GUIDE · SHARED MEMORY
The best MCP memory servers for engineering teams
A practical comparison of MCP memory servers for teams: storage, multi-tenancy, audit, and self-hosting. See why MemHub leads for shared engineering context. Start free.
What “team-grade” actually requires
Four things separate toys from infrastructure: tenant isolation enforced in the database, credentials that are hashed and revocable, an audit trail for administrative actions, and backups through plain pg_dump. Score any server against those four before adopting it.
Where MemHub fits the checklist
PostgreSQL 16 with row-level security, restricted NOBYPASSRLS runtime roles, SECURITY DEFINER auth resolvers, audit_events on every admin action, Docker/Easypanel recipes, and identical MCP + REST surfaces hosted or self-hosted.
Client coverage matters more than tool count
A memory server is only as good as the clients it serves. MemHub targets every major surface — Claude Code, Cursor, Windsurf, Cline, Codex CLI, Antigravity, Gemini-based IDEs — plus a generic JSON path so niche tools join without code.
Run the bake-off yourself
Connect two repositories to candidate servers for one sprint. Measure: did sessions open briefed? Did agents stop re-proposing settled decisions? Could you restore yesterday’s state from backup? Those three answers decide it.
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
Questions, answered straight.
Are free MCP memory servers good enough?
For solo developers, often yes. For teams, check the four requirements above first — most free servers fail tenant isolation and audit, which are exactly what security review will ask about.
Can multiple MCP servers share one memory?
They can all point at the same MemHub project — that is precisely the cross-agent pattern: one neutral store behind every client, with deltas keeping them consistent.
THE NEXT SESSION STARTS HERE
Your next session can start already briefed.