Usar bloqueos consultivos en PostgreSQL
Fuente: Nelson · architecture.md
MCP MEMORY SERVER · AVAILABLE NOW
Most MCP servers die on one laptop. MemHub runs the same MCP protocol on a real database with row-level security — one endpoint, one credential per project, every agent in sync.
Connect Claude Code, Cursor, Codex, Windsurf, Cline or any JSON MCP client to one memory. Writes hit the local outbox first, then sync — flaky VPN never costs context. Try free, self-host anytime.
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.
Free for 1 project · No card · Self-host or we host · No external API
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BRIEFING FOR NEW SESSION
Fuente: Nelson · architecture.md
Fuente: Maya · PR #184
Fuente: Codex CLI · auth/session.ts
Definition
MCP Memory Server is how engineering teams preserve the why behind the code — rejected alternatives, pinned invariants and recent fixes — as searchable, versioned entries. In Virginia, MemHub delivers that memory over MCP with incremental briefings, offline support and auditable authorship.
$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 →In the first week with MCP Memory Server in Virginia, 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.
MCP Memory Server in Virginia 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 VCDPA requirements requirements are met without re-explaining.
THE MECHANISM
Less onboarding, fewer regressions, faster shipping — context stops evaporating when sessions end.
Decisions auto-captured where you work — terminal, PR, editor. No extra docs, no context-switching.
Local SQLite outbox first, then project-scoped sync with provenance (who, when, why). Works offline.
Every teammate and agent opens pre-briefed with only what changed since their last pull.
UNIVERSAL COMPATIBILITY
If it speaks MCP or reads a JSON config, MemHub plugs in. One command wires your editors and terminals without friction.
WHAT YOU GET
mh login via browser with scoped, revocable credentials — a lost laptop loses access instantly.
Row-level security per org/project — a bug in one repo can’t read another’s memory. Safe for the whole team.
pgvector-ready schema, versioned migrations, Docker/Easypanel. Backups with pg_dump — no exotic stack.
memhub serve bridges any MCP client over stdio. Zero daemons on the laptop, zero workflow change.
Local SQLite outbox keeps memory writable during outages — syncs automatically when you’re back.
Actor, action, and target on every admin change — ready for security review and audits.
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 |
One command for Claude Code, Cursor, Codex, Windsurf, Cline or any MCP client. No new editor. Setup in 2 minutes, works offline.
memhub save --type decision "Usar bloqueos consultivos en Postgres" -m "Evita colisiones concurrentes en el outbox"Any MCP-compatible client: Claude Code, Cursor, Codex CLI, Gemini-based IDEs such as Antigravity, Windsurf, Cline, or a generic JSON config. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent.
Yes. The repository includes Docker Compose and Easypanel templates for PostgreSQL 16 with pgvector, plus migration and seed commands. The result is fewer regressions, faster onboarding and prompts that carry current, ranked context rather than stale boilerplate repeated across every agent.
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.
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.
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
EXPLORE OTHER USE CASES
AI Agent Memory
Give every AI coding agent a persistent, team-wide memory.
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.
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 — 2 MIN SETUP