diff --git a/services/webhook/matrix.go b/services/webhook/matrix.go
index f4c4cf0e9..59eae4830 100644
--- a/services/webhook/matrix.go
+++ b/services/webhook/matrix.go
@@ -195,7 +195,7 @@ func (m *MatrixPayloadUnsafe) PullRequest(p *api.PullRequestPayload) (api.Payloa
 func (m *MatrixPayloadUnsafe) Review(p *api.PullRequestPayload, event webhook_model.HookEventType) (api.Payloader, error) {
 	senderLink := MatrixLinkFormatter(setting.AppURL+url.PathEscape(p.Sender.UserName), p.Sender.UserName)
 	title := fmt.Sprintf("#%d %s", p.Index, p.PullRequest.Title)
-	titleLink := fmt.Sprintf("%s/pulls/%d", p.Repository.HTMLURL, p.Index)
+	titleLink := MatrixLinkFormatter(p.PullRequest.URL, title)
 	repoLink := MatrixLinkFormatter(p.Repository.HTMLURL, p.Repository.FullName)
 	var text string
 
@@ -206,7 +206,7 @@ func (m *MatrixPayloadUnsafe) Review(p *api.PullRequestPayload, event webhook_mo
 			return nil, err
 		}
 
-		text = fmt.Sprintf("[%s] Pull request review %s: [%s](%s) by %s", repoLink, action, title, titleLink, senderLink)
+		text = fmt.Sprintf("[%s] Pull request review %s: %s by %s", repoLink, action, titleLink, senderLink)
 	}
 
 	return getMatrixPayloadUnsafe(text, nil, m.AccessToken, m.MsgType), nil
diff --git a/services/webhook/matrix_test.go b/services/webhook/matrix_test.go
index 4cab84533..624986ee9 100644
--- a/services/webhook/matrix_test.go
+++ b/services/webhook/matrix_test.go
@@ -140,7 +140,7 @@ func TestMatrixPayload(t *testing.T) {
 		require.IsType(t, &MatrixPayloadUnsafe{}, pl)
 
 		assert.Equal(t, "[[test/repo](http://localhost:3000/test/repo)] Pull request review approved: [#12 Fix bug](http://localhost:3000/test/repo/pulls/12) by [user1](https://try.gitea.io/user1)", pl.(*MatrixPayloadUnsafe).Body)
-		assert.Equal(t, `[<a href="http://localhost:3000/test/repo">test/repo</a>] Pull request review approved: [#12 Fix bug](http://localhost:3000/test/repo/pulls/12) by <a href="https://try.gitea.io/user1">user1</a>`, pl.(*MatrixPayloadUnsafe).FormattedBody)
+		assert.Equal(t, `[<a href="http://localhost:3000/test/repo">test/repo</a>] Pull request review approved: <a href="http://localhost:3000/test/repo/pulls/12">#12 Fix bug</a> by <a href="https://try.gitea.io/user1">user1</a>`, pl.(*MatrixPayloadUnsafe).FormattedBody)
 	})
 
 	t.Run("Repository", func(t *testing.T) {