Maxion V16- Efficiency engine with thermal spike prevention during high throughput. Higher throughput, lower temps.

Quezar Storage- Amazing space saving technology all offline with nano second processing speeds.

Diamonize LSA- Unbreakable digital security with nano second detection speeds.

Every unconstrained AI agent loop is a power bill waiting to happen. Maxion fixes that — and protects your machine while it does.

Maxion is a zero-trust MCP gateway and GitHub Action that gives your AI agents autonomous compute pacing, real-time threat interception, and AES-256-GCM encrypted state vaulting — all running in-process in under 50 microseconds.

⚡ The Energy Problem Nobody Talks About

When you leave an AI agent running overnight, it pushes your CPU to 100% thermal saturation. Your fan screams. Your laptop throttles. Your cloud bill spikes. Your SSD wears out faster from log bloat.

Maxion solves all of it:

• Autonomous Thermal Governor — dynamically paces compute to keep your processor in its peak energy-efficiency window. No more jet-engine fan noise. No more thermal throttling mid-task.

• 99.7% Storage Compaction — Quezar compresses telemetry logs up to 342x with pre-trained Zstandard dictionaries. A 100 MB session trace shrinks to under 300 KB. Slashes SSD write amplification and I/O power draw.

• Wire-Speed Execution (<50 µs) — runs entirely in-process. Zero network hops. Zero cloud API roundtrips. Zero energy wasted on guardrail latency.

• Instant Cryptographic Shredding — purge a vault sector instantly without slow, wear-inducing multi-pass disk wiping.

Related MCP server: Sanctuary MCP Server

The Results You Get

• Prompt Injection Defense — catches and neutralizes malicious prompt injection before it manipulates your tools

• Rogue Command Prevention — blocks unauthorized shell commands and destructive disk operations before execution

• 24/7 Hardware & Energy Protection — autonomous thermal pacing prevents overheating, fan roar, and excessive power draw during long agent runs

• Local Encrypted Vaulting — API keys and session memories hardware-sealed where agents cannot leak them

• High-Density Storage Compaction — up to 342x compression ratio, up to 99.7% disk I/O reduction

• Wire-Speed Execution (<50 µs) — zero perceptible latency added to streaming token responses

• Frictionless MCP Setup — works out of the box with Claude Desktop, Cursor, Windsurf, or any MCP-compatible client

⚡ Empirical Performance & Energy Efficiency

In-Process Wire-Speed Latency (<50 Microseconds)

• Cloud Guardrail APIs (AWS Bedrock, Azure AI Content Safety): 150ms – 350ms per tool call — 150,000–350,000µs of wasted energy per request

• Maxion In-Process Gate: <50 µs (~3.8µs per check) — over 5,000x faster, zero network energy overhead

Thermodynamic Compute Pacing & Power Savings

• Eliminates thermal throttling caused by unconstrained 100% CPU saturation

• Eliminates jet-engine fan noise on developer laptops during overnight agent runs

• Reduces cloud CI/CD compute burn from runaway recursive agent loops

• Keeps processors in their peak energy-efficiency curve — faster and cooler

Zero-Copy Non-Blocking Pipeline

• Asynchronous zero-copy architecture streams tool payloads at native memory speed

• Handles high-volume parallel multi-agent swarms without CPU thread starvation

💾 Quezar Storage Vault: 342x Compression + AES-256-GCM

RFC 8878 Zstandard Dictionary Acceleration

• Pre-trained dictionaries tuned for LLM tool invocations, audit events, and JSON schemas

• Up to 342x compression (vs. gzip's ~13x plateau) — 100 MB trace → <300 KB on-disk

• 99.7% disk I/O reduction — extends SSD lifespan, cuts I/O power during 24/7 agent execution

AES-256-GCM Authenticated Envelope Sealing

• 256-bit keys, 96-bit CSPRNG IVs per sector, 128-bit GCM authentication tags

• Tamper-evident: any bit modification triggers immediate authentication failure

• Instant cryptographic shredding — no slow multi-pass disk wiping required

Zero External Dependencies

• 100% in-process. No Redis, MongoDB, PostgreSQL, or SQLite required.

📊 Benchmark Comparison

Built For

🏢 Engineering Teams & Enterprise

Enforce strict tool execution boundaries and prevent data leaks without slow network hops or ballooning cloud compute bills.

💻 Developers & Builders

Run long autonomous workflows overnight without babysitting your terminal or destroying your laptop's thermals.

⚡ Power Users & Creators

Run resource-intensive AI agent workloads locally while keeping your machine responsive, cool, quiet, and power-efficient.

Coordinated Protection Layers

Quick Install

1. In GitHub Actions (GitHub Marketplace)

Add Maxion to any .github/workflows/*.yml pipeline to scan for prompt injections and pace compute:

- name: Maxion AI Security & Energy Governor
  uses: aruuhii2yo/maxion-mcp@v1.0.2
  with:
    fail-on-threat: 'true'
    energy-pacing: 'true'

2. Via Smithery (Desktop MCP Clients)

npx @smithery/cli install @aruuhii2yo/maxion-mcp

3. Direct MCP Config (Claude Desktop, Cursor, Windsurf, etc.)

{
  "mcpServers": {
    "maxion": {
      "command": "npx",
      "args": ["-y", "github:aruuhii2yo/maxion-mcp"]
    }
  }
}

Free trial available. Enter a license key to unlock unlimited permanent access.

Links

• Live Dashboard: maxion-gateway.victoriousbush-db34cb90.eastus.azurecontainerapps.io

• Smithery Listing: smithery.ai/server/aruuhii2yo/maxion-mcp

• GitHub Marketplace: github.com/marketplace/actions/maxion-ai-security-energy-governor

• Homepage: advancedapparchitect.com

• Vendor: J&K Advanced Technologies