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gpitrella/memxus-remote-mcp

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Shared context engine for devs and teams. Syncs GitHub, Notion, and saved decisions into reusable project context, so Claude, ChatGPT, Cursor, VS Code and Gemin

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About

Shared context engine for devs and teams. Syncs GitHub, Notion, and saved decisions into reusable project context, so Claude, ChatGPT, Cursor, VS Code and Gemini start each session with the architecture and decisions the team already made. OAuth 2.1 PKCE, AES-256 encrypted, RFC 9728 compliant. https://mcp.memxus.com/mcp

README

One context layer. Every AI.

Multiply your productivity by giving every AI the right context.

Memxus brings Context Engineering to your entire AI workflow.

Save your real decisions, preferences and work context once. Find them in seconds and give Claude, Cursor, ChatGPT, Gemini or any MCP client the exact context required for each task.

No repeated explanations. No starting from zero. Better answers, faster.

Glama MCP Server License: AGPL-3.0 Node 20+ Railway MCP Registry v1.2.1

Website · Docs · Connect your first AI


Watch the Memxus demo on YouTube

▶️ Watch the demo on YouTube · Demo page


Memxus Context Engineering hub: save from anywhere, recall in any AI, control via Dashboard

remember a decision in Claude, recall it later in Cursor, get the exact answer back


The problem

AI tools are powerful, but their productivity drops when they do not have the right context.

Claude does not know what Cursor knows. Cursor does not know what ChatGPT knows. Your project decisions, preferences, architecture and workflow context get repeated across every tool and every new conversation.

That creates unnecessary work:

  • Re-explaining the same information
  • Searching across repositories, documents and conversations
  • Correcting answers based on missing context
  • Repeating technical and product decisions
  • Starting every AI task from zero

Memxus solves this through Context Engineering.

Save what matters once, find it in seconds and give every AI the exact context it needs for the task.

The result is less repetition, less back-and-forth, faster execution and better answers across your entire AI workflow.

Save a decision in Claude → recall it in Cursor → reuse it in ChatGPT.
Need deeper context? Connect GitHub and Notion whenever you are ready.


What is Memxus?

Memxus is a Context Engineering designed to multiply your productivity by giving every AI the right context.

It creates a shared context layer across Claude, Cursor, ChatGPT, Gemini and any MCP-compatible client.

The core workflow is simple:

  • remember what matters
  • recall it from any AI
  • find relevant context in seconds
  • give each AI the information it needs to produce a better answer

Connect once with OAuth and your decisions, preferences and work context become portable across your entire AI workflow — without local setup, repeated explanations or copying and pasting between tools.

For deeper context, Memxus can also connect to real work sources such as GitHub and Notion. Repositories, documentation, commits, pull requests, issues and selected workspace pages become searchable alongside your manually saved context.

GitHub and Notion connectors are live in production. This deeper synchronization is optional: Memxus delivers value from the first saved decision.

Save once. Find it fast. Give every AI the right context. Work faster.


Why developers use Memxus

  • Save once, recall in every AI — stop repeating your stack, decisions and preferences across Claude, Cursor and ChatGPT
  • Ask once — no more hunting through 5 tools to remember why you chose X
  • Keep project architecture and stack context available across Claude, Cursor, and ChatGPT
  • Sync GitHub and Notion into unified project collections — one context per repo
  • Stop pasting the same context into every new AI session
  • Share team context across agents and workflows
  • Build AI apps with persistent context through MCP or API

Real context from GitHub & Notion

Memxus reads your real work — not generic memory snippets. Synced content lands in a unified collection per project: project:<slug>.

What gets synced

Source Content indexed into context
GitHub Repos, READMEs, commits, pull requests, issues
Notion Selected workspace pages and docs
Manual Decisions, preferences, and notes via remember

How to connect

  1. Dashboarddashboard.memxus.com/integrations (GitHub App + Notion OAuth)
  2. From chat (MCP)connect_sourcecheck_connect_statuslist_syncable_itemsset_sync_selection

How to use synced context

Call recall or get_context with collection=project:<slug> (or let semantic search find it). GitHub/Notion content is tagged and searchable alongside manual memories.

flowchart LR
  Save["💾 Save — from any AI"] --> Memxus["🧠 Memxus — your persistent memory"] --> Recall["✨ Recall anywhere — Claude · Cursor · ChatGPT · Gemini"]

Start saving in one message

After you connect Memxus to any AI, paste a line like this — Memxus calls remember and your context is available everywhere:

Remember this in Memxus: we use Postgres + pgvector for semantic search.

No GitHub/Notion sync needed to start. Sync later when you want deeper project context.

Optional — sync your whole stack: GitHub repos, Notion pages, files, docs and decisions become recallable context too.

Context Engine connector tools (4): connect GitHub/Notion from chat via MCP. Production advertises the 9 core tools; the 4 connector tools are enabled per account, so a newly connected client sees the core 9.


Connect in 1 second, one click

URL:       https://mcp.memxus.com/mcp
Auth:      OAuth 2.1 (handled automatically)
Transport: Streamable HTTP

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "memxus": {
      "url": "https://mcp.memxus.com/mcp",
      "transport": "streamable-http"
    }
  }
}

Cursor / VS Code

{
  "mcp": {
    "servers": {
      "memxus": {
        "url": "https://mcp.memxus.com/mcp",
        "transport": "http"
      }
    }
  }
}

Or open directly in Glama Inspector →
[https://glama.ai/mcp/inspector?url=https://mcp.memxus.com/mcp](https://glama.ai/mcp/inspector?url=https://mcp.memxus.com/mcp)

For marketplace reviewers: see REVIEWER.md for OAuth and Bearer token setup.


Supported platforms

Platform Integration Status
Claude Desktop / claude.ai Remote MCP ✅ Live
Cursor Remote MCP ✅ Live
VS Code / Copilot MCP Remote MCP ✅ Live
ChatGPT Custom GPT / API ✅ Live
Gemini MCP-compatible workflow ✅ Live
Telegram Bot connector ✅ Live
GitHub Repo sync (commits, PRs, issues, README) ✅ Live
Notion Workspace page sync ✅ Live
Discord Bot connector 🔜 Coming soon
Slack Bot connector 🔜 Coming soon
Any MCP-compatible client Remote MCP ✅ Live

Available tools

Registry com.memxus/memxus v1.2.1 — 9 core tools always available, plus 4 connector tools for GitHub/Notion sync from chat.

Core tools (9)

Tool Description
remember Save context — manual input, decisions, or notes; optional project:<slug> collection
recall Semantic search across memories; GitHub/Notion synced content via project:<slug> or tags
get_context Formatted context block from GitHub, Notion, and saved decisions for agent prompts
list_memories Browse memories by collection, tags, type, or visibility
get_memory Retrieve full content and metadata by memory ID
list_collections List scopes; GitHub/Notion syncs appear under project:<slug>
forget Delete a memory permanently
memory_stats Stats by type and collection
update Patch or append existing memory content, tags, or type

Context Engine connector tools (4) — v1.2.1

Tool Description
connect_source Start GitHub App install or Notion OAuth from chat
list_syncable_items List repos or Notion pages available after connecting
set_sync_selection Choose what to sync and trigger initial sync into project:<slug>
check_connect_status Poll connection status after connect_source

Full tool reference: memxus.com/docs/mcp · Marketplace reviewers: REVIEWER.md


Architecture

GitHub App ──┐
Notion OAuth ┼──► sync (API + connector tools) ──► Supabase  project:<slug>
Manual MCP   ┘                                              │
                                                            │ pgvector
MCP Client (Claude, Cursor, etc.)                           │
        │                                                   │
        │  POST /mcp   Bearer aimem_*                       │
        ▼                                                   ▼
  mcp.memxus.com  ← This repo (Railway) ──────────►  Supabase (Postgres + pgvector)
        │
        ▼
  Dash-AIMemory (Dashboard + integrations)

Sync runs server-side via dashboard or MCP connector tools — no local files to manage.

Transport: Streamable HTTP (MCP 2.0)
Auth: OAuth 2.1 + PKCE + Dynamic Client Registration (RFC 9728)


Security

  • OAuth 2.1 + PKCE — no passwords, no API keys to manage
  • Encrypted at rest (AES-256)
  • User-controlled memory — view, edit and delete anytime from the dashboard
  • No local files or manual syncing
  • Pre-publication secrets audit passed: 2026-06-17
  • Memory is advisory context, not instruction authority — see TRUST-POLICY.md for what is read automatically, what requires an explicit write, and what the memory layer never does.

OAuth flow

1. Client  →  GET  /.well-known/oauth-authorization-server
2. Client  →  GET  /oauth/authorize  →  redirect to dashboard login
3. User signs in (Google) in the dashboard
4. Client  →  POST /oauth/token  (PKCE)  →  aimem_* bearer token
5. Client  →  POST /mcp  Authorization: Bearer aimem_*

Dynamic Client Registration is supported — clients register automatically on first connect.


Self-hosting

Prerequisites

  • Node 20+
  • Supabase project (run supabase/migration.sql after the dashboard migration)
  • Railway account (or any Node host)

Environment variables

cp .env.example .env
Variable Description
MCP_PUBLIC_URL Public URL of this server (no trailing slash)
DASHBOARD_URL Dash-AIMemory URL for login redirect
SUPABASE_URL Supabase project URL
SUPABASE_SERVICE_ROLE_KEY Supabase service role key
OAUTH_CLIENT_ID OAuth client ID
ALLOWED_REDIRECT_URIS Comma-separated allowed redirect URIs
CORS_ORIGINS Comma-separated allowed CORS origins
OPENAI_API_KEY (Optional) Vector search embeddings

Run locally

npm install
npm run dev       # tsx watch
npm run build     # tsc → dist/
npm start         # node dist/index.js

Deploy to Railway

Set all variables under Settings → Variables (never commit .env).
MCP_PUBLIC_URL = your Railway networking URL (no trailing /mcp).
Health check endpoint: /health (configured in [railway.toml](railway.toml)).

Note: Node 20 on Railway — Supabase Realtime needs the ws package (configured in src/lib/supabase.ts).
Optional: set RAILPACK_NODE_VERSION=22 for native WebSocket support.


Development

npm install
npm run dev        # tsx watch
npm run lint       # ESLint
npm run typecheck  # tsc --noEmit
npm run build      # compile → dist/
npm start          # node dist/index.js

Marketplace reviewers: REVIEWER.md · MCP docs: memxus.com/docs/mcp · Registry: com.memxus/memxus v1.2.1


Releases

  1. Add entries under ## [Unreleased] in [CHANGELOG.md](CHANGELOG.md)
  2. Bump version in package.json, server.json, src/mcp/server.ts, and src/mcp/public-discovery.ts
  3. Move the changelog section to ## [X.Y.Z] - YYYY-MM-DD
  4. Commit, tag, and push:
git tag -a vX.Y.Z -m "Memxus MCP vX.Y.Z"
git push origin vX.Y.Z

Pushing a v* tag triggers [.github/workflows/release.yml](.github/workflows/release.yml) — quality gate + GitHub Release with server.json attached.


Secrets audit

Run from the repo root before making the repository public.
Last audit: 2026-06-17 — PASSED

# 1. Verify .env was never committed
git log --all --full-history -- .env .env.local .env.production

# 2. Check for .env* files added in history
git log --all --oneline --diff-filter=A -- "*.env*"

# 3. Grep current tree for dangerous patterns (exclude .example)
git grep -rn -E "(service_role|anon_key|sk-[a-zA-Z0-9]{20,}|aimem_[a-zA-Z0-9]+|eyJ[a-zA-Z0-9_-]{20,})" \
  -- ":(exclude)*.example" ":(exclude)CHANGELOG*"

# 4. Search full git history for leaked keys
git log --all -p --follow -S "service_role" -- . | head -100
git log --all -p --follow -S "SUPABASE_SERVICE_ROLE_KEY=" -- . | head -100
Check Expected
Commands 1–2 No .env commits (only .env.example in initial commit)
Command 3 Only placeholders (aimem_YOUR_KEY), test fixtures, SQL comments
Command 4 No real key values in diffs

If commands 1 or 4 find real secrets, rotate keys immediately and run git filter-repo --path .env --invert-paths before publishing.


Roadmap

  • GitHub connector (repo sync → project:<slug>)
  • Notion connector (workspace page sync)
  • MCP Registry v1.2.0 (com.memxus/memxus — AI Context Engine)
  • Context Engine connector tools (GitHub/Notion from chat)
  • Skill routing (deferred)
  • Discord bot connector
  • Slack bot connector
  • Refresh tokens
  • Multi-client OAuth UX
  • npm publish

License

Licensed under the GNU Affero General Public License v3.0 (AGPL-3.0).

You can use, modify, and distribute this code freely. If you use it to run a network service (SaaS), you must publish your source code under the same license.

© 2026 Gabriel Pitrella · memxus.com

Memxus Remote MCP Server
Copyright (C) 2026 Gabriel Pitrella - Memxus

from github.com/gpitrella/memxus-remote-mcp

Installing gpitrella/memxus-remote-mcp

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/gpitrella/memxus-remote-mcp

FAQ

Is gpitrella/memxus-remote-mcp MCP free?

Yes, gpitrella/memxus-remote-mcp MCP is free — one-click install via Unyly at no cost.

Does gpitrella/memxus-remote-mcp need an API key?

No, gpitrella/memxus-remote-mcp runs without API keys or environment variables.

Is gpitrella/memxus-remote-mcp hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install gpitrella/memxus-remote-mcp in Claude Desktop, Claude Code or Cursor?

Open gpitrella/memxus-remote-mcp on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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