{"slug": "feom-windows-gui-automation-at-8ms-no-gpu-needed", "title": "FEOM – Windows GUI automation at 8ms, no GPU needed", "summary": "FEOM, a new open-core front-end OS automation engine for Windows AI agents, achieves 8ms GUI operations without a GPU or cloud API, eliminating vision token costs. The tool claims 73% faster execution than traditional VLM-based agents and works on any Windows PC with 4GB RAM, targeting developers building production-grade automation.", "body_md": "**The Ultimate Front-End OS Engine for AI Agents. 0 Vision Tokens. 733× Faster. 100% Deterministic.**\n\nFEOM 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.\n\n| Feature | 🟡 Open-Core (This Repo) | 🟢 FEOM Pro / Enterprise |\n|---|---|---|\nMCP Server Framework |\n✅ Included | ✅ Included |\nUIA Tree Structural Read |\n✅ Included (~75ms) | 🚀 Predictive Async Cache (<1ms) |\nWin32 SendInput Click |\n🟢 Standard (~3.96ms) | ⚡ Zero-Alloc UltraClick (<1.0ms) |\nBackground UIA Invoke |\n🟢 Basic (~8ms) | ⚡ Win32 PostMessage (~1ms) |\nMulti-Monitor High DPI |\n❌ Static Coords Only | ✅ Dynamic Scaling Matrix |\nTaskbar Push Auto-Recovery |\n❌ Fixed Offsets | ✅ Icon Vector Tracking |\nInput Pipeline Optimization |\n❌ Raw Character Streams | ✅ Clipboard Parallel (-71%) |\n\nAlways show, then report. Every sequence must execute visibly in the foreground.\n\nNever click blindly. Structural state verification is forced prior to any input.\n\nAlt+F4 blindly kills whatever window has focus — frequently closing the orchestration engine itself.\n\n| Execution Stage | Traditional MCP Agent | FEOM Hybrid Mode |\nTime Saved |\n|---|---|---|---|\n| App Bootup | ~3.0s (UI traversal) | 0.01s |\n99.6% |\n| Form Input | ~5.0s (Vision Loop) | 1.2s |\n76.0% |\n| Close & Verify | ~4.0s (Screenshot) | 2.0s |\n50.0% |\nTotal End-to-End |\n~12.0s |\n~3.21s |\n73.2% Faster |\n\n```\n# Verify instant boot:\nterminal(\"start calc\")\n```\n\n| Requirement | Traditional VLM | FEOM Open-Core |\n|---|---|---|\n| GPU | RTX 3060+ required | None - any CPU works |\n| RAM | 16GB+ | 4GB |\n| Network | Required (API per click) | Zero - fully local |\n| Cost/op | $0.01-$0.05 (vision tokens) | $0 |\n| Display | Yes (needs screenshot) | No - works headless |\n| Hardware cost | $1,000+ gaming PC | $50 used Dell |\n| Annual license | $15K+ (RPA) | $0 (Open-Core) |\n\n| VLM Screenshot | FEOM OS-Native | |\n|---|---|---|\n| Output | Coordinate guessing | AutomationID targeting |\n| Repeatability | Different each time | 100% identical |\n| DPI scaling | Coordinates drift | UIA auto-maps |\n| Background | Cannot work | Works minimized |\n| Production-ready | Demo only | Production grade |\n\n| Tier | Product | Price |\n|---|---|---|\n| 1 | Turbo-MCP Plugin (anti-crash + DPI matrix) | $14.99/mo |\n| 2 | AI-SaaS Task Force (legacy ERP/CRM migration) | Custom |\n| 3 | Enterprise Consulting (stability + multi-monitor audit) | $3K-$10K |\n| 4 | Hermes-Split-OS SDK (parallel multi-agent framework) | License |\n\n**Inquiries:** [Open B2B Ticket](https://github.com/a92070888-dev/mcp-os-native-automation/issues/new?labels=commercial&template=b2b-inquiry.md) or [a92070888@gmail.com](mailto:a92070888@gmail.com)\n\n```\npip install pywinauto pywin32 mcp\npython server.py\n```\n\nThen add to MCP client config:\n\n```\n{\n  \"mcpServers\": {\n    \"feom\": {\n      \"command\": \"python\",\n      \"args\": [\"path/to/server.py\"]\n    }\n  }\n}\n```\n\nNo GPU. No cloud API. No Docker. Any Windows PC.\n\n| Tool | Description | Latency |\n|---|---|---|\n| feom_click | Click at screen coords via SendInput | ~4ms |\n| feom_uia_invoke | Invoke UIA element by AutomationID | ~8ms |\n| feom_launch | Launch app via terminal pipe | ~0.01s |\n| feom_list_windows | List all visible windows | ~75ms |\n\npip install pywinauto pywin32 mcp python server.py", "url": "https://wpnews.pro/news/feom-windows-gui-automation-at-8ms-no-gpu-needed", "canonical_source": "https://github.com/a92070888-dev/mcp-os-native-automation", "published_at": "2026-07-04 04:15:18+00:00", "updated_at": "2026-07-04 04:50:02.650641+00:00", "lang": "en", "topics": ["ai-agents", "ai-tools", "developer-tools", "ai-infrastructure", "ai-products"], "entities": ["FEOM", "MCP", "Windows", "pywinauto", "pywin32", "UIA", "Win32", "SendInput"], "alternates": {"html": "https://wpnews.pro/news/feom-windows-gui-automation-at-8ms-no-gpu-needed", "markdown": "https://wpnews.pro/news/feom-windows-gui-automation-at-8ms-no-gpu-needed.md", "text": "https://wpnews.pro/news/feom-windows-gui-automation-at-8ms-no-gpu-needed.txt", "jsonld": "https://wpnews.pro/news/feom-windows-gui-automation-at-8ms-no-gpu-needed.jsonld"}}