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.

已验证STDIO仅桌面知识与记忆开发者工具

概览

AI 生成的概览

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。
安装前请注意
记忆会写入主目录下的文件夹,团队模式下还可能同步到共享 git 远程仓库或共享服务器,因此助手记录的内容可能被队友看到。团队设置涉及加入密钥和服务器地址,应视为凭据。初始化命令可能添加常驻规则,使助手自行使用记忆,从而在你未明确要求时也保存事实。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Krimto,将其添加到工作区。
  2. 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:

console
$ cat ~/.krimto/user/[email protected]/favorite-color.md---id: fct_01KT3BDSYY1KK80SG3S7KBEV58scope: user/[email protected]title: Favorite colorauthor: [email protected]created: 2026-06-02T05:03:14Zupdated: 2026-06-02T05:03:14Ztags:  - personalsource: claude-code---
User's favorite color is red.
$ git -C ~/.krimto log --oneline -18bc5b86 krimto: write batch — 1 fact

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 log the audit trail, edit it in any editor, review it in a pull request. No vendor database, no lock-in.
  • Governed user → team → org hierarchy. 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)

bash
npx @krimto-labs/krimto init

The setup wizard detects your editor, wires it up, and turns on automatic memory. Then, in any chat:

"Remember that our staging DB resets every Sunday."

Open a new chat and ask:

"What do you know about staging?"   → it remembers.

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:

EditorSetup
Cursorauto-connects
Claude Codeauto-connects
Codexmanual snippet
Gemini CLImanual snippet

To connect any MCP client manually, point it at Krimto over stdio:

bash
claude mcp add krimto -- npx -y @krimto-labs/krimto

…or the config-file form (Cursor, Codex, Gemini CLI, etc. use the same shape):

json
{ "mcpServers": { "krimto": { "command": "npx", "args": ["-y", "@krimto-labs/krimto"] } } }

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:

bash
/plugin marketplace add krimto-labs/krimto/plugin install krimto@krimto

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:

  1. Storage — facts are markdown files in a git repository (the source of truth; git is the audit log).
  2. Index — a SQLite + sqlite-vec hybrid index (keyword + vector) for fast retrieval, with scope precedence applied at ranking time.
  3. 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:

bash
npx @krimto-labs/krimto team init

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:

bash
krimto join --server <url> --key <key>

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.

bash
# HTTP server + browser dashboard at http://localhost:8080npx @krimto-labs/krimto serve
# or Dockerdocker run -d -p 8080:8080 -v ~/.krimto:/data ghcr.io/krimto-labs/krimto:latest

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

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版本历史

1
  1. v0.2.47最新Sep 16, 2026

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