Claude Skill
zilliztech/memsearch
MemSearch is a standalone Python library providing Markdown-first memory management with semantic search for AI agents. Features embeddings, Milvus integration, and RAG capabilities.
Overview
Repository
Install this Skill
git clone --depth 1 https://github.com/zilliztech/memsearch.gitRegistry
git clone --depth 1 https://github.com/zilliztech/memsearch.gituv tool install memsearch # via uvpip install memsearch # plain pippip install memsearch # into an activated venvuv tool install "memsearch[onnx]"
Summary
MemSearch is a Markdown-first memory system designed as a standalone library for AI agents. It provides structured memory management with semantic search capabilities, inspired by OpenClaw and built with Python.
一个以Markdown为先的记忆系统，一个适用于任何AI智能体的独立库。灵感源自OpenClaw。
Key features
- Markdown-first memory system
- Standalone library for AI agents
- Semantic search capabilities
- Inspired by OpenClaw design
- Python implementation
- Integration with embeddings and Milvus
Use cases
- AI agent memory management
- Progressive disclosure systems
- RAG (Retrieval-Augmented Generation) applications
- Semantic search implementations
- Claude Skill development
- Agent memory persistence
README excerpt
<h1 align="center"> <img src="assets/logo-icon.jpg" alt="" width="100" valign="middle"> memsearch </h1> <p align="center"> <strong>Cross-platform semantic memory for AI coding agents.</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/platforms/claude-code/"><img src="https://img.shields.io/badge/Claude_Code-plugin-c97539?style=flat-square&logo=claude&logoColor=white" alt="Claude Code"></a> <a href="https://zilliztech.github.io/memsearch/platforms/openclaw/"><img src="https://img.shields.io/badge/OpenClaw-plugin-4a9eff?style=flat-square" alt="OpenClaw"></a> <a href="https://zilliztech.github.io/memsearch/platforms/opencode/"><img src="https://img.shields.io/badge/OpenCode-plugin-22c55e?style=flat-square" alt="OpenCode"></a> <a href="https://zilliztech.github.io/memsearch/platforms/codex/"><img src="https://img.shields.io/badge/Codex_CLI-plugin-ff6b35?style=flat-square" alt="Codex CLI"></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://github.com/zilliztech/memsearch/actions/workflows/test.yml"><img src="https://img.shields.io/github/actions/workflow/status/zilliztech/memsearch/test.yml?branch=main&style=flat-square" alt="Tests"></a> <a href="https://zilliztech.github.io/memsearch/"><img src="https://img.shields.io/badge/docs-memsearch-blue?style=flat-squ