Self-Hosted AI Operations Platform

Your systems.
Your AI.
Your hardware.

USI-MCP connects 800+ tools across 50+ modules into a single AI-orchestrated platform. E-commerce, databases, infrastructure, communications, security. All running on hardware you own, with AI that answers to you.

Patent Pending. Deployed to production clients.

Request a Demo See the Platform

800+

Production Tools

50+

Modules

6

E-Commerce Platforms

0

Cloud Dependencies

AI that actually runs your business

Most AI tools are toys. They generate text, suggest code, summarize documents. USI-MCP is infrastructure. It connects to every system you run and gives your AI the ability to act, not just talk.

Connect Everything

Amazon, eBay, Walmart, Shopify, MySQL, Redis, Docker, SSH, email, GitLab, Discord, Slack. If your business runs on it, USI-MCP connects to it.

Run It Locally

Your data stays on your hardware. Local LLM inference on your own GPU. Voice pipelines, semantic search, and autonomous agents, all self-hosted. Air-gappable.

Own It Completely

No subscription lock-in. No vendor deciding when to change your model, throttle your context, or deprecate your workflow. The platform is yours.

50+ modules. Every vertical covered.

Each module is a complete integration with the tools your business actually uses. Not wrappers. Not demos. Production-tested, deployed to real clients.

E-Commerce

Amazon SP-API, eBay, Shopify, Walmart, TikTok Shop, Facebook Marketplace. Unified inventory, cross-platform pricing, order management, fulfillment.

Infrastructure

Docker, SSH, VM management, service monitoring, backup automation, DNS, SSL, firewall. Full infrastructure-as-conversation.

Databases

MySQL, MariaDB, PostgreSQL, Redis, SQLite. Query, migrate, backup, monitor. Your AI talks to your data directly.

Communications

Email (IMAP/SMTP), Discord, Slack, push notifications. Per-sender context, conversation threading, automated responses with the right persona.

Security

OAuth 2.0 PKCE, RBAC with tiered access, audit logging, credential rotation, device management. Enterprise security without the enterprise price tag.

Voice & AI

Local speech-to-text, text-to-speech, LLM inference on your GPU. Semantic search across your documents. Wali orchestrates it all.

Development

GitLab, CI/CD, deployment automation, code review pipelines. Manage your entire development workflow through natural language.

Documents

Paperless-ngx, Obsidian, knowledge base management. Ingest, search, and reason across your entire document library.

Payments

PayPal, Stripe, cryptocurrency. Transaction processing, reconciliation, financial reporting. Your AI handles the money, you keep the control.

Meet Wali

The Workflow Abstraction Layer Interface

Wali is the orchestration layer that turns 800+ tools into coherent workflows. You talk to Wali in natural language. Wali routes your intent through semantic understanding, selects the right tools, executes across systems, and reports back.

  • ✓Semantic routing: understands what you mean, not just what you type
  • ✓Orchestrator triage: picks the right category of tools before executing
  • ✓Local LLM inference: reasoning runs on your GPU, not in someone else's cloud
  • ✓Vault-aware: reads your documentation and applies context automatically
  • ✓Multi-modal: text, voice, email, mobile. Same brain, every interface.

# You say:

"How are my eBay listings performing this week?"

# Wali:

→ SemanticRouter: e-commerce intent

→ Orchestrator: selects ecommerce_analytics category

→ Tools: ebay_get_seller_list, ebay_get_item_analytics

→ Vault: loads your pricing strategy doc for context

→ Response: structured performance summary with recommendations

# Result:

"Your top 3 listings saw 23% more views this week. Two items are priced 12% below market. Here are the adjustments I recommend..."

Plug it in. It works.

You get a server, built for your business, pre-configured with your integrations, ready to go. Plug it into your network and start talking to Wali. That's it.

What shows up at your door

  • •A server with GPU, built and configured for your business
  • •800+ tools already connected to your platforms
  • •Wali ready to answer questions and take action
  • •Web, mobile, voice, and email access out of the box
  • •Enterprise-grade security (OAuth 2.0, role-based access, audit logging)
  • •Your e-commerce platforms connected and syncing
  • •Ongoing support and updates included

How it works

  1. 1We learn your business: what systems you use, what you need automated, where the pain is
  2. 2We build your server with the right hardware and connect it to your platforms
  3. 3We ship it to you. You plug it in. Wali knows your business from day one.
  4. 4You own the hardware and the software. No monthly platform fees. No cloud lock-in. Updates are included.

Built in production. Written about publicly.

We document how USI-MCP works, what we've learned building it, and what the AI industry gets wrong. No marketing fluff. Engineering reality.

Series: Part 1

What Emerges

Behaviors nobody programmed. What happens at month three of daily AI collaboration.

Series: Part 2

What Converges

How a solo developer and Anthropic independently built the same architecture.

Series: Part 3

What Breaks

Model quality regressions, adaptive thinking, and why self-hosted inference matters.

Let's talk about your systems.

Whether you're running six e-commerce platforms from a back office or managing infrastructure across a dozen servers, we've probably solved a version of your problem already.

usi@sunriseserver.com
Sandusky, Ohio. Deployed everywhere.
Sunrise Consultants, LLC