diff --git a/README.md b/README.md
index f4119f9e..0fbada48 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 
 <p align="center">
   <a href="https://pypi.org/project/reme-ai/"><img src="https://img.shields.io/badge/python-3.12+-blue" alt="Python Version"></a>
-  <a href="https://pypi.org/project/reme-ai/"><img src="https://img.shields.io/badge/pypi-v0.1-blue?logo=pypi" alt="PyPI Version"></a>
+  <a href="https://pypi.org/project/reme-ai/"><img src="https://img.shields.io/badge/pypi-v0.1.10.2-blue?logo=pypi" alt="PyPI Version"></a>
   <a href="./LICENSE"><img src="https://img.shields.io/badge/license-Apache--2.0-black" alt="License"></a>
   <a href="https://github.com/modelscope/ReMe"><img src="https://img.shields.io/github/stars/modelscope/ReMe?style=social" alt="GitHub Stars"></a>
 </p>
@@ -28,6 +28,7 @@ Personal memory helps "**understand user preferences**", task memory helps agent
 
 ## 📰 Latest Updates
 
+- **[2025-10]** 🚀 ReMe v0.1.10.2 released! Core enhancement: direct Python import support. You can now use ReMe without starting an HTTP or MCP service - simply `from reme_ai import ReMeApp` and call methods directly in your Python code.
 - **[2025-10]** 🔧 Tool Memory support is now available! Enables data-driven tool selection and parameter optimization through historical performance tracking. Check out the [Tool Memory Guide](docs/tool_memory/tool_memory.md) and [benchmark results](docs/tool_memory/tool_bench.md).
 - **[2025-09]** 🎉 ReMe v0.1.9 has been officially released, adding support for asynchronous operations. It has also been
   integrated into the memory service of agentscope-runtime.
diff --git a/pyproject.toml b/pyproject.toml
index 69652fe4..cdb2ed86 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "reme_ai"
-version = "0.1.10.1"
+version = "0.1.10.2"
 description = "Remember me"
 authors = [
     { name = "jinli.yl", email = "jinli.yl@alibaba-inc.com" },
diff --git a/reme_ai/__init__.py b/reme_ai/__init__.py
index c84f6720..68eab1d5 100644
--- a/reme_ai/__init__.py
+++ b/reme_ai/__init__.py
@@ -4,4 +4,4 @@ from . import retrieve
 from . import summary
 from . import vector_store
 
-__version__ = "0.1.10.1"
+__version__ = "0.1.10.2"