Cross-Agent Memory in Detroit · shared project memory

Cross-Agent Memory in Detroit

Cross-agent memory is an architecture choice: keep knowledge outside the agents, in a neutral store they all read. MemHub implements that pattern with MCP compatibility, project scoping, and incremental session briefings.

Switching from Cursor to Claude Code mid-task shouldn’t reset what you’ve taught the machine. With MemHub, context travels with the project — not with the vendor.

Create your shared memory

Free Community tier. Self-hosted or hosted. No external embedding API required.

acme/cross-agent-memory
synchronized

context/main

memories 41

pinned 6

contributors 9

BRIEFING FOR NEW SESSION

What changed since your last pull

3 new
01
decision

Standardize on idempotent write endpoints

Source: architecture.md

02
pattern

Repository layer owns every database transaction

Source: pull request #214

03
bugfix

Refresh tokens rotate atomically under load

Source: auth/session.ts

Claude Code
Cursor
Windsurf

LOCAL FIT

Why Detroit engineering teams choose MemHub

In Detroit, software teams ship faster when their tools share one memory instead of three silos. Mixed toolchains stop fragmenting knowledge across vendor-specific stores.

Every entry carries authorship and version history, which keeps both humans and auditors comfortable.

  • Built for Detroit: automotive and mobility software programs.
  • Local-first writes keep sessions productive through outages and travel.
  • One command onboards the whole team: memhub login, then connect for Claude Code, Cursor, Windsurf, Cline, Codex CLI, or any JSON client.

UNIVERSAL COMPATIBILITY

Plugs into any CLI or development tool you use.

If it speaks MCP or reads a JSON config, MemHub plugs in. One command wires the majors; everything else joins as a generic client.

  • Claude Code
  • Cursor
  • Windsurf
  • Cline
  • Codex CLI (GPT)
  • GitHub Copilot
  • Google Antigravity
  • Gemini CLI
  • Aider
  • OpenCode
  • CI bots via REST

WHAT YOU GET

Cross-Agent Memory in Detroit, without the trade-offs.

01

No lock-in

Standard MCP on the wire means adopting another agent tomorrow requires zero migration.

02

Vendor-neutral store

Memory lives in your MemHub project — not inside any single tool’s proprietary format.

03

Consistent briefings

Every client receives the same incremental delta, keeping agents in agreement about project reality.

04

Conflict-friendly history

Versioned entries let teams trace how a decision evolved instead of silently overwriting it.

05

Unified search

One query surface spans everything any agent ever learned on any machine.

06

Simple rollout

Interactive installer targets every supported client in one pass — or comma-select just some.

The honest comparison.

No feature-matrix gymnastics — just what changes the week you adopt MemHub.

Status quoWith MemHub
Context lives in heads and DMsMemory is structured, shared, and searchable
Every agent re-learns the repoSessions open pre-briefed with only what changed
Rules files cap out at ~2k tokensUnbounded versioned history stays one query away

Connect the tools already in your repository.

One command injects configuration for Claude Code, Cursor, Codex CLI, Google Antigravity, Windsurf, Cline, or any JSON MCP client.

repository terminal

$ npm install --global @simplexlat/memhub

$ memhub login

✓ project resolved · context ready · memory synchronized

Questions, answered straight.

Do all agents get write access?

Credentials are scoped per project and role. You decide which machines can read, write, or administer shared memory.

Which tools share the memory?

Anything that speaks MCP: Claude Code, Cursor, Codex CLI, Google Antigravity, Cline, Windsurf, or a generic JSON-configured client.

What happens when our connection drops?

Nothing interrupts the work. Writes commit to the local SQLite outbox and synchronize automatically when the shared service is reachable again.

Can we try it without sending data anywhere?

Yes — the local engine works fully offline, and the self-hosted stack keeps even the shared layer on your own PostgreSQL.

How much does it cost?

A Community tier is free, and the Team plan adds multi-project contexts, seats, and higher synchronization limits. Self-hosting is unlimited.

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THE NEXT SESSION STARTS HERE

Stop rebuilding context.
Start building the product.

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