diff --git a/sundynix-desktop/frontend/package-lock.json b/sundynix-desktop/frontend/package-lock.json
index 10c467d..72da49b 100644
--- a/sundynix-desktop/frontend/package-lock.json
+++ b/sundynix-desktop/frontend/package-lock.json
@@ -11,7 +11,8 @@
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         "lucide-react": "^1.17.0",
         "react": "^19.0.0",
-        "react-dom": "^19.0.0"
+        "react-dom": "^19.0.0",
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       },
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         "@types/react": "^19.0.0",
@@ -1155,6 +1156,12 @@
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+      "resolved": "https://registry.npmjs.org/@tweenjs/tween.js/-/tween.js-25.0.0.tgz",
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+      "license": "MIT"
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       "resolved": "https://registry.npmjs.org/@types/babel__core/-/babel__core-7.20.5.tgz",
@@ -1339,6 +1346,15 @@
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+      "resolved": "https://registry.npmjs.org/accessor-fn/-/accessor-fn-1.5.3.tgz",
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+      "license": "MIT",
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@@ -1417,6 +1433,16 @@
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+      "resolved": "https://registry.npmjs.org/bezier-js/-/bezier-js-6.1.4.tgz",
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+      "license": "MIT",
+      "funding": {
+        "type": "individual",
+        "url": "https://github.com/Pomax/bezierjs/blob/master/FUNDING.md"
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@@ -1508,6 +1534,18 @@
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+      "resolved": "https://registry.npmjs.org/canvas-color-tracker/-/canvas-color-tracker-1.3.2.tgz",
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+      "license": "MIT",
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@@ -1589,6 +1627,24 @@
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       "license": "MIT"
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+      "resolved": "https://registry.npmjs.org/d3-array/-/d3-array-3.2.4.tgz",
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+      "license": "ISC",
+      "dependencies": {
+        "internmap": "1 - 2"
+      },
+      "engines": {
+        "node": ">=12"
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+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/d3-binarytree/-/d3-binarytree-1.0.2.tgz",
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@@ -1629,6 +1685,31 @@
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+      "resolved": "https://registry.npmjs.org/d3-force-3d/-/d3-force-3d-3.0.6.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "d3-binarytree": "1",
+        "d3-dispatch": "1 - 3",
+        "d3-octree": "1",
+        "d3-quadtree": "1 - 3",
+        "d3-timer": "1 - 3"
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+      "engines": {
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+    "node_modules/d3-format": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/d3-format/-/d3-format-3.1.2.tgz",
+      "integrity": "sha512-AJDdYOdnyRDV5b6ArilzCPPwc1ejkHcoyFarqlPqT7zRYjhavcT3uSrqcMvsgh2CgoPbK3RCwyHaVyxYcP2Arg==",
+      "license": "ISC",
+      "engines": {
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@@ -1641,6 +1722,50 @@
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+    "node_modules/d3-octree": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/d3-octree/-/d3-octree-1.1.0.tgz",
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+      "license": "MIT"
+    },
+    "node_modules/d3-quadtree": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-quadtree/-/d3-quadtree-3.0.1.tgz",
+      "integrity": "sha512-04xDrxQTDTCFwP5H6hRhsRcb9xxv2RzkcsygFzmkSIOJy3PeRJP7sNk3VRIbKXcog561P9oU0/rVH6vDROAgUw==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-scale": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/d3-scale/-/d3-scale-4.0.2.tgz",
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+      "license": "ISC",
+      "dependencies": {
+        "d3-array": "2.10.0 - 3",
+        "d3-format": "1 - 3",
+        "d3-interpolate": "1.2.0 - 3",
+        "d3-time": "2.1.1 - 3",
+        "d3-time-format": "2 - 4"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-scale-chromatic": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-scale-chromatic/-/d3-scale-chromatic-3.1.0.tgz",
+      "integrity": "sha512-A3s5PWiZ9YCXFye1o246KoscMWqf8BsD9eRiJ3He7C9OBaxKhAd5TFCdEx/7VbKtxxTsu//1mMJFrEt572cEyQ==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-color": "1 - 3",
+        "d3-interpolate": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
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+    },
     "node_modules/d3-selection": {
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@@ -1650,6 +1775,30 @@
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+    "node_modules/d3-time": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-time/-/d3-time-3.1.0.tgz",
+      "integrity": "sha512-VqKjzBLejbSMT4IgbmVgDjpkYrNWUYJnbCGo874u7MMKIWsILRX+OpX/gTk8MqjpT1A/c6HY2dCA77ZN0lkQ2Q==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-array": "2 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-time-format": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/d3-time-format/-/d3-time-format-4.1.0.tgz",
+      "integrity": "sha512-dJxPBlzC7NugB2PDLwo9Q8JiTR3M3e4/XANkreKSUxF8vvXKqm1Yfq4Q5dl8budlunRVlUUaDUgFt7eA8D6NLg==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-time": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/d3-timer": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/d3-timer/-/d3-timer-3.0.1.tgz",
@@ -1845,6 +1994,46 @@
         "node": ">=8"
       }
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+    "node_modules/float-tooltip": {
+      "version": "1.7.5",
+      "resolved": "https://registry.npmjs.org/float-tooltip/-/float-tooltip-1.7.5.tgz",
+      "integrity": "sha512-/kXzuDnnBqyyWyhDMH7+PfP8J/oXiAavGzcRxASOMRHFuReDtofizLLJsf7nnDLAfEaMW4pVWaXrAjtnglpEkg==",
+      "license": "MIT",
+      "dependencies": {
+        "d3-selection": "2 - 3",
+        "kapsule": "^1.16",
+        "preact": "10"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/force-graph": {
+      "version": "1.51.4",
+      "resolved": "https://registry.npmjs.org/force-graph/-/force-graph-1.51.4.tgz",
+      "integrity": "sha512-TdJ2KbkoiDQ7NIRx8IPGD0mAXXpLhamS7c+b7W98b0MHG7lphnda1VOQX/98UDTsttIAdH4TcP0l0MauSnLK8w==",
+      "license": "MIT",
+      "dependencies": {
+        "@tweenjs/tween.js": "18 - 25",
+        "accessor-fn": "1",
+        "bezier-js": "3 - 6",
+        "canvas-color-tracker": "^1.3",
+        "d3-array": "1 - 3",
+        "d3-drag": "2 - 3",
+        "d3-force-3d": "2 - 3",
+        "d3-scale": "1 - 4",
+        "d3-scale-chromatic": "1 - 3",
+        "d3-selection": "2 - 3",
+        "d3-zoom": "2 - 3",
+        "float-tooltip": "^1.7",
+        "index-array-by": "1",
+        "kapsule": "^1.16",
+        "lodash-es": "4"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/fraction.js": {
       "version": "5.3.4",
       "resolved": "https://registry.npmjs.org/fraction.js/-/fraction.js-5.3.4.tgz",
@@ -1920,6 +2109,24 @@
         "node": ">= 0.4"
       }
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+    "node_modules/index-array-by": {
+      "version": "1.4.2",
+      "resolved": "https://registry.npmjs.org/index-array-by/-/index-array-by-1.4.2.tgz",
+      "integrity": "sha512-SP23P27OUKzXWEC/TOyWlwLviofQkCSCKONnc62eItjp69yCZZPqDQtr3Pw5gJDnPeUMqExmKydNZaJO0FU9pw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/internmap": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/internmap/-/internmap-2.0.3.tgz",
+      "integrity": "sha512-5Hh7Y1wQbvY5ooGgPbDaL5iYLAPzMTUrjMulskHLH6wnv/A+1q5rgEaiuqEjB+oxGXIVZs1FF+R/KPN3ZSQYYg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/is-binary-path": {
       "version": "2.1.0",
       "resolved": "https://registry.npmjs.org/is-binary-path/-/is-binary-path-2.1.0.tgz",
@@ -1982,6 +2189,15 @@
         "node": ">=0.12.0"
       }
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+    "node_modules/jerrypick": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/jerrypick/-/jerrypick-1.1.2.tgz",
+      "integrity": "sha512-YKnxXEekXKzhpf7CLYA0A+oDP8V0OhICNCr5lv96FvSsDEmrb0GKM776JgQvHTMjr7DTTPEVv/1Ciaw0uEWzBA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/jiti": {
       "version": "1.21.7",
       "resolved": "https://registry.npmjs.org/jiti/-/jiti-1.21.7.tgz",
@@ -1996,7 +2212,6 @@
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-      "dev": true,
       "license": "MIT"
     },
     "node_modules/jsesc": {
@@ -2025,6 +2240,18 @@
         "node": ">=6"
       }
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+    "node_modules/kapsule": {
+      "version": "1.16.3",
+      "resolved": "https://registry.npmjs.org/kapsule/-/kapsule-1.16.3.tgz",
+      "integrity": "sha512-4+5mNNf4vZDSwPhKprKwz3330iisPrb08JyMgbsdFrimBCKNHecua/WBwvVg3n7vwx0C1ARjfhwIpbrbd9n5wg==",
+      "license": "MIT",
+      "dependencies": {
+        "lodash-es": "4"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/lilconfig": {
       "version": "3.1.3",
       "resolved": "https://registry.npmjs.org/lilconfig/-/lilconfig-3.1.3.tgz",
@@ -2045,6 +2272,24 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/lodash-es": {
+      "version": "4.18.1",
+      "resolved": "https://registry.npmjs.org/lodash-es/-/lodash-es-4.18.1.tgz",
+      "integrity": "sha512-J8xewKD/Gk22OZbhpOVSwcs60zhd95ESDwezOFuA3/099925PdHJ7OFHNTGtajL3AlZkykD32HykiMo+BIBI8A==",
+      "license": "MIT"
+    },
+    "node_modules/loose-envify": {
+      "version": "1.4.0",
+      "resolved": "https://registry.npmjs.org/loose-envify/-/loose-envify-1.4.0.tgz",
+      "integrity": "sha512-lyuxPGr/Wfhrlem2CL/UcnUc1zcqKAImBDzukY7Y5F/yQiNdko6+fRLevlw1HgMySw7f611UIY408EtxRSoK3Q==",
+      "license": "MIT",
+      "dependencies": {
+        "js-tokens": "^3.0.0 || ^4.0.0"
+      },
+      "bin": {
+        "loose-envify": "cli.js"
+      }
+    },
     "node_modules/lru-cache": {
       "version": "5.1.1",
       "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-5.1.1.tgz",
@@ -2150,7 +2395,6 @@
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       "resolved": "https://registry.npmjs.org/object-assign/-/object-assign-4.1.1.tgz",
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-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=0.10.0"
@@ -2376,6 +2620,27 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/preact": {
+      "version": "10.29.2",
+      "resolved": "https://registry.npmjs.org/preact/-/preact-10.29.2.tgz",
+      "integrity": "sha512-7tNmwg/7mzzAoB/8kSg6Hl37JraAZw3Z3A0JSY7VXlZwo82Xn0G7wKbNNs2qoF4ZEEsQGTwDAroNdqKs1ofJxQ==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/preact"
+      }
+    },
+    "node_modules/prop-types": {
+      "version": "15.8.1",
+      "resolved": "https://registry.npmjs.org/prop-types/-/prop-types-15.8.1.tgz",
+      "integrity": "sha512-oj87CgZICdulUohogVAR7AjlC0327U4el4L6eAvOqCeudMDVU0NThNaV+b9Df4dXgSP1gXMTnPdhfe/2qDH5cg==",
+      "license": "MIT",
+      "dependencies": {
+        "loose-envify": "^1.4.0",
+        "object-assign": "^4.1.1",
+        "react-is": "^16.13.1"
+      }
+    },
     "node_modules/queue-microtask": {
       "version": "1.2.3",
       "resolved": "https://registry.npmjs.org/queue-microtask/-/queue-microtask-1.2.3.tgz",
@@ -2418,6 +2683,44 @@
         "react": "^19.2.7"
       }
     },
+    "node_modules/react-force-graph-2d": {
+      "version": "1.29.1",
+      "resolved": "https://registry.npmjs.org/react-force-graph-2d/-/react-force-graph-2d-1.29.1.tgz",
+      "integrity": "sha512-1Rl/1Z3xy2iTHKj6a0jRXGyiI86xUti81K+jBQZ+Oe46csaMikp47L5AjrzA9hY9fNGD63X8ffrqnvaORukCuQ==",
+      "license": "MIT",
+      "dependencies": {
+        "force-graph": "^1.51",
+        "prop-types": "15",
+        "react-kapsule": "^2.5"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "peerDependencies": {
+        "react": "*"
+      }
+    },
+    "node_modules/react-is": {
+      "version": "16.13.1",
+      "resolved": "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz",
+      "integrity": "sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==",
+      "license": "MIT"
+    },
+    "node_modules/react-kapsule": {
+      "version": "2.5.7",
+      "resolved": "https://registry.npmjs.org/react-kapsule/-/react-kapsule-2.5.7.tgz",
+      "integrity": "sha512-kifAF4ZPD77qZKc4CKLmozq6GY1sBzPEJTIJb0wWFK6HsePJatK3jXplZn2eeAt3x67CDozgi7/rO8fNQ/AL7A==",
+      "license": "MIT",
+      "dependencies": {
+        "jerrypick": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "peerDependencies": {
+        "react": ">=16.13.1"
+      }
+    },
     "node_modules/react-refresh": {
       "version": "0.17.0",
       "resolved": "https://registry.npmjs.org/react-refresh/-/react-refresh-0.17.0.tgz",
@@ -2676,6 +2979,12 @@
         "node": ">=0.8"
       }
     },
+    "node_modules/tinycolor2": {
+      "version": "1.6.0",
+      "resolved": "https://registry.npmjs.org/tinycolor2/-/tinycolor2-1.6.0.tgz",
+      "integrity": "sha512-XPaBkWQJdsf3pLKJV9p4qN/S+fm2Oj8AIPo1BTUhg5oxkvm9+SVEGFdhyOz7tTdUTfvxMiAs4sp6/eZO2Ew+pw==",
+      "license": "MIT"
+    },
     "node_modules/tinyglobby": {
       "version": "0.2.17",
       "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.17.tgz",
diff --git a/sundynix-desktop/frontend/package.json b/sundynix-desktop/frontend/package.json
index e1cba83..7d2dc5c 100644
--- a/sundynix-desktop/frontend/package.json
+++ b/sundynix-desktop/frontend/package.json
@@ -12,7 +12,8 @@
     "@xyflow/react": "^12.3.0",
     "lucide-react": "^1.17.0",
     "react": "^19.0.0",
-    "react-dom": "^19.0.0"
+    "react-dom": "^19.0.0",
+    "react-force-graph-2d": "^1.29.1"
   },
   "devDependencies": {
     "@types/react": "^19.0.0",
diff --git a/sundynix-desktop/frontend/src/components/GraphView.tsx b/sundynix-desktop/frontend/src/components/GraphView.tsx
index 58caac7..7199f78 100644
--- a/sundynix-desktop/frontend/src/components/GraphView.tsx
+++ b/sundynix-desktop/frontend/src/components/GraphView.tsx
@@ -1,171 +1,130 @@
-import { useMemo, useState } from "react";
+import { useEffect, useMemo, useRef, useState } from "react";
+import ForceGraph2D from "react-force-graph-2d";
 import { Network } from "lucide-react";
 import type { Triple } from "../lib/api";
 import { EmptyState } from "../ui";
 
-interface GNode {
-  id: string;
-  x: number;
-  y: number;
-  deg: number;
-}
-interface GEdge {
-  s: string;
-  o: string;
-  p: string;
+// 节点按度着色：枢纽紫 / 关联青 / 叶子灰。
+function nodeColor(deg: number): string {
+  if (deg >= 4) return "#8b5cf6";
+  if (deg >= 2) return "#22d3ee";
+  return "#64748b";
 }
 
-// layout 用一个轻量力导向模拟（斥力 + 边弹簧 + 居中）把三元组排成图。
-// 静态收敛（useMemo 内跑固定迭代），零依赖；节点过多时按度裁剪。
-function layout(triples: Triple[], W: number, H: number): { nodes: GNode[]; edges: GEdge[] } {
+function build(triples: Triple[]) {
   const deg = new Map<string, number>();
   for (const t of triples) {
     if (!t.s || !t.o) continue;
     deg.set(t.s, (deg.get(t.s) ?? 0) + 1);
     deg.set(t.o, (deg.get(t.o) ?? 0) + 1);
   }
-  // 裁剪：实体过多只留度最高的 N 个，保留两端都在集合内的边。
-  let names = [...deg.keys()];
-  const CAP = 60;
-  if (names.length > CAP) {
-    names = names.sort((a, b) => (deg.get(b)! - deg.get(a)!)).slice(0, CAP);
-  }
-  const keep = new Set(names);
-  const edges = triples.filter((t) => keep.has(t.s) && keep.has(t.o)).map((t) => ({ s: t.s, o: t.o, p: t.p }));
-
-  const nodes = new Map<string, GNode>();
-  const R = Math.min(W, H) * 0.36;
-  names.forEach((n, i) => {
-    const a = (2 * Math.PI * i) / names.length;
-    // 初始撒在圆周上（确定性，避免每次重排抖动）。
-    nodes.set(n, { id: n, x: W / 2 + Math.cos(a) * R, y: H / 2 + Math.sin(a) * R, deg: deg.get(n)! });
-  });
-
-  const arr = [...nodes.values()];
-  for (let it = 0; it < 320; it++) {
-    // 斥力（库仑）
-    for (let i = 0; i < arr.length; i++) {
-      for (let j = i + 1; j < arr.length; j++) {
-        const a = arr[i],
-          b = arr[j];
-        let dx = a.x - b.x,
-          dy = a.y - b.y;
-        let d2 = dx * dx + dy * dy;
-        if (d2 < 1) {
-          d2 = 1;
-          dx = 1;
-        }
-        const d = Math.sqrt(d2);
-        const f = 2600 / d2;
-        a.x += (dx / d) * f;
-        a.y += (dy / d) * f;
-        b.x -= (dx / d) * f;
-        b.y -= (dy / d) * f;
-      }
-    }
-    // 边弹簧（理想长度 ~96）
-    for (const e of edges) {
-      const a = nodes.get(e.s)!,
-        b = nodes.get(e.o)!;
-      const dx = b.x - a.x,
-        dy = b.y - a.y;
-      const d = Math.sqrt(dx * dx + dy * dy) || 1;
-      const f = (d - 96) * 0.012;
-      a.x += (dx / d) * f;
-      a.y += (dy / d) * f;
-      b.x -= (dx / d) * f;
-      b.y -= (dy / d) * f;
-    }
-    // 轻微居中 + 边界约束
-    for (const a of arr) {
-      a.x += (W / 2 - a.x) * 0.004;
-      a.y += (H / 2 - a.y) * 0.004;
-      a.x = Math.max(20, Math.min(W - 20, a.x));
-      a.y = Math.max(16, Math.min(H - 16, a.y));
-    }
-  }
-  return { nodes: arr, edges };
+  const nodes = [...deg.keys()].map((id) => ({ id, deg: deg.get(id)! }));
+  const links = triples.filter((t) => t.s && t.o).map((t) => ({ source: t.s, target: t.o, label: t.p }));
+  return { nodes, links };
 }
 
-function nodeColor(deg: number): { fill: string; text: string } {
-  if (deg >= 4) return { fill: "#8b5cf6", text: "#ede9fe" }; // 枢纽：brand
-  if (deg >= 2) return { fill: "#22d3ee", text: "#083344" }; // 次枢纽：accent
-  return { fill: "#1a1f2d", text: "#cbd5e1" }; // 叶子
-}
-
-// GraphView 把知识三元组渲染为力导向图（实体=节点，关系=带标签的边），hover 高亮邻域。
-// onNode 非空时节点可点（用于笔记关系图点节点开笔记）。
+// GraphView 用 react-force-graph-2d 渲染知识三元组：活物理力导向、可拖拽、滚轮缩放、悬停高亮。
+// 实体=节点（按度着色/缩放），关系=带标签边；onNode 非空时点节点回调（笔记关系图用）。
 export function GraphView({ triples, height = 360, onNode }: { triples: Triple[]; height?: number; onNode?: (id: string) => void }) {
-  const W = 560;
-  const H = height;
+  const wrapRef = useRef<HTMLDivElement>(null);
+  const fgRef = useRef<any>(null);
+  const [width, setWidth] = useState(600);
   const [hover, setHover] = useState<string | null>(null);
-  const { nodes, edges } = useMemo(() => layout(triples, W, H), [triples, H]);
-  const pos = useMemo(() => new Map(nodes.map((n) => [n.id, n])), [nodes]);
+
+  useEffect(() => {
+    const el = wrapRef.current;
+    if (!el) return;
+    const ro = new ResizeObserver(() => setWidth(el.clientWidth));
+    ro.observe(el);
+    setWidth(el.clientWidth);
+    return () => ro.disconnect();
+  }, []);
+
+  const data = useMemo(() => build(triples), [triples]);
+
+  // 加强斥力 + 拉开边距，避免节点挤成一团（d3 默认 charge=-30 对稍大的图偏弱）。
+  useEffect(() => {
+    const fg = fgRef.current;
+    if (!fg) return;
+    fg.d3Force("charge")?.strength(-180);
+    fg.d3Force("link")?.distance(52);
+    fg.d3ReheatSimulation?.();
+  }, [data]);
+
+  // 悬停某节点时，与之相邻的节点/边高亮，其余淡出。
+  const neighbors = useMemo(() => {
+    const map = new Map<string, Set<string>>();
+    for (const l of data.links) {
+      if (!map.has(l.source)) map.set(l.source, new Set());
+      if (!map.has(l.target)) map.set(l.target, new Set());
+      map.get(l.source)!.add(l.target);
+      map.get(l.target)!.add(l.source);
+    }
+    return map;
+  }, [data]);
 
   if (triples.length === 0) {
-    return <EmptyState icon={Network} title="暂无图谱" desc="入库文本后，LLM 会抽取实体与关系，这里渲染为可交互的知识图谱。" />;
+    return <EmptyState icon={Network} title="暂无图谱" desc="入库文本后，LLM 会抽取实体与关系；笔记互相 [[链接]] 也会连成图。" />;
   }
 
-  const neighbors = (id: string) => {
-    const s = new Set<string>([id]);
-    for (const e of edges) {
-      if (e.s === id) s.add(e.o);
-      if (e.o === id) s.add(e.s);
-    }
-    return s;
-  };
-  const active = hover ? neighbors(hover) : null;
-  const nodeOn = (id: string) => !active || active.has(id);
-  const edgeOn = (e: GEdge) => !hover || e.s === hover || e.o === hover;
+  const dim = (id: string) => hover !== null && hover !== id && !(neighbors.get(hover)?.has(id) ?? false);
 
   return (
-    <div className="flex flex-col gap-2">
-      <svg viewBox={`0 0 ${W} ${H}`} className="w-full rounded-md border border-line bg-ink-950/60" style={{ height }}>
-        {edges.map((e, i) => {
-          const a = pos.get(e.s)!,
-            b = pos.get(e.o)!;
-          if (!a || !b) return null;
-          const on = edgeOn(e);
-          const mx = (a.x + b.x) / 2,
-            my = (a.y + b.y) / 2;
-          return (
-            <g key={i} opacity={on ? 1 : 0.12}>
-              <line x1={a.x} y1={a.y} x2={b.x} y2={b.y} stroke="#39435a" strokeWidth={1} />
-              {on && (
-                <text x={mx} y={my - 2} fill="#7c8aa5" fontSize={8.5} textAnchor="middle">
-                  {e.p}
-                </text>
-              )}
-            </g>
-          );
-        })}
-        {nodes.map((n) => {
-          const c = nodeColor(n.deg);
-          const r = Math.min(7 + n.deg * 1.6, 16);
-          const on = nodeOn(n.id);
-          return (
-            <g
-              key={n.id}
-              opacity={on ? 1 : 0.2}
-              onMouseEnter={() => setHover(n.id)}
-              onMouseLeave={() => setHover(null)}
-              onClick={() => onNode?.(n.id)}
-              style={{ cursor: "pointer" }}
-            >
-              <circle cx={n.x} cy={n.y} r={r} fill={c.fill} stroke={hover === n.id ? "#fff" : "#0b0d12"} strokeWidth={hover === n.id ? 2 : 1.5} />
-              <text x={n.x} y={n.y + r + 9} fill="#cbd5e1" fontSize={9.5} textAnchor="middle">
-                {n.id.length > 10 ? n.id.slice(0, 10) + "…" : n.id}
-              </text>
-            </g>
-          );
-        })}
-      </svg>
-      <div className="flex items-center gap-3 px-1 text-[10px] text-slate-500">
-        <span>{nodes.length} 实体 · {edges.length} 关系</span>
-        <span className="flex items-center gap-1"><span className="h-2 w-2 rounded-full" style={{ background: "#8b5cf6" }} /> 枢纽</span>
-        <span className="flex items-center gap-1"><span className="h-2 w-2 rounded-full" style={{ background: "#22d3ee" }} /> 关联</span>
-        <span className="ml-auto">悬停高亮邻域</span>
-      </div>
+    <div ref={wrapRef} className="overflow-hidden rounded-md border border-line bg-ink-950/60" style={{ height }}>
+      <ForceGraph2D
+        ref={fgRef}
+        graphData={data}
+        width={width}
+        height={height}
+        backgroundColor="rgba(0,0,0,0)"
+        cooldownTicks={120}
+        onEngineStop={() => fgRef.current?.zoomToFit(400, 50)}
+        nodeRelSize={5}
+        nodeVal={(n: any) => 1 + (n.deg || 0)}
+        nodeLabel={(n: any) => `${n.id}（度 ${n.deg}）`}
+        onNodeHover={(n: any) => setHover(n ? n.id : null)}
+        onNodeClick={(n: any) => onNode?.(n.id)}
+        linkColor={(l: any) => (hover && l.source.id !== hover && l.target.id !== hover ? "rgba(57,67,90,0.25)" : "#39435a")}
+        linkDirectionalArrowLength={3}
+        linkDirectionalArrowRelPos={1}
+        linkLabel={(l: any) => l.label}
+        nodeCanvasObjectMode={() => "replace"}
+        nodeCanvasObject={(node: any, ctx: CanvasRenderingContext2D, scale: number) => {
+          const r = Math.max(3, 4 + (node.deg || 0) * 0.9);
+          const faded = dim(node.id);
+          ctx.globalAlpha = faded ? 0.2 : 1;
+          ctx.beginPath();
+          ctx.arc(node.x, node.y, r, 0, 2 * Math.PI);
+          ctx.fillStyle = nodeColor(node.deg);
+          ctx.fill();
+          if (hover === node.id) {
+            ctx.lineWidth = 1.5 / scale;
+            ctx.strokeStyle = "#fff";
+            ctx.stroke();
+          }
+          const fs = 10 / scale;
+          ctx.font = `${fs}px sans-serif`;
+          ctx.textAlign = "center";
+          ctx.textBaseline = "top";
+          ctx.fillStyle = faded ? "rgba(203,213,225,0.25)" : "#cbd5e1";
+          const label = node.id.length > 12 ? node.id.slice(0, 12) + "…" : node.id;
+          ctx.fillText(label, node.x, node.y + r + 1);
+          ctx.globalAlpha = 1;
+        }}
+        linkCanvasObjectMode={() => "after"}
+        linkCanvasObject={(link: any, ctx: CanvasRenderingContext2D, scale: number) => {
+          if (scale < 1.2 || !link.label) return; // 放大到一定程度才显示关系文字，避免拥挤
+          const s = link.source,
+            t = link.target;
+          if (!s || !t) return;
+          const mx = (s.x + t.x) / 2,
+            my = (s.y + t.y) / 2;
+          ctx.font = `${8 / scale}px sans-serif`;
+          ctx.fillStyle = "#7c8aa5";
+          ctx.textAlign = "center";
+          ctx.fillText(link.label, mx, my);
+        }}
+      />
     </div>
   );
 }