01
decision2m
Usar bloqueos consultivos en PostgreSQL
Fuente: Nelson · architecture.md
WINDSURF AI MEMORY · AVAILABLE NOW
Windsurf Memory in Amsterdam
Stop losing Cascade context every chat. MemHub gives Windsurf persistent memory over MCP — conventions and decisions persist beyond any single Windsurf session. One JSON block, restart, done.
Mixing Windsurf with Claude Code shouldn’t mean two brains. One synchronized MemHub memory with per-project credentials keeps all agents aligned — no silos.
N
Nelson · Founder, MemHub at Simplex.lat
Simplex.lat · Quito, Ecuador ·
Published by MemHub at Simplex.lat. Product limits come from the current plans; validate capabilities in your own pilot.
Local-first · OfflineSin pérdida de contextoSetup en 2 min
Start free — get briefed in 2 min
Free for 1 project · No card · Self-host or we host · No external API
acme/windsurf-memory
synchronizedcontext/main
memorias 41
fijadas 6
autores 9
BRIEFING FOR NEW SESSION
What changed since your last pull
02
pattern18m
Los errores de API siguen RFC 9457
Fuente: Maya · PR #184
03
bugfix1h
Los refresh tokens rotan atómicamente
Fuente: Codex CLI · auth/session.ts
Claude Code
Cursor
Codex CLI
Definition
What is Windsurf Memory in Amsterdam?
Windsurf Memory is how engineering teams preserve the why behind the code — rejected alternatives, pinned invariants and recent fixes — as searchable, versioned entries. In Amsterdam, MemHub delivers that memory over MCP with incremental briefings, offline support and auditable authorship.
Team plan at a glance
$29
Team per workspace per month (USD)
Team plan price; review current terms before subscribing. This is not a savings estimate.
According to MemHub pricing →5
Seats included in Team
Share decisions with authorized teammates. Shared memory is not a replacement for live collaborative chat.
According to MemHub pricing →20
Projects included in Team
Configure project scope and test what each user can retrieve before connecting sensitive repositories.
According to MemHub pricing →What changes the first week
In the first week with Windsurf Memory in Amsterdam, sessions stop re-proposing settled decisions because pinned invariants outrank noise during ranked retrieval. According to Authoritas, AI Overviews cut traditional clicks by 58%, so being the cited, extractable source inside the briefing matters more than dumping more tokens.
Standups shrink to real blockers, reviews surface the original rationale in one query, and agents respect hard constraints automatically. Because briefings are deltas, the archive stays a query away rather than a stowaway in every prompt.
Why Amsterdam teams need Windsurf Memory
Windsurf Memory in Amsterdam helps engineering teams ship faster because every AI coding session opens pre-briefed with only what changed since the last pull, not a full dump. According to Search Engine Journal, 45% of searches now show an AI Overview, so concise, cited memory answers also travel beyond the IDE into generative results.
Distributed squads stay aligned across time zones, new hires ramp in days from searchable precedent, and mixed toolchains stop fragmenting knowledge. MemHub keeps that context project-scoped with provenance and local-first sync, so compliance requirements requirements are met without re-explaining.
THE MECHANISM
Write once. Every session remembers.
Less onboarding, fewer regressions, faster shipping — context stops evaporating when sessions end.
01
You keep coding
Decisions auto-captured where you work — terminal, PR, editor. No extra docs, no context-switching.
02
MemHub does the plumbing
Local SQLite outbox first, then project-scoped sync with provenance (who, when, why). Works offline.
03
Next session starts ahead
Every teammate and agent opens pre-briefed with only what changed since their last pull.
UNIVERSAL COMPATIBILITY
Plugs into any CLI, IDE, or AI coding agent.
If it speaks MCP or reads a JSON config, MemHub plugs in. One command wires your editors and terminals without friction.
- Claude Code
- Cursor
- Windsurf
- Cline
- Codex CLI (GPT)
- GitHub Copilot
- Google Antigravity
- Gemini CLI
- Aider
- OpenCode
- CI bots via REST
WHAT YOU GET
Windsurf Memory: core benefits and capabilities
01
Start with what changed
Incremental deltas since last acknowledged sequence — never a stale dump in the prompt.
02
VPN drops, work doesn’t
Local outbox queues writes through tunnel issues and flights — syncs later safely.
03
Know who said it
Provenance on every note — authorship and source link keep context trustworthy.
04
Revoke in one click
Scoped, hashed, revocable keys — a departed laptop loses access instantly.
05
Beyond the Cascade chat
Windsurf’s chat forgets; MemHub over MCP doesn’t — conventions persist beyond any single session.
06
One brain, every editor
Same memory serves Claude Code, Cursor, Codex — no per-editor silos, no drift.
The honest comparison.
No feature-matrix gymnastics — just what changes the week you adopt MemHub.
| Feature | MemHub | Mem0 | Supermemory | Ideal For |
|---|---|---|---|---|
| Scope | Organization → Project → Member, shared across every agent | Per-user graph, not team-scoped | Per-user vault with sharing on request | Teams that need one truth across tools |
| Storage | PostgreSQL 16 + pgvector, versioned & queryable | Vector graph on managed infra | Hosted cloud store, limited export | Teams that need SQL, backups and audit |
| Tenancy & RLS | Row-level security inside the DB, enforced per project | Application-level isolation | Workspace isolation, no RLS | GDPR / SOC-2 reviews |
| Self-host | Docker/Easypanel recipe included, same MCP + REST | Open-source self-host possible, different ops | Cloud-only | Data-residency and on-prem requirements |
| Offline & sync | Local SQLite outbox, incremental deltas by sequence | Online-first sync | Online-first, no local outbox | Flaky networks, planes and VPN gaps |
| Pricing model | Community free (1 project) · Team $29 · self-host unlimited | Free tier + usage billing | Free tier + pay-per-seat | Trying without procurement |
Keep your stack. Add shared memory.
One command for Claude Code, Cursor, Codex, Windsurf, Cline or any MCP client. No new editor. Setup in 2 minutes, works offline.
memhub-cli · preview
Click tabs to simulateSimulate CLI
$
memhub save --type decision "Usar bloqueos consultivos en Postgres" -m "Evita colisiones concurrentes en el outbox"stdout · [mem_save]12ms
[detect] Contexto resuelto: acme/payments-api
[sqlite] Guardando en outbox local (~/.memhub/outbox.db)...
✓ tipo: decision
✓ título: "Usar bloqueos consultivos en Postgres"
✓ autor: nelson@simplex.lat · git:main (5fc80ea)
[cloud] Sincronizado con MemHub Cloud (org: acme-team)
✓ Registrado con ID: mem_849201_dec
SQLite Outbox + Cloud SyncMCP v1.0
Questions, answered straight.
Does Windsurf support MCP memory servers?
Yes — Windsurf speaks the Model Context Protocol. MemHub exposes memory over stdio through its local proxy, configured in minutes. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent.
Will this slow my editor down?
No. The proxy is a lightweight local process; heavy storage and search happen server-side. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent.
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. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent.
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. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent.
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. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent.
MORE LOCATIONS
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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.
Cross-Agent Memory
One memory behind Claude Code, Cursor, Codex CLI, and Antigravity.
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.
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 — 2 MIN SETUP