diff --git a/package.json b/package.json
index fd7c913a..8609f10e 100644
--- a/package.json
+++ b/package.json
@@ -32,6 +32,7 @@
     "preact": "^10.17.1",
     "preact-async-route": "^2.2.1",
     "preact-router": "^4.1.2",
+    "react-force-graph-3d": "^1.23.1",
     "react-helmet": "^6.1.0",
     "react-string-replace": "^1.1.1"
   },
diff --git a/src/js/views/NetworkGraph.tsx b/src/js/views/NetworkGraph.tsx
new file mode 100644
index 00000000..bdebd468
--- /dev/null
+++ b/src/js/views/NetworkGraph.tsx
@@ -0,0 +1,228 @@
+import { useEffect, useState } from 'preact/hooks';
+import ForceGraph3D from 'react-force-graph-3d';
+import SocialNetwork from '../nostr/SocialNetwork';
+import { PUB, UserId } from '../nostr/UserIds';
+
+interface GraphNode {
+  id: UserId;
+  profile?: any;
+  distance: number;
+  val: number;
+  inboundCount: number;
+  outboundCount: number;
+  color?: string;
+  visible: boolean;
+  // curvature?: number;
+}
+
+interface GraphLink {
+  source: UserId;
+  target: UserId;
+  distance: number;
+}
+
+interface GraphMetadata {
+  // usersByFollowDistance?: Map<number, Set<UserId>>;
+  userCountByDistance: number[];
+  nodes?: Map<number, GraphNode>;
+}
+
+interface GraphData {
+  nodes: GraphNode[];
+  links: GraphLink[];
+  meta?: GraphMetadata;
+}
+
+enum Direction {
+  INBOUND,
+  OUTBOUND,
+  BOTH,
+}
+
+const NODE_LIMIT = 500;
+
+interface GraphConfig {
+  direction: Direction;
+  renderLimit: number | null;
+  showDistance: number;
+}
+
+const NetworkGraph = () => {
+  const [graphData, setGraphData] = useState(null as GraphData | null);
+  const [graphConfig, setGraphConfig] = useState({
+    direction: Direction.OUTBOUND,
+    renderLimit: NODE_LIMIT,
+    showDistance: 2,
+  });
+  const [open, setOpen] = useState(false);
+  // const [showDistance, setShowDistance] = useState(2);
+  // const [direction, setDirection] = useState(Direction.OUTBOUND);
+  // const [renderLimit, setRenderLimit] = useState(NODE_LIMIT);
+
+  const updateConfig = async (changes: Partial<GraphConfig>) => {
+    setGraphConfig((old) => {
+      const newConfig = Object.assign({}, old, changes);
+      updateGraph(newConfig).then((graph) => setGraphData(graph));
+      return newConfig;
+    });
+  };
+
+  const toggleConnections = () => {
+    if (graphConfig.direction === Direction.OUTBOUND) {
+      updateConfig({ direction: Direction.BOTH });
+    } else {
+      updateConfig({ direction: Direction.OUTBOUND });
+    }
+  };
+
+  const updateGraph = async (newConfig?: GraphConfig) => {
+    const { direction, renderLimit, showDistance } = newConfig ?? graphConfig;
+    const nodes = new Map<number, GraphNode>();
+    const links: GraphLink[] = [];
+    const nodesVisited = new Set<UserId>();
+    const userCountByDistance = Array.from(
+      { length: 6 },
+      (_, i) => SocialNetwork.usersByFollowDistance.get(i)?.size || 0,
+    );
+
+    // Go through all the nodes
+    for (let distance = 0; distance <= showDistance; ++distance) {
+      const users = SocialNetwork.usersByFollowDistance.get(distance);
+      if (!users) break;
+      for (const userID of users) {
+        if (renderLimit && nodes.size >= renderLimit) break; // Temporary hack
+        const inboundCount = SocialNetwork.followersByUser.get(userID)?.size || 0;
+        const outboundCount = SocialNetwork.followedByUser.get(userID)?.size || 0;
+        const node = {
+          id: userID,
+          address: PUB(userID),
+          profile: SocialNetwork.profiles.get(userID),
+          distance,
+          inboundCount,
+          outboundCount,
+          visible: true, // Setting to false only hides the rendered element, does not prevent calculations
+          // curvature: 0.6,
+          // Node size is based on the follower count
+          val: Math.log10(inboundCount) + 1, // 1 followers -> 1, 10 followers -> 2, 100 followers -> 3, etc.,
+        } as GraphNode;
+        // A visibility boost for the origin user:
+        if (node.distance === 0) {
+          node.val = 10; // they're always larger than life
+          node.color = '#603285';
+        }
+        nodes.set(userID, node);
+      }
+    }
+
+    // Add links
+    for (const node of nodes.values()) {
+      if (direction === Direction.OUTBOUND || direction === Direction.BOTH) {
+        for (const followedID of SocialNetwork.followedByUser.get(node.id) ?? []) {
+          if (!nodes.has(followedID)) continue; // Skip links to nodes that we're not rendering
+          if (nodesVisited.has(followedID)) continue;
+          links.push({
+            source: node.id,
+            target: followedID,
+            distance: node.distance,
+          });
+        }
+      }
+      // TODO: Fix filtering
+/*      if (direction === Direction.INBOUND || direction === Direction.BOTH) {
+        for (const followerID of SocialNetwork.followersByUser.get(node.id) ?? []) {
+          if (nodesVisited.has(followerID)) continue;
+          const follower = nodes.get(followerID);
+          if (!follower) continue; // Skip links to nodes that we're not rendering
+          links.push({
+            source: followerID,
+            target: node.id,
+            distance: follower.distance,
+          });
+        }
+      }*/
+      nodesVisited.add(node.id);
+    }
+
+    // Squash cases, where there are a lot of nodes
+
+    const graph: GraphData = {
+      nodes: [...nodes.values()],
+      links,
+      meta: {
+        nodes,
+        userCountByDistance,
+      },
+    };
+
+    // console.log('!!', graph);
+    // for (const l of links) {
+    //   if (!nodes.has(l.source)) {
+    //     console.log('source missing:', l.source);
+    //   }
+    //   if (!nodes.has(l.target)) {
+    //     console.log('target missing:', l.target);
+    //   }
+    // }
+
+    return graph;
+  };
+
+  const refreshData = async () => {
+    updateGraph().then(setGraphData);
+  };
+
+  useEffect(() => {
+    refreshData();
+  }, []);
+
+  return (
+    <div>
+      {!open && (
+        <button class="btn btn-primary" onClick={() => { setOpen(true); refreshData(); }}>
+          Show graph
+        </button>
+      )}
+      {open && graphData && (
+        <div className="fixed top-0 left-0 right-0 bottom-0 z-20">
+          <button class="absolute top-6 right-6 z-30 btn hover:bg-gray-900" onClick={() => setOpen(false)}>X</button>
+          <div class="absolute top-6 right-0 left-0 z-20 flex flex-col content-center justify-center text-center">
+            <div class="text-center pb-2">Degrees of separation</div>
+            <div class="flex flex-row justify-center space-x-4">
+              {graphData.meta?.userCountByDistance?.map((value, i) => {
+                if (i === 0 || value <= 0) return null;
+                const isSelected = graphConfig.showDistance === i;
+                return (
+                  <button class={`btn bg-gray-900 py-4 h-auto flex-col ${isSelected ? 'bg-gray-600 hover:bg-gray-600' : 'hover:bg-gray-800'}`} onClick={() => isSelected || updateConfig({ showDistance: i }) }>
+                    <div class="text-lg block leading-none">{i}</div>
+                    <div class="text-xs">({value})</div>
+                  </button>
+                );
+              })}
+            </div>
+          </div>
+          <ForceGraph3D
+            graphData={graphData}
+            nodeLabel={(node) => `${node.profile?.name || node.address}`}
+            nodeAutoColorBy="distance"
+            linkAutoColorBy="distance"
+            linkDirectionalParticles={1}
+            nodeVisibility="visible"
+            numDimensions={3}
+            linkDirectionalArrowLength={0}
+            nodeOpacity={0.9}
+          />
+          <div class="absolute bottom-6 right-6">
+            <button class="text-lg" onClick={() => toggleConnections()}>
+              Showing: { graphConfig.direction === Direction.OUTBOUND ? 'Outbound' : 'All' } connections
+            </button>
+          </div>
+          <div className="absolute bottom-6 left-6">
+            <span className="text-lg">Render limit: {graphConfig.renderLimit} nodes</span>
+          </div>
+        </div>
+      )}
+    </div>
+  );
+};
+
+export default NetworkGraph;
diff --git a/src/js/views/settings/SocialNetwork.tsx b/src/js/views/settings/SocialNetwork.tsx
index 71f8c379..21d55a43 100644
--- a/src/js/views/settings/SocialNetwork.tsx
+++ b/src/js/views/settings/SocialNetwork.tsx
@@ -7,6 +7,7 @@ import Key from '../../nostr/Key';
 import SocialNetwork from '../../nostr/SocialNetwork';
 import localState from '../../state/LocalState.ts';
 import { translate as t } from '../../translations/Translation.mjs';
+import NetworkGraph from "../NetworkGraph";
 
 const SocialNetworkSettings = () => {
   const [blockedUsers, setBlockedUsers] = useState<string[]>([]);
@@ -64,6 +65,7 @@ const SocialNetworkSettings = () => {
           {distance[0] || t('unknown')}: {distance[1].size} users
         </div>
       ))}
+      <NetworkGraph />
       <p>Filter incoming events by follow distance:</p>
       <select
         className="select"