From 776aa897880eff1b4530e05e6bbf63e5e39f9f01 Mon Sep 17 00:00:00 2001
From: "jinli.yl" <jinli.yl@alibaba-inc.com>
Date: Thu, 1 Oct 2026 10:03:28 +0800
Subject: [PATCH] docs: highlight project capabilities and remove Python CI
 badges

---
 README.md    | 14 ++++++++++++--
 README_ZH.md | 14 ++++++++++++--
 2 files changed, 24 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index cb48f307..d4b9d279 100644
--- a/README.md
+++ b/README.md
@@ -8,8 +8,6 @@
   <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/workflows/ci-python-tests.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-python-tests.yml/badge.svg?branch=main&amp;event=push" alt="Python Tests"></a>
-  <a href="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-python-quality.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-python-quality.yml/badge.svg?branch=main&amp;event=push" alt="Python Quality"></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>
@@ -17,6 +15,18 @@
   <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>📄 Paper · ACL 2026 Findings</kbd></a>
+  <a href="https://reme.agentscope.io/en/memory_as_file"><kbd>🧠 Memory · Local-first</kbd></a>
+  <a href="https://reme.agentscope.io/en/services#mcp"><kbd>🔌 MCP · Supported</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 673342f7..bc0f55f9 100644
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -8,8 +8,6 @@
   <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/workflows/ci-python-tests.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-python-tests.yml/badge.svg?branch=main&amp;event=push" alt="Python 测试"></a>
-  <a href="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-python-quality.yml?query=branch%3Amain"><img src="https://github.com/agentscope-ai/ReMe/actions/workflows/ci-python-quality.yml/badge.svg?branch=main&amp;event=push" alt="Python 代码质量"></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>
@@ -17,6 +15,18 @@
   <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>📄 Paper · ACL 2026 Findings</kbd></a>
+  <a href="https://reme.agentscope.io/zh/memory_as_file"><kbd>🧠 Memory · Local-first</kbd></a>
+  <a href="https://reme.agentscope.io/zh/services#mcp"><kbd>🔌 MCP · Supported</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>