diff --git a/README.md b/README.md
index 0c7cb76f..1c909fc8 100644
--- a/README.md
+++ b/README.md
@@ -8,6 +8,7 @@
   <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="./LICENSE"><img src="https://img.shields.io/badge/license-Apache--2.0-black" alt="License"></a>
+  <a href="https://docs.agentscope.io/reme"><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>
@@ -315,7 +316,7 @@ are mainly for maintenance, debugging, or advanced integration. Run `reme help`
 - **Issues and requests**: Check [Open Issues](https://github.com/agentscope-ai/ReMe/issues) first. If there is no
   related discussion, open a new issue with background, expected behavior, and impact scope.
 - **Code contributions**: Before making changes, read
-  the [contribution guide](https://docs.agentscope.io/reme/stable/en/contributing). Source, schemas, and tests are the
+  the [contribution guide](https://docs.agentscope.io/reme/latest/en/contribution). Source, schemas, and tests are the
   authoritative architecture and extension guide.
 - **Documentation contributions**: Submit user-facing documentation changes to the
   [unified documentation repository](https://github.com/agentscope-ai/docs) under `reme/<version>/{en,zh}/`.
@@ -324,7 +325,7 @@ are mainly for maintenance, debugging, or advanced integration. Run `reme help`
 - **Pre-submit checks**: Before submitting a PR, try to run `pre-commit run --all-files` and `pytest`. If tests that
   depend on LLMs, embeddings, or external services cannot run, explain that in the PR.
 - **Get help**: Use [GitHub Issues](https://github.com/agentscope-ai/ReMe/issues) for bugs and feature requests. Project
-  documentation is available at [https://docs.agentscope.io/](https://docs.agentscope.io/reme/stable/en/).
+  documentation is available at [https://docs.agentscope.io/reme](https://docs.agentscope.io/reme).
 
 ### Contributors
 
diff --git a/README_ZH.md b/README_ZH.md
index 3c6f2378..79ecf6f3 100644
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -8,6 +8,7 @@
   <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="./LICENSE"><img src="https://img.shields.io/badge/license-Apache--2.0-black" alt="License"></a>
+  <a href="https://docs.agentscope.io/reme"><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>
@@ -301,7 +302,7 @@ frontmatter 和文件操作接口主要用于维护、调试或高级集成。
 
 - **问题反馈与需求**：请先查看 [Open Issues](https://github.com/agentscope-ai/ReMe/issues)；如无相关讨论，可新建 Issue
   说明背景、目标行为和影响范围。
-- **代码贡献**：改动前建议阅读 [贡献指南](https://docs.agentscope.io/reme/stable/zh/contributing)。架构与扩展方式以源码、schema
+- **代码贡献**：改动前建议阅读 [贡献指南](https://docs.agentscope.io/reme/latest/zh/contribution)。架构与扩展方式以源码、schema
   和测试为准。
 - **文档贡献**：用户可见文档请提交到[统一文档仓库](https://github.com/agentscope-ai/docs)的 `reme/<version>/{en,zh}/` 目录。
 - **提交规范**：建议使用 Conventional Commits，例如 `feat(search): add link expansion option`、
@@ -309,7 +310,7 @@ frontmatter 和文件操作接口主要用于维护、调试或高级集成。
 - **提交前检查**：提交 PR 前请尽量运行 `pre-commit run --all-files` 和 `pytest`；如有依赖 LLM、embedding 或外部服务的测试无法运行，请在
   PR 中说明。
 - **获取帮助**：如需反馈 Bug 或功能请求，请使用 [GitHub Issues](https://github.com/agentscope-ai/ReMe/issues)；项目文档见
-  [https://docs.agentscope.io/](https://docs.agentscope.io/reme/stable/zh/)。
+  [https://docs.agentscope.io/reme](https://docs.agentscope.io/reme)。
 
 ### 贡献者