GitHub - a92070888-dev/mcp-os-native-automation: High-Trust Open-Core framework for Windows AI Agents. Crushes latency to 3.9ms, enables background UIA invocation, and protects enterprise RPA workflows. · GitHub
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🏆 Front-End Operation Master (FEOM)
The Ultimate Front-End OS Engine for AI Agents. 0 Vision Tokens. 733× Faster. 100% Deterministic.
FEOM is a production-grade front-end operation architecture for Windows AI Agents. This repository contains the Open-Core Edition , allowing developers to test and verify real-time structural OS routing (achieving ~8ms background UIA invocation), completely eliminating VLM vision token costs.
📊 Feature Matrix: Open-Core vs Pro/Enterprise
Feature<br>🟡 Open-Core (This Repo)<br>🟢 FEOM Pro / Enterprise
MCP Server Framework<br>✅ Included<br>✅ Included
UIA Tree Structural Read<br>✅ Included (~75ms)<br>🚀 Predictive Async Cache (
Win32 SendInput Click<br>🟢 Standard (~3.96ms)<br>⚡ Zero-Alloc UltraClick (
Background UIA Invoke<br>🟢 Basic (~8ms)<br>⚡ Win32 PostMessage (~1ms)
Multi-Monitor High DPI<br>❌ Static Coords Only<br>✅ Dynamic Scaling Matrix
Taskbar Push Auto-Recovery<br>❌ Fixed Offsets<br>✅ Icon Vector Tracking
Input Pipeline Optimization<br>❌ Raw Character Streams<br>✅ Clipboard Parallel (-71%)
🥇 The Three Iron Rules of Production Automation
1. Unique Truth: Front-End Demonstration Over Everything
Always show, then report. Every sequence must execute visibly in the foreground.
2. Safety First: Pre-Action Focus Defending
Never click blindly. Structural state verification is forced prior to any input.
3. App Termination Rule: Strict Alt+F4 Ban
Alt+F4 blindly kills whatever window has focus — frequently closing the orchestration engine itself.
🚀 Hybrid Terminal+MCP Extreme Mode
Execution Stage<br>Traditional MCP Agent<br>FEOM Hybrid Mode<br>Time Saved
App Bootup<br>~3.0s (UI traversal)<br>0.01s<br>99.6%
Form Input<br>~5.0s (Vision Loop)<br>1.2s<br>76.0%
Close & Verify<br>~4.0s (Screenshot)<br>2.0s<br>50.0%
Total End-to-End<br>~12.0s<br>~3.21s<br>73.2% Faster
# Verify instant boot:<br>terminal("start calc")
Hardware Requirements (Killer Feature)
Requirement<br>Traditional VLM<br>FEOM Open-Core
GPU<br>RTX 3060+ required<br>None - any CPU works
RAM<br>16GB+<br>4GB
Network<br>Required (API per click)<br>Zero - fully local
Cost/op<br>$0.01-$0.05 (vision tokens)<br>$0
Display<br>Yes (needs screenshot)<br>No - works headless
Hardware cost<br>$1,000+ gaming PC<br>$50 used Dell
Annual license<br>$15K+ (RPA)<br>$0 (Open-Core)
Deterministic vs Probabilistic
VLM Screenshot<br>FEOM OS-Native
Output<br>Coordinate guessing<br>AutomationID targeting
Repeatability<br>Different each time<br>100% identical
DPI scaling<br>Coordinates drift<br>UIA auto-maps
Background<br>Cannot work<br>Works minimized
Production-ready<br>Demo only<br>Production grade
💼 Commercial Licensing
Tier<br>Product<br>Price
Turbo-MCP Plugin (anti-crash + DPI matrix)<br>$14.99/mo
AI-SaaS Task Force (legacy ERP/CRM migration)<br>Custom
Enterprise Consulting (stability + multi-monitor audit)<br>$3K-$10K
Hermes-Split-OS SDK (parallel multi-agent framework)<br>License
Inquiries: Open B2B Ticket or a92070888@gmail.com
Tools (Open-Core)
Tool<br>Description<br>Latency
feom_click<br>Click at screen coords via SendInput<br>~4ms
feom_uia_invoke<br>Invoke UIA element by AutomationID<br>~8ms
feom_launch<br>Launch app via terminal pipe<br>~0.01s
feom_list_windows<br>List all visible windows<br>~75ms
Quick Start
pip install pywinauto pywin32 mcp<br>python server.py
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High-Trust Open-Core framework for Windows AI Agents. Crushes latency to 3.9ms, enables background UIA invocation, and protects enterprise RPA...