
Krimto
io.github.krimto-labs由 GitHub 帳號 krimto-labs 發布v0.2.47更新於 Nov 3, 2026
Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.
概覽
Krimto 為 AI 程式開發助理提供持久記憶,以 markdown 檔案存放在你自己的 git 儲存庫中,並依使用者、團隊、組織分層。
- 可以做什麼
- 在你請助理「記住某事」時儲存可追溯的持久事實,並在新的對話、其他編輯器或另一台機器上回想起來。
- 把每筆記憶存成你所掌控的 git 儲存庫中的純 markdown 檔案,可閱讀、編輯、在 PR 中審閱,並用 git log 稽核。
- 將知識依個人、團隊或整個組織劃分範圍,回想時最特定的範圍優先。
- 在 Claude Code、Cursor、Codex、Gemini CLI 等多個編輯器與機器之間共用同一份記憶。
- 可執行本機 HTTP 服務與瀏覽器面板,或用 Docker 自行架設,以便瀏覽筆記。
- 適用情境
- 適合希望助理跨工作階段、跨編輯器、跨機器記住專案事實與偏好,又不想依賴廠商資料庫的情境。也適合想共用助理知識、同時保留個人、團隊與組織分層,並把資料留在自己 git 中的小型團隊。
- 執行需求
- 透過 npx 以本機 stdio 程序執行,需要 Node.js 20 或更新版本。初始化指令會自動接上支援的編輯器,其他 MCP 用戶端需手動填寫設定。團隊模式需要管理員電子郵件、組織與團隊名稱、可選的共用 git 遠端儲存庫,以及含伺服器位址與金鑰的加入指令。個人使用不需帳號。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Krimto,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
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.
來源:README.md,提交 bee75e3
工具
0版本歷史
1- v0.2.47最新Sep 16, 2026
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