docs(readme): enhance README with community engagement and feature highlights

README.md

@@ -14,6 +14,9 @@
   <em>Remember Me, Refine Me.</em>
 </p>
 
+> ⭐ **Love ReMe?** Star the repo to help more builders discover memory-first agents.<br>
+> 📨 **Stay in the loop:** Watch for releases so you never miss a new capability.
+
 <p align="center">
   English | <a href="./README_zh.md">简体中文</a>
 </p>
@@ -31,6 +34,18 @@ Personal memory helps "**understand user preferences**", task memory helps agent
 
 ---
 
+## 🚀 Why Teams Choose ReMe
+
+- **Ship smarter agents faster**: Plug-and-play memory primitives with configurable pipelines.
+- **Amplify success rates**: Validated lifts up to **+15%** on tool usage and **+9.7%** on multi-turn tasks (see Experiments).
+- **Scale with confidence**: Unified memory across users, tasks, and tools—no more babysitting embedding hacks.
+- **Deploy anywhere**: HTTP server, MCP service, or direct Python import—same config, same results.
+- **Team-ready workflows**: Pre-built libraries, audit trails, and guideline generation keep agents accountable.
+
+> **Quick win:** Try the Quick Start below, then drop a ⭐ if ReMe saves you tokens, time, or both.
+
+---
+
 ## ✨ Architecture Design
 
 <p align="center">
@@ -732,6 +747,14 @@ You can find more details in [tool_bench.md](docs/tool_memory/tool_bench.md) and
 
 ---
 
+## ⭐ Support & Community
+
+- **Star & Watch**: Stars surface ReMe to more agent builders; watching keeps you updated on new releases.
+- **Share your wins**: Open an issue or discussion with what ReMe unlocked for your agents—we love showcasing community builds.
+- **Need a feature?** File a request and we’ll help shape it together.
+
+---
+
 ## 🤝 Contribution
 
 We believe the best memory systems come from collective wisdom. Contributions welcome 👉[Guide](docs/contribution.md):

README_zh.md

@@ -14,6 +14,9 @@
   <em>Remember Me, Refine Me.</em>
 </p>
 
+> ⭐ 喜欢 ReMe 吗？给仓库点个 Star，让更多开发者发现记忆驱动的智能体。<br>
+> 📨 想第一时间获知新功能？Watch 项目即可同步最新动态。
+
 <p align="center">
   <a href="./README.md">English</a> | 简体中文
 </p>
@@ -30,6 +33,18 @@ ReMe 为智能体提供统一的记忆系统——支持在用户、任务与智
 
 ---
 
+## 🚀 为什么团队选择 ReMe
+
+- **快速打造更聪明的智能体**：内置记忆能力和可配置流程，即插即用。
+- **显著提升成功率**：在工具使用与多轮任务中验证最高可带来 **15%**+ 的效果提升（详见实验）。
+- **统一管理可扩展**：跨用户、任务、工具的记忆一体化，再也不用手工维护向量库。
+- **部署方式灵活**：HTTP 服务、MCP 协议、Python 直连，统一配置即可复用。
+- **团队协作友好**：内置记忆库、审计留痕与指南生成，让智能体决策可复盘。
+
+> 快速试用下方的 Quick Start，如果 ReMe 帮你节省时间或 Token，别忘了点个 ⭐。
+
+---
+
 ## ✨ 架构设计
 
 <p align="center">
@@ -294,6 +309,14 @@ Pass@K 衡量在生成 K 个候选中至少一个成功完成任务（score=1）
 
 ---
 
+## ⭐ 社区与支持
+
+- **Star & Watch**：Star 可以让更多智能体开发者发现 ReMe，Watch 能及时收到更新。
+- **分享你的成果**：在 Issues 或 Discussions 中展示 ReMe 带来的提升，我们乐于推荐优秀案例。
+- **想要新功能？** 提交需求或 PR，我们一起把记忆系统做得更强大。
+
+---
+
 ## 🤝 参与贡献
 
 我们相信最好的记忆系统来自群体智慧。欢迎贡献 👉 文档见 `docs/contribution.md`。