Coding Agent Context in · shared project memory — local-first · offline-ready

Coding Agent Context in Mexico City

One pipeline for every agent — IDE, CLI, CI. Token-aware, observable, tool-agnostic. Free Community tier, no external embedding API.

Stop dumping everything into the prompt. MemHub is context engineering that briefs, not dumps — ranked deltas, sequence cursors, tokens spent on signal not repetition. Ship faster.

Start free — get briefed in 2 min

Free for 1 project · No card · Self-host or we host · No external API

acme/coding-agent-context
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

WHY IT MATTERS HERE

Why Mexico City engineering teams choose MemHub

In Mexico City, software teams ship faster when their tools share one memory instead of three silos. Distributed squads stay aligned because every session opens with the same briefing.

MemHub runs hosted or fully self-hosted, so the storage boundary follows your compliance requirements rather than dictating them.

  • Built for Mexico City: CDMX’s enterprise and startup engineering scene.
  • Local-first writes keep sessions productive through outages and travel.
  • 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

Coding Agent Context in Mexico City, without the trade-offs.

01

Respect the window

Compact briefings by design — archive stays a query away, never a stowaway.

02

See sync health instantly

mh status + doctor show pending events, sequences, connectivity at a glance.

03

One pipeline, any tool

Same context serves IDE agents, CLI agents, and CI bots — no per-tool plumbing.

04

Brief, don’t dump

Delta delivery via monotonic sequences + per-device cursors — tokens buy signal, not repetition.

05

Only what matters enters

Topic keys + ranking surface the few memories relevant to this task — attention stays sharp.

06

Replay any moment

Immutable, ordered sync events — reconstruct any device’s context state exactly.

The honest comparison.

No feature-matrix gymnastics — just what changes the week you adopt MemHub.

Without MemHubWith MemHub
Context lives in heads and DMs → onboarding takes daysStructured, searchable memory → new dev/agent productive in minutes
Every agent re-learns the repo from scratchSessions open pre-briefed with only what changed — zero re-explaining
Rules files cap out at ~2k tokensUnbounded versioned history stays one query away — never cap again
Decisions re-litigated, bugs re-introducedPinned invariants prevent regressions — agents respect past calls

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.

repository terminal

$ npm install --global @simplexlat/memhub

$ memhub login

✓ project resolved · context ready · memory synchronized

Questions, answered straight.

How do I know agents are in sync?

Each device tracks its own cursor; the status command reports pending events and the last acknowledged sequence per machine.

Isn’t a bigger context window enough?

Larger windows raise cost and dilute attention. Curated, incremental memory consistently beats raw dumps — the agents act on fewer, more relevant facts.

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.

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THE NEXT SESSION STARTS HERE — 2 MIN SETUP

Stop rebuilding context.
Start shipping faster.

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