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GitHub - krimto-labs/krimto: Open-source team memory laye...
paulbuiko · 2026-06-02 · via Show HN

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:

$ cat ~/.krimto/user/you@example.com/favorite-color.md
---
id: fct_01KT3BDSYY1KK80SG3S7KBEV58
scope: user/you@example.com
title: Favorite color
author: you@example.com
created: 2026-06-02T05:03:14Z
updated: 2026-06-02T05:03:14Z
tags:
  - personal
source: claude-code
---

User's favorite color is red.

$ git -C ~/.krimto log --oneline -1
8bc5b86 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)

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:

Editor Setup
Cursor auto-connects
Claude Code auto-connects
Codex manual snippet
Gemini CLI manual snippet

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

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

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

{ "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:

/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:

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:

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.

# HTTP server + browser dashboard at http://localhost:8080
npx @krimto-labs/krimto serve

# or Docker
docker 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.