memsearch

<h1 align="center"> <img src="assets/logo-icon.jpg" alt="" width="100" valign="middle"> &nbsp; memsearch </h1> <p align="center"> <strong><a href="https://github.com/openclaw/openclaw">OpenClaw</a>'s memory, everywhere.</strong> </p> <p align="center"> <a href="https://pypi.org/project/memsearch/"><img src="https://img.shields.io/pypi/v/memsearch?style=flat-square&color=blue" alt="PyPI"></a> <a href="https://zilliztech.github.io/memsearch/claude-plugin/"><img src="https://img.shields.io/badge/Claude_Code-plugin-c97539?style=flat-square&logo=claude&logoColor=white" alt="Claude Code Plugin"></a> <a href="https://pypi.org/project/memsearch/"><img src="https://img.shields.io/badge/python-%3E%3D3.10-blue?style=flat-square&logo=python&logoColor=white" alt="Python"></a> <a href="https://github.com/zilliztech/memsearch/blob/main/LICENSE"><img src="https://img.shields.io/github/license/zilliztech/memsearch?style=flat-square" alt="License"></a> <a href="https://zilliztech.github.io/memsearch/"><img src="https://img.shields.io/badge/docs-memsearch-blue?style=flat-square" alt="Docs"></a> <a href="https://github.com/zilliztech/memsearch/stargazers"><img src="https://img.shields.io/github/stars/zilliztech/memsearch?style=flat-square" alt="Stars"></a> <a href="https://discord.com/invite/FG6hMJStWu"><img src="https://img.shields.io/badge/Discord-chat-7289da?style=flat-square&logo=discord&logoColor=white" alt="Discord"></a> <a href="https://x.com/zilliz_universe"><img src="https://img.shields.io/badge/follow-%40zilliz__universe-000000?style=flat-square&logo=x&logoColor=white" alt="X (Twitter)"></a> </p>

https://github.com/user-attachments/assets/31de76cc-81a8-4462-a47d-bd9c394d33e3

💡 Give your AI agents persistent memory in a few lines of code. Write memories as markdown, search them semantically. Inspired by OpenClaw's markdown-first memory architecture. Pluggable into any agent framework.

✨ Why memsearch?

• 📝 — human-readable, -friendly, zero vendor lock-in. Your memories are just files

<details> <summary><b>Optional embedding providers</b></summary> </details>