Standardize on idempotent write endpoints
Source: architecture.md
Cross-Agent Memory in Melbourne · shared project memory
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.
Free Community tier. Self-hosted or hosted. No external embedding API required.
context/main
memories 41
pinned 6
contributors 9
BRIEFING FOR NEW SESSION
Source: architecture.md
Source: pull request #214
Source: auth/session.ts
LOCAL FIT
In Melbourne, 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.
UNIVERSAL COMPATIBILITY
If it speaks MCP or reads a JSON config, MemHub plugs in. One command wires the majors; everything else joins as a generic client.
WHAT YOU GET
Standard MCP on the wire means adopting another agent tomorrow requires zero migration.
Memory lives in your MemHub project — not inside any single tool’s proprietary format.
Every client receives the same incremental delta, keeping agents in agreement about project reality.
Versioned entries let teams trace how a decision evolved instead of silently overwriting it.
One query surface spans everything any agent ever learned on any machine.
Interactive installer targets every supported client in one pass — or comma-select just some.
No feature-matrix gymnastics — just what changes the week you adopt MemHub.
| Status quo | With MemHub |
|---|---|
| Context lives in heads and DMs | Memory is structured, shared, and searchable |
| Every agent re-learns the repo | Sessions open pre-briefed with only what changed |
| Rules files cap out at ~2k tokens | Unbounded versioned history stays one query away |
One command injects configuration for Claude Code, Cursor, Codex CLI, Google Antigravity, Windsurf, Cline, or any JSON MCP client.
$ npm install --global @simplexlat/memhub
$ memhub login
✓ project resolved · context ready · memory synchronized
Credentials are scoped per project and role. You decide which machines can read, write, or administer shared memory.
Anything that speaks MCP: Claude Code, Cursor, Codex CLI, Google Antigravity, Cline, Windsurf, or a generic JSON-configured client.
Nothing interrupts the work. Writes commit to the local SQLite outbox and synchronize automatically when the shared service is reachable again.
Yes — the local engine works fully offline, and the self-hosted stack keeps even the shared layer on your own PostgreSQL.
A Community tier is free, and the Team plan adds multi-project contexts, seats, and higher synchronization limits. Self-hosting is unlimited.
MORE LOCATIONS
EXPLORE OTHER USE CASES
AI Agent Memory
Give every AI coding agent a persistent, team-wide memory.
MCP Memory Server
A hosted MCP memory server your whole team connects to in one command.
Claude Code Memory
Claude Code memory that survives sessions and reaches the whole team.
Cursor Memory
Carry Cursor context across sessions, machines, and teammates.
Codex CLI Memory
Persistent context for Codex CLI — personal today, shared tomorrow.
Developer Knowledge Base
A living knowledge base that writes itself while your team codes.
Self-Hosted AI Memory
Run the entire memory stack on your own PostgreSQL — nothing leaves.
Coding Agent Context
Context engineering for coding agents — brief, don’t dump.
Engineering Decision Log
An ADR habit your team will actually keep — logged by the agents doing the work.
Agent Memory Database
A real database behind agent memory — PostgreSQL, pgvector, row-level security.
Windsurf Memory
Persistent Windsurf context shared with every other agent on the team.
Cline Memory
Give Cline a memory that survives tasks, machines, and teammates.
Copilot Team Memory
What Copilot’s custom instructions can’t hold, MemHub remembers.
Antigravity & Gemini Memory
Persistent context for Google Antigravity, Gemini CLI, and the agents around them.
THE NEXT SESSION STARTS HERE