TencentDB Agent Memory review — local AI memory layer (9.2K GitHub stars).
My agent forgot everything the moment I closed it. So I found the project trending on Trendshift, climbing past nine thousand stars in weeks of momentum.

It's TencentDB Agent Memory. Installed via npm, and my agent recalled facts across sessions with zero data leaving my machine.

📄 FREE GUIDE (PDF): https://drive.google.com/file/d/10hhoXj2OV5i76uBpVZLC-bZ9FrBZNb8J/view?usp=drivesdk

🔗 Repo: https://github.com/TencentCloud/TencentDB-Agent-Memory
9,203+ stars · NOASSERTION license · latest v0.3.6

⏱ In this TencentDB Agent Memory local AI memory layer review:
• Four-layer semantic memory pyramid
• Mermaid symbol graph cuts tokens
• Zero-config auto-discovery on chat
• Honest limits: The catch is real lock-in: memory only works through the Hermes gateway, and the first auto-discovery conversation lags noticeably while it boots.

🔧 INSTALL:
cd ~/.memory-tencentdb/tdai-memory-openclaw-plugin
npm install –omit=dev
npm install tsx

💬 Pinned question: Local memory you own, or convenient cloud storage?

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