamiento aparecerá aquí.',
+ 'graphCohesion.errorPrefix': 'No se pudo cargar el grafo:',
+ 'graphCohesion.intro':
+ 'Cuán estrechamente tejido está el vecindario de cada entidad. Los intermediarios — entidades cuyos vecinos no están conectados entre sí — son los puntos únicos que mantienen unidos grupos que de otro modo estarían separados, algo que un orden por frecuencia o PageRank no puede revelar.',
+ 'graphCohesion.loading': 'Calculando cohesión…',
+ 'graphCohesion.metricConnections': 'Conexiones',
+ 'graphCohesion.metricEntities': 'Entidades',
+ 'graphCohesion.metricTriangles': 'Triángulos',
+ 'graphCohesion.namespaceAll': 'Todos los espacios de nombres',
+ 'graphCohesion.namespaceLabel': 'Espacio de nombres',
+ 'graphCohesion.noBrokers': 'Aún no hay entidades con dos o más conexiones.',
+ 'graphCohesion.rankedHeading': 'Intermediarios: vecindarios más sueltos',
+ 'graphCohesion.retry': 'Reintentar',
+ 'graphCohesion.summaryCaption': 'Agrupamiento promedio {avg} · transitividad {transitivity}',
+ 'graphCohesion.title': 'Cohesión del grafo',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/fr.ts b/app/src/lib/i18n/fr.ts
index 3fcdcb2e8..fe1704053 100644
--- a/app/src/lib/i18n/fr.ts
+++ b/app/src/lib/i18n/fr.ts
@@ -4485,6 +4485,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Anti-rebond (ms)',
'autocomplete.maxChars': 'Caractères de contexte maximum',
'autocomplete.overlayTtlMs': "Délai d'affichage (ms)",
+ 'graphCohesion.brokerBadge': 'courtier',
+ 'graphCohesion.brokerTitle':
+ 'Trou structurel : les voisins de cette entité ne sont pas connectés entre eux — elle est le seul lien entre eux.',
+ 'graphCohesion.colCohesion': 'Cohésion',
+ 'graphCohesion.colEntity': 'Entité',
+ 'graphCohesion.colLinks': 'Liens',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Pas encore de graphe de connaissances.',
+ 'graphCohesion.emptyHint':
+ "À mesure que l'assistant enregistre des faits connectés à votre sujet, leur structure de regroupement apparaîtra ici.",
+ 'graphCohesion.errorPrefix': 'Impossible de charger le graphe :',
+ 'graphCohesion.intro':
+ "À quel point le voisinage de chaque entité est étroitement tissé. Les courtiers — entités dont les voisins ne sont pas liés entre eux — sont les points uniques qui maintiennent ensemble des groupes autrement séparés, ce qu'un tri par fréquence ou PageRank ne peut révéler.",
+ 'graphCohesion.loading': 'Calcul de la cohésion…',
+ 'graphCohesion.metricConnections': 'Connexions',
+ 'graphCohesion.metricEntities': 'Entités',
+ 'graphCohesion.metricTriangles': 'Triangles',
+ 'graphCohesion.namespaceAll': 'Tous les espaces de noms',
+ 'graphCohesion.namespaceLabel': 'Espace de noms',
+ 'graphCohesion.noBrokers': "Aucune entité avec deux connexions ou plus pour l'instant.",
+ 'graphCohesion.rankedHeading': 'Courtiers — voisinages les plus lâches',
+ 'graphCohesion.retry': 'Réessayer',
+ 'graphCohesion.summaryCaption': 'Regroupement moyen {avg} · transitivité {transitivity}',
+ 'graphCohesion.title': 'Cohésion du graphe',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/hi.ts b/app/src/lib/i18n/hi.ts
index 4a6e13965..e1ad6294e 100644
--- a/app/src/lib/i18n/hi.ts
+++ b/app/src/lib/i18n/hi.ts
@@ -4391,6 +4391,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'डिबाउंस (ms)',
'autocomplete.maxChars': 'अधिकतम संदर्भ वर्ण',
'autocomplete.overlayTtlMs': 'ओवरले समय-समाप्ति (ms)',
+ 'graphCohesion.brokerBadge': 'ब्रोकर',
+ 'graphCohesion.brokerTitle':
+ 'संरचनात्मक छेद: इस इकाई के पड़ोसी आपस में नहीं जुड़े — यह उनके बीच एकमात्र कड़ी है।',
+ 'graphCohesion.colCohesion': 'संसक्ति',
+ 'graphCohesion.colEntity': 'इकाई',
+ 'graphCohesion.colLinks': 'लिंक',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'अभी तक कोई नॉलेज ग्राफ नहीं।',
+ 'graphCohesion.emptyHint':
+ 'जैसे-जैसे सहायक आपके बारे में जुड़े हुए तथ्य दर्ज करता है, उनकी क्लस्टरिंग संरचना यहाँ उभरेगी।',
+ 'graphCohesion.errorPrefix': 'ग्राफ लोड नहीं हो सका:',
+ 'graphCohesion.intro':
+ 'हर इकाई के चारों ओर पड़ोस कितना घनिष्ठ रूप से बुना हुआ है। ब्रोकर — वे इकाइयाँ जिनके पड़ोसी आपस में नहीं जुड़े — एकमात्र बिंदु हैं जो वरना अलग क्लस्टरों को साथ थामे रखते हैं, जिसे आवृत्ति या PageRank-आधारित क्रम नहीं दिखा सकता।',
+ 'graphCohesion.loading': 'संसक्ति गणना हो रही है…',
+ 'graphCohesion.metricConnections': 'कनेक्शन',
+ 'graphCohesion.metricEntities': 'इकाइयाँ',
+ 'graphCohesion.metricTriangles': 'त्रिकोण',
+ 'graphCohesion.namespaceAll': 'सभी नेमस्पेस',
+ 'graphCohesion.namespaceLabel': 'नेमस्पेस',
+ 'graphCohesion.noBrokers': 'अभी तक दो या अधिक कनेक्शन वाली कोई इकाई नहीं।',
+ 'graphCohesion.rankedHeading': 'ब्रोकर — सबसे ढीले पड़ोस',
+ 'graphCohesion.retry': 'पुनः प्रयास',
+ 'graphCohesion.summaryCaption': 'औसत क्लस्टरिंग {avg} · सकर्मकता {transitivity}',
+ 'graphCohesion.title': 'ग्राफ संसक्ति',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/id.ts b/app/src/lib/i18n/id.ts
index 25e9306db..946d14bf2 100644
--- a/app/src/lib/i18n/id.ts
+++ b/app/src/lib/i18n/id.ts
@@ -4400,6 +4400,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Debounce (md)',
'autocomplete.maxChars': 'Karakter konteks maks',
'autocomplete.overlayTtlMs': 'Batas waktu overlay (md)',
+ 'graphCohesion.brokerBadge': 'broker',
+ 'graphCohesion.brokerTitle':
+ 'Lubang struktural: tetangga entitas ini tidak saling terhubung — entitas inilah satu-satunya tautan di antara mereka.',
+ 'graphCohesion.colCohesion': 'Kohesi',
+ 'graphCohesion.colEntity': 'Entitas',
+ 'graphCohesion.colLinks': 'Tautan',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Belum ada graf pengetahuan.',
+ 'graphCohesion.emptyHint':
+ 'Saat asisten mencatat fakta-fakta terhubung tentang Anda, struktur pengelompokannya akan muncul di sini.',
+ 'graphCohesion.errorPrefix': 'Tidak dapat memuat graf:',
+ 'graphCohesion.intro':
+ 'Seberapa rapat lingkungan di sekitar setiap entitas terjalin. Broker — entitas yang tetangganya tidak saling terhubung — adalah titik-titik tunggal yang menyatukan klaster yang sebenarnya terpisah, hal yang tidak dapat diungkap oleh pengurutan frekuensi atau PageRank.',
+ 'graphCohesion.loading': 'Menghitung kohesi…',
+ 'graphCohesion.metricConnections': 'Koneksi',
+ 'graphCohesion.metricEntities': 'Entitas',
+ 'graphCohesion.metricTriangles': 'Segitiga',
+ 'graphCohesion.namespaceAll': 'Semua ruang nama',
+ 'graphCohesion.namespaceLabel': 'Ruang nama',
+ 'graphCohesion.noBrokers': 'Belum ada entitas dengan dua atau lebih koneksi.',
+ 'graphCohesion.rankedHeading': 'Broker — lingkungan paling renggang',
+ 'graphCohesion.retry': 'Coba lagi',
+ 'graphCohesion.summaryCaption': 'Pengelompokan rata-rata {avg} · transitivitas {transitivity}',
+ 'graphCohesion.title': 'Kohesi Graf',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/it.ts b/app/src/lib/i18n/it.ts
index c6ca7f0b5..a4802da2f 100644
--- a/app/src/lib/i18n/it.ts
+++ b/app/src/lib/i18n/it.ts
@@ -4461,6 +4461,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Debounce (ms)',
'autocomplete.maxChars': 'Caratteri massimi di contesto',
'autocomplete.overlayTtlMs': 'Timeout overlay (ms)',
+ 'graphCohesion.brokerBadge': 'broker',
+ 'graphCohesion.brokerTitle':
+ "Buco strutturale: i vicini di questa entità non sono collegati tra loro — essa è l'unico collegamento tra loro.",
+ 'graphCohesion.colCohesion': 'Coesione',
+ 'graphCohesion.colEntity': 'Entità',
+ 'graphCohesion.colLinks': 'Collegamenti',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Ancora nessun grafo della conoscenza.',
+ 'graphCohesion.emptyHint':
+ "Man mano che l'assistente registra fatti connessi su di te, qui apparirà la loro struttura di raggruppamento.",
+ 'graphCohesion.errorPrefix': 'Impossibile caricare il grafo:',
+ 'graphCohesion.intro':
+ 'Quanto è fittamente intrecciato il vicinato attorno a ciascuna entità. I broker — entità i cui vicini non sono collegati tra loro — sono i punti singoli che tengono uniti gruppi altrimenti separati, cosa che un ordinamento per frequenza o PageRank non può rivelare.',
+ 'graphCohesion.loading': 'Calcolo della coesione…',
+ 'graphCohesion.metricConnections': 'Connessioni',
+ 'graphCohesion.metricEntities': 'Entità',
+ 'graphCohesion.metricTriangles': 'Triangoli',
+ 'graphCohesion.namespaceAll': 'Tutti gli spazi dei nomi',
+ 'graphCohesion.namespaceLabel': 'Spazio dei nomi',
+ 'graphCohesion.noBrokers': 'Ancora nessuna entità con due o più connessioni.',
+ 'graphCohesion.rankedHeading': 'Broker — vicinati più radi',
+ 'graphCohesion.retry': 'Riprova',
+ 'graphCohesion.summaryCaption': 'Raggruppamento medio {avg} · transitività {transitivity}',
+ 'graphCohesion.title': 'Coesione del grafo',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/ko.ts b/app/src/lib/i18n/ko.ts
index 5a8c392e5..4a225fb71 100644
--- a/app/src/lib/i18n/ko.ts
+++ b/app/src/lib/i18n/ko.ts
@@ -4350,6 +4350,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': '디바운스 (ms)',
'autocomplete.maxChars': '최대 컨텍스트 문자 수',
'autocomplete.overlayTtlMs': '오버레이 시간 초과 (ms)',
+ 'graphCohesion.brokerBadge': '브로커',
+ 'graphCohesion.brokerTitle':
+ '구조적 공백: 이 엔티티의 이웃들은 서로 연결되어 있지 않습니다 — 이들 사이의 유일한 연결고리입니다.',
+ 'graphCohesion.colCohesion': '응집도',
+ 'graphCohesion.colEntity': '엔티티',
+ 'graphCohesion.colLinks': '링크',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': '아직 지식 그래프가 없습니다.',
+ 'graphCohesion.emptyHint':
+ '어시스턴트가 당신에 관한 연결된 사실들을 기록함에 따라, 그 군집화 구조가 여기에 드러납니다.',
+ 'graphCohesion.errorPrefix': '그래프를 불러올 수 없습니다:',
+ 'graphCohesion.intro':
+ '각 엔티티 주변 이웃이 얼마나 촘촘히 엮여 있는지. 브로커 — 이웃들이 서로 연결되지 않은 엔티티 — 는 그렇지 않으면 분리되었을 클러스터를 묶어주는 단일 지점이며, 빈도나 PageRank 정렬로는 드러낼 수 없는 것입니다.',
+ 'graphCohesion.loading': '응집도 계산 중…',
+ 'graphCohesion.metricConnections': '연결',
+ 'graphCohesion.metricEntities': '엔티티',
+ 'graphCohesion.metricTriangles': '삼각형',
+ 'graphCohesion.namespaceAll': '모든 네임스페이스',
+ 'graphCohesion.namespaceLabel': '네임스페이스',
+ 'graphCohesion.noBrokers': '아직 연결이 둘 이상인 엔티티가 없습니다.',
+ 'graphCohesion.rankedHeading': '브로커 — 가장 느슨한 이웃',
+ 'graphCohesion.retry': '다시 시도',
+ 'graphCohesion.summaryCaption': '평균 군집계수 {avg} · 전이성 {transitivity}',
+ 'graphCohesion.title': '그래프 응집도',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/pl.ts b/app/src/lib/i18n/pl.ts
index 97f2e423f..7232f2219 100644
--- a/app/src/lib/i18n/pl.ts
+++ b/app/src/lib/i18n/pl.ts
@@ -4458,6 +4458,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Opóźnienie (ms)',
'autocomplete.maxChars': 'Maksymalna liczba znaków kontekstu',
'autocomplete.overlayTtlMs': 'Limit czasu nakładki (ms)',
+ 'graphCohesion.brokerBadge': 'broker',
+ 'graphCohesion.brokerTitle':
+ 'Dziura strukturalna: sąsiedzi tej encji nie są ze sobą połączeni — jest ona jedynym łącznikiem między nimi.',
+ 'graphCohesion.colCohesion': 'Spójność',
+ 'graphCohesion.colEntity': 'Encja',
+ 'graphCohesion.colLinks': 'Łącza',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Jeszcze brak grafu wiedzy.',
+ 'graphCohesion.emptyHint':
+ 'W miarę jak asystent zapisuje powiązane fakty o Tobie, ich struktura klasteryzacji pojawi się tutaj.',
+ 'graphCohesion.errorPrefix': 'Nie udało się załadować grafu:',
+ 'graphCohesion.intro':
+ 'Jak ściśle spleciona jest okolica wokół każdej encji. Brokerzy — encje, których sąsiedzi nie są ze sobą połączeni — to pojedyncze punkty trzymające razem klastry, które inaczej byłyby oddzielne, czego sortowanie po częstotliwości ani PageRank nie ujawni.',
+ 'graphCohesion.loading': 'Obliczanie spójności…',
+ 'graphCohesion.metricConnections': 'Połączenia',
+ 'graphCohesion.metricEntities': 'Encje',
+ 'graphCohesion.metricTriangles': 'Trójkąty',
+ 'graphCohesion.namespaceAll': 'Wszystkie przestrzenie nazw',
+ 'graphCohesion.namespaceLabel': 'Przestrzeń nazw',
+ 'graphCohesion.noBrokers': 'Brak jeszcze encji z dwoma lub więcej połączeniami.',
+ 'graphCohesion.rankedHeading': 'Brokerzy — najluźniejsze sąsiedztwa',
+ 'graphCohesion.retry': 'Spróbuj ponownie',
+ 'graphCohesion.summaryCaption': 'Średnia klasteryzacja {avg} · tranzytywność {transitivity}',
+ 'graphCohesion.title': 'Spójność grafu',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/pt.ts b/app/src/lib/i18n/pt.ts
index 73ba3d657..9c46e58c2 100644
--- a/app/src/lib/i18n/pt.ts
+++ b/app/src/lib/i18n/pt.ts
@@ -4457,6 +4457,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Atraso (ms)',
'autocomplete.maxChars': 'Máximo de caracteres de contexto',
'autocomplete.overlayTtlMs': 'Tempo limite da sobreposição (ms)',
+ 'graphCohesion.brokerBadge': 'intermediador',
+ 'graphCohesion.brokerTitle':
+ 'Buraco estrutural: os vizinhos desta entidade não estão conectados entre si — ela é a única ligação entre eles.',
+ 'graphCohesion.colCohesion': 'Coesão',
+ 'graphCohesion.colEntity': 'Entidade',
+ 'graphCohesion.colLinks': 'Ligações',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Ainda sem grafo de conhecimento.',
+ 'graphCohesion.emptyHint':
+ 'À medida que o assistente registra fatos conectados sobre você, a estrutura de agrupamento aparecerá aqui.',
+ 'graphCohesion.errorPrefix': 'Não foi possível carregar o grafo:',
+ 'graphCohesion.intro':
+ 'Quão fortemente entrelaçada é a vizinhança ao redor de cada entidade. Intermediadores — entidades cujos vizinhos não estão ligados entre si — são os pontos únicos que mantêm grupos separados unidos, algo que uma ordenação por frequência ou PageRank não pode revelar.',
+ 'graphCohesion.loading': 'Calculando coesão…',
+ 'graphCohesion.metricConnections': 'Conexões',
+ 'graphCohesion.metricEntities': 'Entidades',
+ 'graphCohesion.metricTriangles': 'Triângulos',
+ 'graphCohesion.namespaceAll': 'Todos os espaços de nomes',
+ 'graphCohesion.namespaceLabel': 'Espaço de nomes',
+ 'graphCohesion.noBrokers': 'Ainda não há entidades com duas ou mais conexões.',
+ 'graphCohesion.rankedHeading': 'Intermediadores — vizinhanças mais soltas',
+ 'graphCohesion.retry': 'Tentar novamente',
+ 'graphCohesion.summaryCaption': 'Agrupamento médio {avg} · transitividade {transitivity}',
+ 'graphCohesion.title': 'Coesão do grafo',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/ru.ts b/app/src/lib/i18n/ru.ts
index 8b1a0cb47..dbdb891c2 100644
--- a/app/src/lib/i18n/ru.ts
+++ b/app/src/lib/i18n/ru.ts
@@ -4427,6 +4427,31 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': 'Задержка (мс)',
'autocomplete.maxChars': 'Макс. символов контекста',
'autocomplete.overlayTtlMs': 'Тайм-аут наложения (мс)',
+ 'graphCohesion.brokerBadge': 'брокер',
+ 'graphCohesion.brokerTitle':
+ 'Структурная дыра: соседи этой сущности не связаны друг с другом — она единственная связь между ними.',
+ 'graphCohesion.colCohesion': 'Связность',
+ 'graphCohesion.colEntity': 'Сущность',
+ 'graphCohesion.colLinks': 'Связки',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': 'Пока нет графа знаний.',
+ 'graphCohesion.emptyHint':
+ 'По мере того как ассистент фиксирует связанные факты о вас, здесь появится их кластерная структура.',
+ 'graphCohesion.errorPrefix': 'Не удалось загрузить граф:',
+ 'graphCohesion.intro':
+ 'Насколько плотно сплетено окружение каждой сущности. Брокеры — сущности, чьи соседи не связаны друг с другом, — это единичные точки, удерживающие вместе иначе разделённые кластеры, чего сортировка по частоте или PageRank не вскроет.',
+ 'graphCohesion.loading': 'Вычисление связности…',
+ 'graphCohesion.metricConnections': 'Связи',
+ 'graphCohesion.metricEntities': 'Сущности',
+ 'graphCohesion.metricTriangles': 'Треугольники',
+ 'graphCohesion.namespaceAll': 'Все пространства имён',
+ 'graphCohesion.namespaceLabel': 'Пространство имён',
+ 'graphCohesion.noBrokers': 'Пока нет сущностей с двумя или более связями.',
+ 'graphCohesion.rankedHeading': 'Брокеры — самые разреженные окрестности',
+ 'graphCohesion.retry': 'Повторить',
+ 'graphCohesion.summaryCaption': 'Средняя кластеризация {avg} · транзитивность {transitivity}',
+ 'graphCohesion.title': 'Связность графа',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/i18n/zh-CN.ts b/app/src/lib/i18n/zh-CN.ts
index 40f5f354f..081809c82 100644
--- a/app/src/lib/i18n/zh-CN.ts
+++ b/app/src/lib/i18n/zh-CN.ts
@@ -4175,6 +4175,29 @@ const messages: TranslationMap = {
'autocomplete.debounceMs': '防抖 (毫秒)',
'autocomplete.maxChars': '最大上下文字符数',
'autocomplete.overlayTtlMs': '覆盖层超时 (ms)',
+ 'graphCohesion.brokerBadge': '经纪者',
+ 'graphCohesion.brokerTitle': '结构洞:该实体的邻居彼此之间没有连接——它是它们之间唯一的链接。',
+ 'graphCohesion.colCohesion': '凝聚度',
+ 'graphCohesion.colEntity': '实体',
+ 'graphCohesion.colLinks': '链接',
+ 'graphCohesion.colRank': '#',
+ 'graphCohesion.empty': '暂无知识图。',
+ 'graphCohesion.emptyHint': '随着助手记录有关你的相互关联的事实,它们的聚类结构将在此呈现。',
+ 'graphCohesion.errorPrefix': '无法加载图:',
+ 'graphCohesion.intro':
+ '每个实体周围的邻域织得有多紧。经纪者——其邻居彼此之间没有连接的实体——是把本应分离的聚类绑在一起的单点,这是频率或 PageRank 排序无法揭示的。',
+ 'graphCohesion.loading': '正在计算凝聚度…',
+ 'graphCohesion.metricConnections': '连接',
+ 'graphCohesion.metricEntities': '实体',
+ 'graphCohesion.metricTriangles': '三角形',
+ 'graphCohesion.namespaceAll': '所有命名空间',
+ 'graphCohesion.namespaceLabel': '命名空间',
+ 'graphCohesion.noBrokers': '还没有连接数达到两条或以上的实体。',
+ 'graphCohesion.rankedHeading': '经纪者——最松散的邻域',
+ 'graphCohesion.retry': '重试',
+ 'graphCohesion.summaryCaption': '平均聚类系数 {avg} · 传递性 {transitivity}',
+ 'graphCohesion.title': '图的凝聚度',
+ 'memory.tab.cohesion': 'Cohesion',
};
export default messages;
diff --git a/app/src/lib/memory/graphCohesion.test.ts b/app/src/lib/memory/graphCohesion.test.ts
new file mode 100644
index 000000000..e6fc324b1
--- /dev/null
+++ b/app/src/lib/memory/graphCohesion.test.ts
@@ -0,0 +1,228 @@
+import { describe, expect, it } from 'vitest';
+
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import { computeGraphCohesion, findBrokers } from './graphCohesion';
+
+function rel(subject: string, object: string, predicate = 'knows'): GraphRelation {
+ return {
+ namespace: 'work',
+ subject,
+ predicate,
+ object,
+ attrs: {},
+ updatedAt: 0,
+ evidenceCount: 1,
+ orderIndex: null,
+ documentIds: [],
+ chunkIds: [],
+ };
+}
+
+function nodeById(result: ReturnType, id: string) {
+ const node = result.nodes.find(n => n.id === id);
+ if (!node) throw new Error(`node ${id} not found`);
+ return node;
+}
+
+describe('computeGraphCohesion — basic shapes', () => {
+ it('returns an empty result for no relations', () => {
+ const r = computeGraphCohesion([]);
+ expect(r.nodeCount).toBe(0);
+ expect(r.edgeCount).toBe(0);
+ expect(r.triangleCount).toBe(0);
+ expect(r.averageClustering).toBe(0);
+ expect(r.transitivity).toBe(0);
+ expect(r.nodes).toEqual([]);
+ });
+
+ it('a single triangle has clustering 1 everywhere', () => {
+ const r = computeGraphCohesion([rel('A', 'B'), rel('B', 'C'), rel('C', 'A')]);
+ expect(r.nodeCount).toBe(3);
+ expect(r.edgeCount).toBe(3);
+ expect(r.triangleCount).toBe(1);
+ for (const id of ['A', 'B', 'C']) {
+ const n = nodeById(r, id);
+ expect(n.degree).toBe(2);
+ expect(n.triangles).toBe(1);
+ expect(n.localClustering).toBe(1);
+ }
+ expect(r.averageClustering).toBe(1);
+ expect(r.transitivity).toBe(1);
+ });
+
+ it('a path A-B-C has zero clustering (no closed triple)', () => {
+ const r = computeGraphCohesion([rel('A', 'B'), rel('B', 'C')]);
+ expect(r.edgeCount).toBe(2);
+ expect(r.triangleCount).toBe(0);
+ expect(nodeById(r, 'B').degree).toBe(2);
+ expect(nodeById(r, 'B').localClustering).toBe(0);
+ // only B is "clusterable" (degree >= 2) and it is 0
+ expect(r.averageClustering).toBe(0);
+ expect(r.transitivity).toBe(0);
+ });
+
+ it('a 4-cycle has zero clustering (neighbours never adjacent)', () => {
+ const r = computeGraphCohesion([rel('A', 'B'), rel('B', 'C'), rel('C', 'D'), rel('D', 'A')]);
+ expect(r.edgeCount).toBe(4);
+ expect(r.triangleCount).toBe(0);
+ expect(r.averageClustering).toBe(0);
+ expect(r.transitivity).toBe(0);
+ for (const id of ['A', 'B', 'C', 'D']) expect(nodeById(r, id).localClustering).toBe(0);
+ });
+
+ it('a star: the hub has degree 3 but clustering 0 (a broker)', () => {
+ const r = computeGraphCohesion([rel('X', 'A'), rel('X', 'B'), rel('X', 'C')]);
+ expect(r.triangleCount).toBe(0);
+ const hub = nodeById(r, 'X');
+ expect(hub.degree).toBe(3);
+ expect(hub.localClustering).toBe(0);
+ expect(r.transitivity).toBe(0); // 3·0 / 3 connected triples
+ // X is the broker: degree >= 2, lowest clustering.
+ expect(findBrokers(r)[0].id).toBe('X');
+ });
+});
+
+describe('computeGraphCohesion — diamond (two triangles sharing an edge)', () => {
+ // Edges: A-B, A-C, B-C, B-D, C-D. Triangles: A-B-C and B-C-D.
+ const r = computeGraphCohesion([
+ rel('A', 'B'),
+ rel('A', 'C'),
+ rel('B', 'C'),
+ rel('B', 'D'),
+ rel('C', 'D'),
+ ]);
+
+ it('counts the two triangles and five edges', () => {
+ expect(r.nodeCount).toBe(4);
+ expect(r.edgeCount).toBe(5);
+ expect(r.triangleCount).toBe(2);
+ });
+
+ it('degree-2 corners (A, D) are fully clustered', () => {
+ expect(nodeById(r, 'A').localClustering).toBe(1);
+ expect(nodeById(r, 'D').localClustering).toBe(1);
+ expect(nodeById(r, 'A').triangles).toBe(1);
+ });
+
+ it('degree-3 spine (B, C) clusters at 2/3', () => {
+ expect(nodeById(r, 'B').degree).toBe(3);
+ expect(nodeById(r, 'B').triangles).toBe(2);
+ expect(nodeById(r, 'B').localClustering).toBeCloseTo(2 / 3, 12);
+ expect(nodeById(r, 'C').localClustering).toBeCloseTo(2 / 3, 12);
+ });
+
+ it('average clustering = mean over the four clusterable nodes', () => {
+ // (1 + 1 + 2/3 + 2/3) / 4 = 5/6
+ expect(r.averageClustering).toBeCloseTo(5 / 6, 12);
+ });
+
+ it('transitivity = 3·triangles / connected-triples = 6/8', () => {
+ // connected triples = C(2,2)+C(3,2)+C(3,2)+C(2,2) = 1+3+3+1 = 8
+ expect(r.transitivity).toBeCloseTo(0.75, 12);
+ });
+
+ it('brokers are the lowest-clustering degree>=2 nodes first', () => {
+ const brokers = findBrokers(r);
+ // B and C (2/3) are less clustered than A and D (1), so they lead.
+ expect(brokers.map(b => b.id)).toEqual(['B', 'C', 'A', 'D']);
+ });
+});
+
+describe('computeGraphCohesion — normalization & determinism', () => {
+ it('drops self-loops entirely', () => {
+ const r = computeGraphCohesion([rel('A', 'A'), rel('A', 'B'), rel('B', 'C'), rel('C', 'A')]);
+ // self-loop A-A ignored; remaining is the A-B-C triangle.
+ expect(r.nodeCount).toBe(3);
+ expect(r.edgeCount).toBe(3);
+ expect(r.triangleCount).toBe(1);
+ expect(nodeById(r, 'A').degree).toBe(2);
+ });
+
+ it('collapses parallel edges and ignores direction', () => {
+ const r = computeGraphCohesion([
+ rel('A', 'B', 'knows'),
+ rel('B', 'A', 'likes'), // reverse direction, same undirected edge
+ rel('A', 'B', 'trusts'), // duplicate
+ rel('B', 'C'),
+ rel('C', 'A'),
+ ]);
+ expect(r.edgeCount).toBe(3); // A-B, B-C, C-A — parallels collapsed
+ expect(r.triangleCount).toBe(1);
+ });
+
+ it('drops malformed relations (non-string subject/object)', () => {
+ const malformed = { ...rel('A', 'B'), object: null as unknown as string };
+ const r = computeGraphCohesion([rel('A', 'B'), rel('B', 'C'), rel('C', 'A'), malformed]);
+ expect(r.triangleCount).toBe(1);
+ expect(r.nodeCount).toBe(3);
+ });
+
+ it('treats "Alice" and "alice" as distinct nodes (no case-folding)', () => {
+ const r = computeGraphCohesion([rel('Alice', 'Bob'), rel('alice', 'Bob')]);
+ expect(r.nodeCount).toBe(3); // Alice, alice, Bob
+ expect(nodeById(r, 'Bob').degree).toBe(2);
+ });
+
+ it('is order-independent: shuffled input yields identical output', () => {
+ const edges = [rel('A', 'B'), rel('A', 'C'), rel('B', 'C'), rel('B', 'D'), rel('C', 'D')];
+ const forward = computeGraphCohesion(edges);
+ const reversed = computeGraphCohesion([...edges].reverse());
+ expect(reversed).toEqual(forward);
+ });
+
+ it('averageClustering is BYTE-identical across input permutations (no float-order drift)', () => {
+ // A graph whose clustering multiset contains many 2/3-type values that are
+ // NOT exactly representable in IEEE-754, so a sum taken in input order would
+ // drift at the ULP level. Summing in canonical (sorted) order must keep the
+ // result bit-identical for every permutation.
+ const edges = [
+ rel('A', 'B'),
+ rel('A', 'D'),
+ rel('A', 'E'),
+ rel('A', 'F'),
+ rel('A', 'G'),
+ rel('B', 'C'),
+ rel('B', 'D'),
+ rel('B', 'E'),
+ rel('B', 'F'),
+ rel('B', 'G'),
+ rel('C', 'E'),
+ rel('C', 'G'),
+ rel('D', 'E'),
+ rel('D', 'F'),
+ rel('E', 'F'),
+ rel('E', 'G'),
+ ];
+ const forward = computeGraphCohesion(edges).averageClustering;
+ const reversed = computeGraphCohesion([...edges].reverse()).averageClustering;
+ const rotated = computeGraphCohesion([
+ ...edges.slice(7),
+ ...edges.slice(0, 7),
+ ]).averageClustering;
+ expect(reversed).toBe(forward); // strict bit equality, not toBeCloseTo
+ expect(rotated).toBe(forward);
+ });
+
+ it('sorts nodes by clustering DESC, then degree DESC, then id ASC', () => {
+ const r = computeGraphCohesion([
+ rel('A', 'B'),
+ rel('A', 'C'),
+ rel('B', 'C'), // triangle A-B-C (clustering 1 for A; B,C also 1 here)
+ rel('B', 'D'),
+ rel('C', 'D'), // diamond
+ ]);
+ // top entries are the clustering-1 nodes; A before D by id at equal degree.
+ expect(r.nodes[0].localClustering).toBe(1);
+ const ones = r.nodes.filter(n => n.localClustering === 1).map(n => n.id);
+ expect(ones).toEqual(['A', 'D']);
+ });
+});
+
+describe('findBrokers', () => {
+ it('excludes degree<2 nodes and respects the limit', () => {
+ const r = computeGraphCohesion([rel('X', 'A'), rel('X', 'B'), rel('X', 'C')]);
+ // leaves A,B,C have degree 1 -> excluded; only X qualifies.
+ expect(findBrokers(r).map(b => b.id)).toEqual(['X']);
+ expect(findBrokers(r, 0)).toEqual([]);
+ });
+});
diff --git a/app/src/lib/memory/graphCohesion.ts b/app/src/lib/memory/graphCohesion.ts
new file mode 100644
index 000000000..082a56bf5
--- /dev/null
+++ b/app/src/lib/memory/graphCohesion.ts
@@ -0,0 +1,176 @@
+/**
+ * Graph Cohesion — pure clustering-coefficient & triangle engine.
+ *
+ * The memory knowledge graph is a set of (subject)-[predicate]->(object)
+ * triples. This lens forgets edge DIRECTION and asks a different question from
+ * the centrality lens: not "which entities are important" but "how tightly knit
+ * is the neighbourhood AROUND each entity". Two structural signals fall out:
+ *
+ * - localClustering(v) — of all the PAIRS of v's neighbours, what fraction are
+ * themselves directly connected. 1.0 means v sits inside a fully-wired
+ * clique; 0.0 means v's neighbours never talk to each other (v is the only
+ * thing linking them — a structural hole / broker).
+ * - transitivity — the same idea at the WHOLE-GRAPH level: 3·triangles divided
+ * by the number of connected triples. It answers "globally, how often is a
+ * friend-of-a-friend also a direct friend".
+ *
+ * A frequency or PageRank sort can never reveal a BROKER: a node can have modest
+ * degree yet be the sole bridge between two otherwise-disjoint neighbour sets
+ * (clustering ≈ 0). Surfacing those is the point of this lens — they are the
+ * single points of failure / the brokerage opportunities in the user's memory.
+ *
+ * Everything here is PURE and DETERMINISTIC: no React, no RPC, no clock, no
+ * randomness. The result depends ONLY on the undirected (subject, object)
+ * structure of the relations — never on insertion order — so the same graph
+ * always yields byte-identical numbers and every branch is unit-testable.
+ *
+ * Load-bearing design choices (do not "fix" without reading the tests):
+ * - Entity identity is the raw string AS-IS: NO trimming, NO case-folding —
+ * matching the centrality lens, so "Alice" / "alice" stay distinct nodes.
+ * - The graph is treated as UNDIRECTED and SIMPLE: edge direction is dropped,
+ * parallel edges (same unordered pair under different predicates / duplicate
+ * triples) collapse to ONE edge, and self-loops (subject === object) are
+ * dropped entirely — a self-loop is not a neighbour and forms no triangle.
+ * - localClustering of a node with degree < 2 is 0 (the coefficient is
+ * mathematically undefined there; 0 is the conventional fill).
+ * - averageClustering averages localClustering over the nodes where it is
+ * DEFINED (degree >= 2). This is deliberately NOT the Watts–Strogatz "over
+ * all nodes" variant; averaging over degree-<2 nodes would dilute the signal
+ * with structural zeros. transitivity is reported alongside as the
+ * denominator-honest global counterpart.
+ */
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+
+export interface CohesionNode {
+ id: string;
+ degree: number; // distinct undirected neighbours (self excluded)
+ triangles: number; // edges among this node's neighbours = closed triples through it
+ localClustering: number; // 0..1; 0 when degree < 2
+}
+
+export interface CohesionResult {
+ nodes: CohesionNode[]; // sorted localClustering DESC, then degree DESC, then id ASC
+ nodeCount: number;
+ edgeCount: number; // distinct undirected edges (self-loops excluded)
+ triangleCount: number; // distinct triangles in the whole graph
+ averageClustering: number; // mean localClustering over nodes with degree >= 2 (0 if none)
+ transitivity: number; // 3·triangles / connected-triples (0 if no connected triples)
+}
+
+function isRelation(relation: GraphRelation): boolean {
+ return typeof relation.subject === 'string' && typeof relation.object === 'string';
+}
+
+/**
+ * Build the undirected simple-graph adjacency: a map from each node id to the
+ * SET of its distinct neighbour ids. Self-loops and parallel edges are removed
+ * by construction (Set membership).
+ */
+function buildAdjacency(relations: GraphRelation[]): Map> {
+ const adjacency = new Map>();
+ const neighbours = (id: string): Set => {
+ let set = adjacency.get(id);
+ if (set === undefined) {
+ set = new Set();
+ adjacency.set(id, set);
+ }
+ return set;
+ };
+ for (const relation of relations) {
+ if (!isRelation(relation)) continue;
+ const { subject, object } = relation;
+ if (subject === object) continue; // self-loop: no neighbour, no triangle
+ neighbours(subject).add(object);
+ neighbours(object).add(subject);
+ }
+ return adjacency;
+}
+
+/**
+ * Count the edges among a node's neighbours — the number of closed triples
+ * through it. Each unordered neighbour pair {a, b} contributes 1 iff a—b is an
+ * edge. Iterating the smaller-vs-larger index keeps every pair counted once.
+ */
+function countTrianglesThrough(
+ neighbourList: string[],
+ adjacency: Map>
+): number {
+ let count = 0;
+ for (let i = 0; i < neighbourList.length; i += 1) {
+ const a = adjacency.get(neighbourList[i]);
+ if (a === undefined) continue;
+ for (let j = i + 1; j < neighbourList.length; j += 1) {
+ if (a.has(neighbourList[j])) count += 1;
+ }
+ }
+ return count;
+}
+
+/** Compute clustering coefficients, triangle count, and transitivity. PURE. */
+export function computeGraphCohesion(relations: GraphRelation[]): CohesionResult {
+ const adjacency = buildAdjacency(relations);
+
+ const nodes: CohesionNode[] = [];
+ let edgeDegreeSum = 0; // sum of degrees = 2 · edgeCount
+ let closedTripleSum = 0; // sum of triangles-through-node = 3 · triangleCount
+ let connectedTriples = 0; // sum of C(degree, 2) over all nodes
+
+ for (const [id, neighbourSet] of adjacency) {
+ const degree = neighbourSet.size;
+ edgeDegreeSum += degree;
+ const triangles = degree < 2 ? 0 : countTrianglesThrough([...neighbourSet], adjacency);
+ closedTripleSum += triangles;
+ connectedTriples += (degree * (degree - 1)) / 2;
+ const localClustering = degree < 2 ? 0 : (2 * triangles) / (degree * (degree - 1));
+ nodes.push({ id, degree, triangles, localClustering });
+ }
+
+ nodes.sort((a, b) => {
+ if (b.localClustering !== a.localClustering) return b.localClustering - a.localClustering;
+ if (b.degree !== a.degree) return b.degree - a.degree;
+ return a.id < b.id ? -1 : a.id > b.id ? 1 : 0;
+ });
+
+ // averageClustering is summed AFTER the sort, walking the now-canonically
+ // ordered `nodes`. Floating-point addition is NOT associative and the
+ // summands (e.g. 2/3) are not exactly representable, so summing in Map /
+ // input order would make the bit value depend on insertion order and break
+ // the byte-identical determinism contract above. The integer-valued
+ // accumulators (degrees, triangle counts, C(deg,2) — always exact) are
+ // immune, so only this one needs the canonical-order treatment.
+ let clusteringSum = 0;
+ let clusterableCount = 0;
+ for (const node of nodes) {
+ if (node.degree >= 2) {
+ clusteringSum += node.localClustering;
+ clusterableCount += 1;
+ }
+ }
+
+ return {
+ nodes,
+ nodeCount: adjacency.size,
+ edgeCount: edgeDegreeSum / 2,
+ triangleCount: closedTripleSum / 3,
+ averageClustering: clusterableCount === 0 ? 0 : clusteringSum / clusterableCount,
+ transitivity: connectedTriples === 0 ? 0 : closedTripleSum / connectedTriples,
+ };
+}
+
+/**
+ * Broker candidates: nodes with degree >= 2 whose neighbours are the LEAST
+ * interconnected (lowest localClustering). A low-clustering high-degree node is
+ * a structural hole — it is the sole link between groups that would otherwise be
+ * disconnected. Sorted clustering ASC, then degree DESC (a bigger gap brokered
+ * matters more), then id ASC. Pure; derived entirely from the result.
+ */
+export function findBrokers(result: CohesionResult, limit = 25): CohesionNode[] {
+ return result.nodes
+ .filter(node => node.degree >= 2)
+ .sort((a, b) => {
+ if (a.localClustering !== b.localClustering) return a.localClustering - b.localClustering;
+ if (b.degree !== a.degree) return b.degree - a.degree;
+ return a.id < b.id ? -1 : a.id > b.id ? 1 : 0;
+ })
+ .slice(0, limit);
+}
diff --git a/app/src/pages/Intelligence.tsx b/app/src/pages/Intelligence.tsx
index 4800a2ad2..7d2410a3c 100644
--- a/app/src/pages/Intelligence.tsx
+++ b/app/src/pages/Intelligence.tsx
@@ -5,6 +5,7 @@ import ConnectionPathTab from '../components/intelligence/ConnectionPathTab';
import DiagramViewerTab from '../components/intelligence/DiagramViewerTab';
import EntityAssociationsTab from '../components/intelligence/EntityAssociationsTab';
import GraphCentralityTab from '../components/intelligence/GraphCentralityTab';
+import GraphCohesionTab from '../components/intelligence/GraphCohesionTab';
import IntelligenceSubconsciousTab from '../components/intelligence/IntelligenceSubconsciousTab';
import IntelligenceTasksTab from '../components/intelligence/IntelligenceTasksTab';
import MemoryFreshnessTab from '../components/intelligence/MemoryFreshnessTab';
@@ -32,6 +33,7 @@ type IntelligenceTab =
| 'workflows'
| 'diagram'
| 'centrality'
+ | 'cohesion'
| 'associations'
| 'freshness'
| 'timeline'
@@ -116,6 +118,7 @@ export default function Intelligence() {
},
{ id: 'diagram', label: t('memory.tab.diagram') },
{ id: 'centrality', label: t('memory.tab.centrality') },
+ { id: 'cohesion', label: t('memory.tab.cohesion') },
{ id: 'associations', label: t('memory.tab.associations') },
{ id: 'freshness', label: t('memory.tab.freshness') },
{ id: 'timeline', label: t('memory.tab.timeline') },
@@ -212,6 +215,8 @@ export default function Intelligence() {
{activeTab === 'centrality' && }
+ {activeTab === 'cohesion' && }
+
{activeTab === 'associations' && }
{activeTab === 'freshness' && }
diff --git a/app/src/services/api/graphCohesionApi.test.ts b/app/src/services/api/graphCohesionApi.test.ts
new file mode 100644
index 000000000..0356702fe
--- /dev/null
+++ b/app/src/services/api/graphCohesionApi.test.ts
@@ -0,0 +1,74 @@
+import { beforeEach, describe, expect, it, vi } from 'vitest';
+
+import { computeGraphCohesion } from '../../lib/memory/graphCohesion';
+import type { GraphRelation } from '../../utils/tauriCommands/memory';
+import { graphCohesionApi, loadCohesion, loadNamespaces } from './graphCohesionApi';
+
+const mockGraphQuery = vi.fn();
+const mockListNamespaces = vi.fn();
+
+vi.mock('../../utils/tauriCommands/memory', () => ({
+ memoryGraphQuery: (...args: unknown[]) => mockGraphQuery(...args),
+ memoryListNamespaces: (...args: unknown[]) => mockListNamespaces(...args),
+}));
+
+function rel(subject: string, object: string): GraphRelation {
+ return {
+ namespace: 'work',
+ subject,
+ predicate: 'p',
+ object,
+ attrs: {},
+ updatedAt: 0,
+ evidenceCount: 1,
+ orderIndex: null,
+ documentIds: [],
+ chunkIds: [],
+ };
+}
+
+describe('graphCohesionApi.loadCohesion', () => {
+ beforeEach(() => {
+ mockGraphQuery.mockReset();
+ });
+
+ it('passes the namespace through and returns the engine result for those triples', async () => {
+ const triples = [rel('A', 'B'), rel('B', 'C'), rel('C', 'A')];
+ mockGraphQuery.mockResolvedValueOnce(triples);
+ const out = await loadCohesion('work');
+ expect(mockGraphQuery).toHaveBeenCalledWith('work');
+ expect(out).toEqual(computeGraphCohesion(triples));
+ expect(out.triangleCount).toBe(1);
+ });
+
+ it('queries all namespaces when none is given', async () => {
+ mockGraphQuery.mockResolvedValueOnce([]);
+ const out = await loadCohesion();
+ expect(mockGraphQuery).toHaveBeenCalledWith(undefined);
+ expect(out.nodes).toEqual([]);
+ expect(out.nodeCount).toBe(0);
+ });
+
+ it('propagates query errors', async () => {
+ mockGraphQuery.mockRejectedValueOnce(new Error('graph unavailable'));
+ await expect(loadCohesion()).rejects.toThrow('graph unavailable');
+ });
+});
+
+describe('graphCohesionApi.loadNamespaces', () => {
+ beforeEach(() => {
+ mockListNamespaces.mockReset();
+ });
+
+ it('returns the namespace list from the RPC', async () => {
+ mockListNamespaces.mockResolvedValueOnce(['work', 'personal']);
+ expect(await loadNamespaces()).toEqual(['work', 'personal']);
+ });
+});
+
+describe('graphCohesionApi object', () => {
+ it('exposes the public surface', () => {
+ expect(typeof graphCohesionApi.loadCohesion).toBe('function');
+ expect(typeof graphCohesionApi.loadNamespaces).toBe('function');
+ });
+});
diff --git a/app/src/services/api/graphCohesionApi.ts b/app/src/services/api/graphCohesionApi.ts
new file mode 100644
index 000000000..925789357
--- /dev/null
+++ b/app/src/services/api/graphCohesionApi.ts
@@ -0,0 +1,29 @@
+/**
+ * RPC facade for Graph Cohesion.
+ *
+ * Adds ZERO new core surface. It composes two already-shipped JSON-RPC wrappers:
+ * - memoryGraphQuery (openhuman.memory_graph_query) — the triples
+ * - memoryListNamespaces (openhuman.memory_list_namespaces) — the selector
+ * and delegates all math to the pure, deterministic engine. Read-only: there is
+ * no persistence — the result is always reproducible from the current graph.
+ */
+import debug from 'debug';
+
+import { type CohesionResult, computeGraphCohesion } from '../../lib/memory/graphCohesion';
+import { memoryGraphQuery, memoryListNamespaces } from '../../utils/tauriCommands/memory';
+
+const log = debug('graph-cohesion:api');
+
+/** Fetch the graph relations for a namespace (or all) and compute cohesion. */
+export async function loadCohesion(namespace?: string): Promise {
+ const relations = await memoryGraphQuery(namespace);
+ log('loadCohesion namespace=%s relations=%d', namespace ?? '(all)', relations.length);
+ return computeGraphCohesion(relations);
+}
+
+/** List the namespaces available for the namespace selector. */
+export async function loadNamespaces(): Promise {
+ return memoryListNamespaces();
+}
+
+export const graphCohesionApi = { loadCohesion, loadNamespaces };