diff --git a/.github/workflows/suggest-related-links.yml b/.github/workflows/suggest-related-links.yml
index a6a8605..0eef414 100644
--- a/.github/workflows/suggest-related-links.yml
+++ b/.github/workflows/suggest-related-links.yml
@@ -32,7 +32,9 @@ jobs:
       - name: Cache dependencies
         uses: actions/cache@v2
         with:
-          path: ~/actions-suggest-related-links-tmp
+          path: |
+            ~/.cache/pip
+            ~/actions-suggest-related-links-tmp
           key: ${{ runner.os }}-action-${{ hashFiles('~/actions-suggest-related-links-tmp/training-data.json') }}
           restore-keys: |
             ${{ runner.os }}-action-
@@ -56,8 +58,9 @@ jobs:
           cp ~/actions-suggest-related-links-tmp/training-data.json .
           echo '${{ github.event.issue.title }} ${{ github.event.issue.body }}' > input.txt
           python3 train.py -d training-data.json -test input.txt
+          cp ./suggestions.json ~/actions-suggest-related-links-tmp/
 
-      - uses: peaceiris/actions-suggest-related-links@v0.8.8
+      - uses: peaceiris/actions-suggest-related-links@v0.9.0
         if: github.event_name != 'pull_request'
         with:
           repository: 'peaceiris/actions-gh-pages'
diff --git a/actions/src/main.ts b/actions/src/main.ts
index 264b41c..ce6da70 100644
--- a/actions/src/main.ts
+++ b/actions/src/main.ts
@@ -74,7 +74,7 @@ export async function run(): Promise<void> {
       const eventType = context.payload.action;
       if (eventType === 'opened') {
         core.info(`[INFO] event type: ${eventType}`);
-        await suggest(inps);
+        await suggest(inps, tmpDir);
       } else if (eventType === 'edited') {
         core.warning(`[WARN] ${eventType} event type is not supported`);
       } else {
diff --git a/actions/src/suggest.ts b/actions/src/suggest.ts
index 0149fc9..1e2074d 100644
--- a/actions/src/suggest.ts
+++ b/actions/src/suggest.ts
@@ -2,11 +2,12 @@ import {GitHubAPI} from './github-api';
 import {Inputs} from './interfaces';
 import {context} from '@actions/github/lib/utils';
 import {md2text, removeSymbols} from './preprocess';
+import fs from 'fs';
+import path from 'path';
 
-export async function suggest(inps: Inputs): Promise<void> {
+export async function suggest(inps: Inputs, tmpDir: string): Promise<void> {
   // eslint-disable-next-line @typescript-eslint/no-explicit-any
   const body = `${(context.payload.issue as any).body}`;
-  const githubAPI = new GitHubAPI(inps.GithubToken, context.repo.owner, context.repo.repo);
   const suggestBody = (() => {
     if (body === '') {
       return 'context body is empty';
@@ -14,5 +15,17 @@ export async function suggest(inps: Inputs): Promise<void> {
       return removeSymbols(md2text(body));
     }
   })();
-  await githubAPI.createComment(suggestBody);
+  console.log(suggestBody);
+
+  const results = JSON.parse(fs.readFileSync(path.join(tmpDir, 'suggestions.json'), 'utf8'));
+  const topNcount = 3;
+  let commentBody = '';
+  for (let i = 0; i < topNcount; i++) {
+    commentBody += `- [${results[i].title}](${results[i].html_url}) (${results[
+      i
+    ].probability.toFixed(3)})\n`;
+  }
+
+  const githubAPI = new GitHubAPI(inps.GithubToken, context.repo.owner, context.repo.repo);
+  await githubAPI.createComment(commentBody);
 }
diff --git a/models/.gitignore b/models/.gitignore
index bdc6960..af09fcd 100644
--- a/models/.gitignore
+++ b/models/.gitignore
@@ -2,3 +2,4 @@
 *.txt
 suggestions.json
 training_data/
+fasttext/try-suggest.ts