diff --git a/src/renderer/plugins.ts b/src/renderer/plugins.ts
index ca1c56b5..c9532dc9 100644
--- a/src/renderer/plugins.ts
+++ b/src/renderer/plugins.ts
@@ -17,6 +17,7 @@ import statusBarGet from '@fe/plugins/status-bar-get'
 import editorPaste from '@fe/plugins/editor-paste'
 import editorAttachment from '@fe/plugins/editor-attachment'
 import editorMarkdown from '@fe/plugins/editor-markdown'
+import editorWords from '@fe/plugins/editor-words'
 import editorEmoji from '@fe/plugins/editor-emoji'
 import copyText from '@fe/plugins/copy-text'
 import switchTodo from '@fe/plugins/switch-todo'
@@ -71,6 +72,7 @@ export default [
   editorAttachment,
   editorMarkdown,
   editorEmoji,
+  editorWords,
   copyText,
   switchTodo,
   imageViewer,
diff --git a/src/renderer/plugins/editor-markdown.ts b/src/renderer/plugins/editor-markdown.ts
index 8d8baf53..a1433f5b 100644
--- a/src/renderer/plugins/editor-markdown.ts
+++ b/src/renderer/plugins/editor-markdown.ts
@@ -1,59 +1,19 @@
 /* eslint-disable no-template-curly-in-string */
 import dayjs from 'dayjs'
 import type * as Monaco from 'monaco-editor'
-import { deleteLine, getEditor, getLineContent, getMonaco, getOneIndent, getValue, insert, replaceLine, whenEditorReady } from '@fe/services/editor'
+import { deleteLine, getEditor, getLineContent, getMonaco, getOneIndent, insert, replaceLine, whenEditorReady } from '@fe/services/editor'
 import type { Plugin } from '@fe/context'
 import { t } from '@fe/services/i18n'
 import { getSetting } from '@fe/services/setting'
 import { isKeydown } from '@fe/core/command'
 
-function getWords (content: string) {
-  const words = new Set<string>()
-
-  if (content.length > 50000) {
-    return words
-  }
-
-  const identifier = /[a-zA-Z_]+\w/g
-
-  while (true) {
-    if (words.size > 1000) {
-      break
-    }
-
-    const res = identifier.exec(content)
-    if (!res) {
-      break
-    }
-
-    if (res[0].length > 2 && res[0].length < 15) {
-      words.add(res[0])
-    }
-  }
-
-  return words
-}
-
-function createDependencyProposals (range: Monaco.IRange, model: Monaco.editor.ITextModel, position: Monaco.Position): Monaco.languages.CompletionItem[] {
+function createDependencyProposals (range: Monaco.IRange): Monaco.languages.CompletionItem[] {
   const monaco = getMonaco()
 
-  const currentWord = model.getWordUntilPosition(position).word
   const replaceRange = { ...range, endColumn: range.startColumn + 1 }
 
   const result: Monaco.languages.CompletionItem[] = []
 
-  getWords(getValue()).forEach((word, i) => {
-    if (currentWord !== word) {
-      result.push({
-        label: { label: word },
-        kind: monaco.languages.CompletionItemKind.Text,
-        insertText: word,
-        range: replaceRange,
-        sortText: (10000 + i).toString()
-      })
-    }
-  })
-
   ;[
     { name: '/ ![]() Image', insertText: '![${2:Img}]($1)' },
     { name: '/ []() Link', insertText: '[${2:Link}]($1)' },
diff --git a/src/renderer/plugins/editor-words.ts b/src/renderer/plugins/editor-words.ts
new file mode 100644
index 00000000..a1d28b71
--- /dev/null
+++ b/src/renderer/plugins/editor-words.ts
@@ -0,0 +1,75 @@
+import type * as Monaco from 'monaco-editor'
+import type { Ctx, Plugin } from '@fe/context'
+
+function getWords (content: string) {
+  const words = new Set<string>()
+
+  if (content.length > 50000) {
+    return words
+  }
+
+  const identifier = /[a-zA-Z_]+\w/g
+
+  while (true) {
+    if (words.size > 1000) {
+      break
+    }
+
+    const res = identifier.exec(content)
+    if (!res) {
+      break
+    }
+
+    if (res[0].length > 2 && res[0].length < 15) {
+      words.add(res[0])
+    }
+  }
+
+  return words
+}
+
+class WordsCompletionProvider implements Monaco.languages.CompletionItemProvider {
+  private readonly monaco: typeof Monaco
+  private readonly ctx: Ctx
+
+  constructor (monaco: typeof Monaco, ctx: Ctx) {
+    this.monaco = monaco
+    this.ctx = ctx
+  }
+
+  public async provideCompletionItems (model: Monaco.editor.IModel, position: Monaco.Position): Promise<Monaco.languages.CompletionList | undefined> {
+    const currentWord = model.getWordUntilPosition(position)
+    const result: Monaco.languages.CompletionItem[] = []
+
+    getWords(model.getValue()).forEach((word, i) => {
+      if (currentWord.word !== word) {
+        result.push({
+          label: { label: word },
+          kind: this.monaco.languages.CompletionItemKind.Text,
+          insertText: word,
+          range: new this.monaco.Range(
+            position.lineNumber,
+            currentWord.startColumn,
+            position.lineNumber,
+            currentWord.endColumn,
+          ),
+          sortText: i.toString().padStart(7)
+        })
+      }
+    })
+
+    return { suggestions: result }
+  }
+}
+
+export default {
+  name: 'editor-words',
+  register: (ctx) => {
+    ctx.editor.whenEditorReady().then(({ monaco }) => {
+      monaco.languages.registerCompletionItemProvider(
+        'markdown',
+        new WordsCompletionProvider(monaco, ctx)
+      )
+    })
+  }
+} as Plugin