diff --git a/web/package.json b/web/package.json
index 1fc3aa44e..0f04e656d 100644
--- a/web/package.json
+++ b/web/package.json
@@ -17,6 +17,7 @@
     "axios": "^1.6.7",
     "classnames": "^2.5.1",
     "copy-to-clipboard": "^3.3.3",
+    "fuse.js": "^7.0.0",
     "highlight.js": "^11.9.0",
     "i18next": "^21.10.0",
     "i18next-browser-languagedetector": "^7.2.0",
diff --git a/web/pnpm-lock.yaml b/web/pnpm-lock.yaml
index 1e28fca5d..a0943e9ce 100644
--- a/web/pnpm-lock.yaml
+++ b/web/pnpm-lock.yaml
@@ -32,6 +32,9 @@ dependencies:
   copy-to-clipboard:
     specifier: ^3.3.3
     version: 3.3.3
+  fuse.js:
+    specifier: ^7.0.0
+    version: 7.0.0
   highlight.js:
     specifier: ^11.9.0
     version: 11.9.0
@@ -3114,6 +3117,11 @@ packages:
     resolution: {integrity: sha512-xckBUXyTIqT97tq2x2AMb+g163b5JFysYk0x4qxNFwbfQkmNZoiRHb6sPzI9/QV33WeuvVYBUIiD4NzNIyqaRQ==}
     dev: true
 
+  /fuse.js@7.0.0:
+    resolution: {integrity: sha512-14F4hBIxqKvD4Zz/XjDc3y94mNZN6pRv3U13Udo0lNLCWRBUsrMv2xwcF/y/Z5sV6+FQW+/ow68cHpm4sunt8Q==}
+    engines: {node: '>=10'}
+    dev: false
+
   /gensync@1.0.0-beta.2:
     resolution: {integrity: sha512-3hN7NaskYvMDLQY55gnW3NQ+mesEAepTqlg+VEbj7zzqEMBVNhzcGYYeqFo/TlYz6eQiFcp1HcsCZO+nGgS8zg==}
     engines: {node: '>=6.9.0'}
diff --git a/web/src/components/MemoEditor/Editor/TagSuggestions.tsx b/web/src/components/MemoEditor/Editor/TagSuggestions.tsx
index 2f9f86dab..f236c265a 100644
--- a/web/src/components/MemoEditor/Editor/TagSuggestions.tsx
+++ b/web/src/components/MemoEditor/Editor/TagSuggestions.tsx
@@ -1,4 +1,5 @@
 import classNames from "classnames";
+import Fuse from "fuse.js";
 import { useEffect, useRef, useState } from "react";
 import getCaretCoordinates from "textarea-caret";
 import OverflowTip from "@/components/kit/OverflowTip";
@@ -35,27 +36,9 @@ const TagSuggestions = ({ editorRef, editorActions }: Props) => {
 
   const suggestionsRef = useRef<string[]>([]);
   suggestionsRef.current = (() => {
-    const input = getCurrentWord()[0].slice(1).toLowerCase();
-
-    const customMatches = (tag: string, input: string) => {
-      const tagLowerCase = tag.toLowerCase();
-      const inputLowerCase = input.toLowerCase();
-      let inputIndex = 0;
-
-      for (let i = 0; i < tagLowerCase.length; i++) {
-        if (tagLowerCase[i] === inputLowerCase[inputIndex]) {
-          inputIndex++;
-          if (inputIndex === inputLowerCase.length) {
-            return true;
-          }
-        }
-      }
-
-      return false;
-    };
-
-    const matchedTags = tagsRef.current.filter((tag) => customMatches(tag, input));
-    return matchedTags.slice(0, 5);
+    const search = getCurrentWord()[0].slice(1).toLowerCase();
+    const fuse = new Fuse(tagsRef.current);
+    return fuse.search(search).map((result) => result.item);
   })();
 
   const isVisibleRef = useRef(false);