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docs(readme): update python version and pypi version badges- Updated Python version badge from 3.12+ to 3.10+

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README.md
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</p>
<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-v0.1.10.x-blue?logo=pypi" alt="PyPI Version"></a>
<a href="https://pypi.org/project/reme-ai/"><img src="https://img.shields.io/badge/python-3.10+-blue" alt="Python Version"></a>
<a href="https://pypi.org/project/reme-ai/"><img src="https://img.shields.io/badge/pypi-v0.2.0-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/agentscope-ai/ReMe"><img src="https://img.shields.io/github/stars/modelscope/ReMe?style=social" alt="GitHub Stars"></a>
</p>
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## 📰 Latest Updates
- **[2025-10]** 🚀 ReMe v0.1.10 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.
- **[2025-09]** 🎉 ReMe v0.1 officially released, integrating task memory and personal memory. If you want to use the
original memoryscope project, you can find it
in [MemoryScope](https://github.com/agentscope-ai/ReMe/tree/memoryscope_branch).
- **[2025-09]** 🧪 We validated the effectiveness of task memory extraction and reuse in agents in appworld, bfcl(v3),
and frozenlake environments. For more information,
check [appworld exp](docs/cookbook/appworld/quickstart.md), [bfcl exp](docs/cookbook/bfcl/quickstart.md),
and [frozenlake exp](docs/cookbook/frozenlake/quickstart.md).
- **[2025-08]** 🚀 MCP protocol support is now available -> [MCP Quick Start](docs/mcp_quick_start.md).
- **[2025-06]** 🚀 Multiple backend vector storage support (Elasticsearch &
ChromaDB) -> [Vector DB quick start](docs/vector_store_api_guide.md).
- **[2024-09]** 🧠 [MemoryScope](https://github.com/agentscope-ai/ReMe/tree/memoryscope_branch) v0.1 released,
personalized and time-aware memory storage and usage.
- **[2025-10]** 🚀 Direct Python import support: use `from reme_ai import ReMeApp` without HTTP/MCP service
- **[2025-10]** 🔧 Tool Memory: data-driven tool selection and parameter optimization ([Guide](docs/tool_memory/tool_memory.md))
- **[2025-09]** 🎉 Async operations support, integrated into agentscope-runtime
- **[2025-09]** 🎉 Task memory and personal memory integration
- **[2025-09]** 🧪 Validated effectiveness in appworld, bfcl(v3), and frozenlake ([Experiments](docs/cookbook))
- **[2025-08]** 🚀 MCP protocol support ([Quick Start](docs/mcp_quick_start.md))
- **[2025-06]** 🚀 Multiple backend vector storage (Elasticsearch & ChromaDB) ([Guide](docs/vector_store_api_guide.md))
- **[2024-09]** 🧠 Personalized and time-aware memory storage
---

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docs/index.md
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<em>Remember Me, Refine Me.</em>
<div class="flex justify-center space-x-3">
<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-v0.1.10.7-blue?logo=pypi" alt="PyPI Version"></a>
<a href="https://pypi.org/project/reme-ai/"><img src="https://img.shields.io/badge/python-3.10+-blue" alt="Python Version"></a>
<a href="https://pypi.org/project/reme-ai/"><img src="https://img.shields.io/badge/pypi-v0.2.0-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/agentscope-ai/ReMe"><img src="https://img.shields.io/github/stars/modelscope/ReMe?style=social" alt="GitHub Stars"></a>
</div>