zilliztechzilliztechOfficialยท5 Agent Skills Included

memsearch

Give AI coding agents persistent, searchable memory across sessions

Captures AI coding agent conversations automatically and turns them into searchable markdown memory files. Recalls past decisions, debugging notes, and project context across Claude Code, Codex, OpenClaw, OpenCode, and DeepSeek Harness. Eliminates lost context between sessions and repeated explanations, and distills repeated workflows into reusable agent skills.
npx skills add zilliztech/memsearch --all -g -y
Available:

Explains the memsearch architecture, plugin hook design, and memory-recall skill flow so AI agents understand how memory capture, search, and skill distillation work when operating in this repository.

All Skills in This Repository (5)

Pure Emerald Level Indicators

Frequently Asked Questions

FAQPage Schema
How to install memsearch?โ–ผ

Run `npx skills add zilliztech/memsearch --all -g -y` in your terminal to install all skills in this suite globally.

How to give AI coding agents long-term memory?โ–ผ

memsearch automatically captures every conversation turn, summarizes it into daily markdown files, and indexes them with hybrid vector and keyword search so your agent can recall past work.

Which AI agents does memsearch support?โ–ผ

It works with Claude Code, Codex, OpenClaw, OpenCode, and DeepSeek Harness, and memories are shared across all of them through one common store.

Does memsearch need an API key or paid model?โ–ผ

No. By default it uses a local ONNX embedding model that runs on your CPU for free, with optional support for OpenAI, Gemini, Anthropic, and other providers.

Can memsearch turn past work into reusable skills?โ–ผ

Yes. The memory-to-skill skill mines your conversation history for recurring workflows and converts them into installable agent skills after your approval.

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