
Krimto
io.github.krimto-labs由 GitHub 账号 krimto-labs 发布v0.2.47更新于 Nov 3, 2026
Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.
概览
Krimto 为 AI 编程助手提供持久记忆,以 markdown 文件形式存放在你自己的 git 仓库中,并按用户、团队、组织分级。
- 可以做什么
- 在你让助手“记住某事”时保存可追溯的持久事实,并在新会话、其他编辑器或另一台机器上回忆起来。
- 把每条记忆保存为你所控制的 git 仓库中的纯 markdown 文件,可阅读、编辑、在 PR 中审阅,并用 git log 审计。
- 将知识按个人、团队或整个组织划分范围,回忆时最具体的范围优先。
- 在 Claude Code、Cursor、Codex、Gemini CLI 等多个编辑器和机器之间共享同一份记忆。
- 可运行本地 HTTP 服务与浏览器面板,或用 Docker 自托管,以便浏览笔记。
- 适用场景
- 适合希望助手跨会话、跨编辑器、跨机器记住项目事实和偏好,又不想依赖厂商数据库的场景。也适合希望共享助手知识、同时保留个人、团队与组织分级、并把数据留在自己 git 中的小团队。
- 运行要求
- 通过 npx 作为本地 stdio 进程运行,需要 Node.js 20 或更高版本。初始化命令会自动接入受支持的编辑器,其他 MCP 客户端需手动填写配置。团队模式需要管理员邮箱、组织与团队名称、可选的共享 git 远程仓库,以及包含服务器地址和密钥的加入命令。个人使用无需账号。
安装
在 SourceWeft 中
- 打开 控制台中的 Krimto,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
README
Krimto
Open-source memory for AI coding agents you own in git — governed by a real user→team→org hierarchy, not a vendor database. Solo to team. Apache-2.0.
[License: Apache 2.0] [npm] [CI]
Your agent's memory, as markdown in your own git — synced across every editor and machine. Tell your agent "remember X" in any editor and it saves a durable, attributable fact; ask later — in a new chat, a different editor, or on another machine — and it recalls the right answer. One command, no account, no vendor database: your memory follows you.
You own it: every fact is a plain markdown file in a git repo you control — readable, reviewable in a
PR, and yours. When a teammate joins, that same memory becomes a shared team brain governed by a real
user → team → org hierarchy (the most specific scope wins at recall) — the one primitive no other
memory tool ships. Solo is free; the governance is what you grow into.
See it
One npx command sets it up; then your agent saves a fact in Claude Code and recalls it in Cursor —
no account, no database:
[Krimto — save a fact in Claude Code, recall it in Cursor]
Three short demos — solo (remember in Claude Code, recall in Cursor), cross-machine (write,
git push, recall on another laptop), and team (a teammate's fact reaches you; your personal notes
stay yours).
Because every memory is just a file in your git, you can read it yourself — no API, no dashboard needed:
That's the whole bet: your agent's memory is plain markdown in a git repo you own — not rows in someone else's database.
Why Krimto
- You own it, in your git. Every fact is a markdown file in a git repo you control —
git logthe audit trail, edit it in any editor, review it in a pull request. No vendor database, no lock-in. - Governed
user → team → orghierarchy. Knowledge is scoped to a person, a team, or the whole company, and the most specific scope wins at recall — a server-enforced primitive no other memory tool ships for free. - Follows you everywhere — cross-vendor, Apache-2.0. One MCP server syncs the same memory across Claude Code, Cursor, Codex, Gemini CLI and more — every editor and machine. Fully open source, with no managed-service restriction.
Try it in 2 minutes (solo, no account)
The setup wizard detects your editor, wires it up, and turns on automatic memory. Then, in any chat:
Open a new chat and ask:
See your notes with krimto notes (terminal) or krimto ui (browser dashboard). Your data lives in
~/.krimto — the same folder no matter which project you're working in.
Connect your agent
krimto init wires supported editors for you. What auto-connects vs. needs one copy-paste step:
To connect any MCP client manually, point it at Krimto over stdio:
…or the config-file form (Cursor, Codex, Gemini CLI, etc. use the same shape):
By default an agent uses Krimto only when you ask. Running krimto init once in your project drops a
standing rule so it uses Krimto on its own.
Install as a Claude Code plugin
Prefer Claude Code's plugin system? Add Krimto's marketplace and install it directly:
This bundles the MCP server together with Krimto's skills, the /krimto-status command, and the
memory hooks — no separate krimto init needed.
How it works
Three layers, one source of truth:
- Storage — facts are markdown files in a git repository (the source of truth; git is the audit log).
- Index — a SQLite + sqlite-vec hybrid index (keyword + vector) for fast retrieval, with scope precedence applied at ranking time.
- Access — an API server enforces who can read and write each scope (
user/team/org).
Team mode
When you're ready to share memory with teammates:
This walks you through an admin email, your org/team name, an optional shared git remote, and teammate invites — then prints a join command for each teammate:
Teammates can connect to one shared server, or each run their own Krimto synced over a shared git
remote. Personal and team notes live together and sync as a unit. Step back to solo any time with
krimto team disband (your notes are preserved).
Self-host
Krimto runs anywhere Node 20+ runs.
Run npx @krimto-labs/krimto --help for the full command surface.
Roadmap
v0.2 (current) ships the memory core, teams, the web dashboard, and the cross-vendor MCP server. Next: OAuth sign-in and a pull-request approval flow (v0.3), then a hosted Krimto Cloud (v1.0). See ROADMAP.md.
Contributing & license
Contributions welcome — see CONTRIBUTING.md and our Code of Conduct. Security reports: SECURITY.md.
Licensed under Apache-2.0. The same code is self-hostable by a solo developer or an enterprise — no tier walls.
来源:README.md,提交 bee75e3
工具
0版本历史
1- v0.2.47最新Sep 16, 2026
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