Claude Code ecosystem
memsearch
Turns the work you keep repeating into reusable skills
★ 2.5k
August 2026
MIT
Claude Code ecosystem
What it does
Semantic memory across coding agents, with a twist worth noting: it watches for workflows you repeat and distils them into installable skills, maintained in the background alongside durable PROJECT.md and USER.md notes. Cross-platform. Automatic background updating is convenient and means you should periodically check what it has decided to keep. Requires Milvus, so heavier to stand up than file-based memory. MIT.
Summary based on the project's own description. The Japanese page has a fuller beginner guide: setup difficulty, what to prepare, and a step-by-step start.
Screenshots & visuals

Before you start
- Setup difficultySome setup needed
- Command lineRequired
- API keyNot required
- Sends data onlineNo
Judged automatically from the project's own metadata. Always confirm on the official page.
memsearch FAQ
- Is memsearch free?
- Yes. It runs on your own machine, so there is no usage-based cost either.
- Do I need to install anything or write code to use memsearch?
- It needs the command line. If you are not comfortable typing commands, expect to get stuck during setup.
- Does memsearch work on a phone?
- No. It needs a computer.
- Can I use memsearch commercially?
- The licence is MIT, which permits commercial use. Conditions such as keeping the copyright notice still apply, so read the licence text before shipping it inside something.
How it compares
The conditions that decide whether you can actually use it, side by side.
| Tool | Command line | API key | Sends data out | Phone | Commercial use |
|---|---|---|---|---|---|
| memsearch (this page) | Required | Not needed | No | No | Yes |
| oh-my-openagent | Required | Required | Yes | No | Not verified |
| lazycodex | Required | Not needed | Yes | No | Yes |
| codex-mobile | Required | Not needed | Yes | No | Yes |
"Sends data out" means your input is uploaded to someone's server. Pick "No" when the material cannot leave your organisation.