Agent Memory Database across · shared project memory

Agent Memory Database across Austria

The fastest agent-memory stack to operate is one you can inspect with psql. MemHub keeps storage boring on purpose: plain tables, standard extensions, pg_dump-compatible continuity.

Semantic recall without vendor lock-in: enable pgvector embeddings through Ollama or your own provider, or run pure full-text search. Either way the corpus stays in your PostgreSQL, queryable forever.

Create your shared memory

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

acme/agent-memory-database
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 Austria engineering teams choose MemHub

Across Austria, software teams ship faster when their tools share one memory instead of three silos. New engineers ramp in days because precedent is searchable, not oral history.

Teams operating under GDPR can point at a concrete architecture instead of promises.

  • Austria: connect Claude Code, Cursor, Windsurf, Cline, Codex CLI, or Antigravity to one shared memory. It also plugs into any CLI that speaks MCP or reads a JSON config.
  • Data residency you control — run MemHub on infrastructure inside Austria or let us host it.
  • 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

Agent Memory Database across Austria, without the trade-offs.

01

Migrations included

Versioned SQL migrations with checksums; upgrade path is a command, not a migration essay.

02

Query it directly

BI tools, notebooks, and audits connect over standard SQL — no proprietary export formats.

03

PostgreSQL native

One battle-tested engine for memory, sync cursors, audit events, and billing metadata alike.

04

Vector-ready schema

pgvector HNSW indexes ship enabled — flip embeddings on when you want semantic search.

05

Row-level security

Tenant context policies mean a bug in one project’s code cannot read another org’s memories.

06

Operations as usual

Backups, replicas, point-in-time recovery — reuse the PostgreSQL playbook you already run.

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.

Why PostgreSQL instead of a vector-only store?

Memory needs relations (tenants, projects, authors, versions) as much as vectors. PostgreSQL provides both, plus the operational maturity no niche store matches.

Can I run it managed?

Yes — any Postgres 16 with pgvector works, including Easypanel, RDS, Cloud SQL, or Neon; self-hosted and hosted modes share identical schemas.

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.

MORE LOCATIONS

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THE NEXT SESSION STARTS HERE

Stop rebuilding context.
Start building the product.

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