diff --git a/README.md b/README.md
index d34f3f9d..e9930f1c 100644
--- a/README.md
+++ b/README.md
@@ -8,15 +8,25 @@
   <a href="https://pepy.tech/project/reme-ai/"><img src="https://img.shields.io/pypi/dm/reme-ai" alt="PyPI Downloads"></a>
   <a href="https://github.com/agentscope-ai/ReMe"><img src="https://img.shields.io/github/commit-activity/m/agentscope-ai/ReMe?style=flat-square" alt="GitHub commit activity"></a>
   <a href="https://github.com/agentscope-ai/ReMe/commits/main/"><img src="https://img.shields.io/github/last-commit/agentscope-ai/ReMe/main?display_timestamp=committer&amp;label=last%20updated" alt="Last updated on main"></a>
-  <a href="https://github.com/agentscope-ai/ReMe/actions?query=branch%3Amain"><img src="https://img.shields.io/github/checks-status/agentscope-ai/ReMe/main?label=CI&amp;logo=githubactions" alt="CI status for the latest main commit"></a>
   <a href="./LICENSE"><img src="https://img.shields.io/badge/license-Apache--2.0-black" alt="License"></a>
   <a href="https://reme.agentscope.io"><img src="https://img.shields.io/badge/docs-ReMe-blue" alt="Documentation"></a>
   <a href="./README.md"><img src="https://img.shields.io/badge/English-Click-yellow" alt="English"></a>
   <a href="./README_ZH.md"><img src="https://img.shields.io/badge/简体中文-点击查看-orange" alt="简体中文"></a>
-  <a href="https://github.com/agentscope-ai/ReMe"><img src="https://img.shields.io/github/stars/agentscope-ai/ReMe?style=social" alt="GitHub Stars"></a>
   <a href="https://deepwiki.com/agentscope-ai/ReMe"><img src="https://img.shields.io/badge/DeepWiki-Ask_Devin-navy.svg" alt="DeepWiki"></a>
 </p>
 
+<p align="center">
+  <a href="https://aclanthology.org/2026.findings-acl.829/"><kbd>ACL 2026 Findings</kbd></a>
+  <a href="https://reme.agentscope.io/en/memory_as_file"><kbd>Memory as Files</kbd></a>
+  <a href="https://reme.agentscope.io/en/services#mcp"><kbd>MCP</kbd></a>
+  <a href="https://github.com/agentscope-ai/ReMe/graphs/contributors"><kbd>Contributors</kbd></a>
+</p>
+
+<p align="center">
+  <a href="https://github.com/agentscope-ai/ReMe/actions/workflows/security-codeql.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/security-codeql.yml/badge.svg?branch=main" alt="CodeQL"></a>
+  <a href="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-packages.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-packages.yml/badge.svg?branch=main&amp;event=push" alt="Package Build"></a>
+</p>
+
 <p align="center">
 <a href="https://trendshift.io/repositories/20528" target="_blank"><img src="https://trendshift.io/api/badge/repositories/20528" alt="agentscope-ai%2FReMe | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 </p>
diff --git a/README_ZH.md b/README_ZH.md
index f1afafab..1ea42045 100644
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -8,15 +8,25 @@
   <a href="https://pepy.tech/project/reme-ai/"><img src="https://img.shields.io/pypi/dm/reme-ai" alt="PyPI Downloads"></a>
   <a href="https://github.com/agentscope-ai/ReMe"><img src="https://img.shields.io/github/commit-activity/m/agentscope-ai/ReMe?style=flat-square" alt="GitHub commit activity"></a>
   <a href="https://github.com/agentscope-ai/ReMe/commits/main/"><img src="https://img.shields.io/github/last-commit/agentscope-ai/ReMe/main?display_timestamp=committer&amp;label=%E6%9C%80%E8%BF%91%E6%9B%B4%E6%96%B0" alt="main 分支最近更新时间"></a>
-  <a href="https://github.com/agentscope-ai/ReMe/actions?query=branch%3Amain"><img src="https://img.shields.io/github/checks-status/agentscope-ai/ReMe/main?label=CI&amp;logo=githubactions" alt="main 最新提交的 CI 状态"></a>
   <a href="./LICENSE"><img src="https://img.shields.io/badge/license-Apache--2.0-black" alt="License"></a>
   <a href="https://reme.agentscope.io"><img src="https://img.shields.io/badge/docs-ReMe-blue" alt="文档"></a>
   <a href="./README.md"><img src="https://img.shields.io/badge/English-Click-yellow" alt="English"></a>
   <a href="./README_ZH.md"><img src="https://img.shields.io/badge/简体中文-点击查看-orange" alt="简体中文"></a>
-  <a href="https://github.com/agentscope-ai/ReMe"><img src="https://img.shields.io/github/stars/agentscope-ai/ReMe?style=social" alt="GitHub Stars"></a>
   <a href="https://deepwiki.com/agentscope-ai/ReMe"><img src="https://img.shields.io/badge/DeepWiki-Ask_Devin-navy.svg" alt="DeepWiki"></a>
 </p>
 
+<p align="center">
+  <a href="https://aclanthology.org/2026.findings-acl.829/"><kbd>ACL 2026 Findings</kbd></a>
+  <a href="https://reme.agentscope.io/zh/memory_as_file"><kbd>Memory as Files</kbd></a>
+  <a href="https://reme.agentscope.io/zh/services#mcp"><kbd>MCP</kbd></a>
+  <a href="https://github.com/agentscope-ai/ReMe/graphs/contributors"><kbd>Contributors</kbd></a>
+</p>
+
+<p align="center">
+  <a href="https://github.com/agentscope-ai/ReMe/actions/workflows/security-codeql.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/security-codeql.yml/badge.svg?branch=main" alt="CodeQL"></a>
+  <a href="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-packages.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-packages.yml/badge.svg?branch=main&amp;event=push" alt="Package Build"></a>
+</p>
+
 <p align="center">
 <a href="https://trendshift.io/repositories/20528" target="_blank"><img src="https://trendshift.io/api/badge/repositories/20528" alt="agentscope-ai%2FReMe | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
 </p>