🐍 Python 3.14 Support
This minor release extends Python compatibility from 3.10-3.13 to 3.10-3.14, enabling adoption by projects requiring the latest Python version.
✨ What's New
Python 3.14 Compatibility
- 🆕 Full support for Python 3.14 (3.10-3.14 now supported)
- 📦 Tokenizers dependency upgraded from ==0.20.3 to >=0.22.2
- 🔧 Resolves PyO3 compatibility issues preventing installation on Python 3.14
- 🔄 Tokenizers API migration: encode((query, text)) → encode(query, pair=text) in ONNX ranker
- ✅ Zero breaking changes - full backward compatibility maintained
- 🧪 All 1005 tests passing across all supported Python versions
🐛 Fixes
- #376: Python 3.14 installation blocked by tokenizers dependency constraint
📦 Installation
pip install mcp-memory-service==10.1.0🔄 Upgrade Notes
This is a minor release (10.0.3 → 10.1.0) with no breaking changes. Existing deployments can upgrade seamlessly:
pip install --upgrade mcp-memory-service📊 Testing
- ✅ 1005 tests passing
- ✅ Tested on Python 3.10, 3.11, 3.12, 3.13, 3.14
- ✅ All storage backends verified (SQLite-Vec, Cloudflare, Hybrid)
- ✅ Quality system, consolidation, and graph features validated
🙏 Contributors
Thanks to @doobidoo for reporting #376 and testing the fix across Python versions.
Full Changelog: https://github.com/doobidoo/mcp-memory-service/blob/main/CHANGELOG.md#1010---2026-01-25