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Real-time system monitor built in Python, combining live performance analytics, modular architecture, and AI-ready components. Developed as part of the HCK_Labs educational AI-engineering initiative for research and diagnostic experimentation.

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PC_Workman 1.6.4 πŸ–₯️

Real-time PC monitoring + AI diagnostics. Status Version Python License CodeQL VirusTotal Sigstore Open Source

Overview

PC_Workman is a real-time system monitoring tool built in Python. It combines live performance diagnostics, AI-assisted analysis, and a modular architecture designed for intelligent system optimization.

What it does:

  • Real-time CPU, GPU, RAM, and network monitoring
  • Process intelligence (identifies what's consuming resources)
  • AI-powered diagnostics via hck_GPT integration
  • Historical trend analysis (see patterns over time)
  • Gaming analytics with bottleneck detection

Why it's different:

  • Traditional tools show "CPU: 87%" β†’ PC_Workman explains why
  • Time-travel diagnostics β†’ click any historical point to see what was running
  • Voltage spike detection β†’ unique feature nobody else has
  • Built for understanding, not just watching

πŸš€ Quick Start

Windows Users (Easiest)

1. Download PC_Workman.exe from Releases
2. Double-click
3. Done βœ…

Get Latest Release

Developers

git clone https://github.com/HuckleR2003/PC_Workman_HCK.git
cd PC_Workman_HCK
pip install -r requirements.txt
python startup.py

Full setup guide: GETTING_STARTED.md

Features

Core Monitoring

  • Real-time CPU, GPU, RAM tracking
  • Network bandwidth per-application
  • Process identification and labeling
  • Temperature monitoring with trends
  • Historical data logging (daily, weekly, monthly)

Intelligence

  • hck_GPT AI-powered analysis
  • Gaming analytics with FPS tracking
  • Bottleneck detection (CPU vs GPU limited)
  • Pattern detection and recommendations
  • Safe system optimization with rollback

Interface

  • Modern dashboard (Apple-inspired design)
  • Ultra-compact information density
  • Color-coded process lists
  • Interactive charts and metrics
  • Click-to-investigate functionality

Architecture

Modular, scalable design:

PC_Workman/
β”œβ”€β”€ core/              # Real-time data collection & analysis
β”œβ”€β”€ hck_gpt/           # AI diagnostics engine
β”œβ”€β”€ ui/                # Tkinter + Matplotlib interface
β”œβ”€β”€ hck_stats_engine/  # Statistical aggregation & trends
β”œβ”€β”€ settings/          # Configuration files
β”œβ”€β”€ data/
β”‚   β”œβ”€β”€ logs/          # CSV logs (raw, hourly, daily, weekly, monthly)
β”‚   └── cache/         # Runtime cache & process patterns
└── utils/             # System utilities & helpers

Design principles:

  • Dynamic component registry (auto-registration)
  • Seamless inter-module communication
  • Designed for future expansion
  • Educational value (demonstrates Python best practices)

What's New [1.6.2] - 2026-01-12 - CURRENT

Fan Dashboard Overhaul

  • Complete visual redesign with purple gradient temperature graph
  • Improved data density and readability
  • Enhanced visual hierarchy with gradient-based design language

Your PC Section - UI Compression

  • PRO INFO TABLE optimization (~25% size reduction)
    • Removed redundant MOTHERBOARD voltage parameters (CPU, CPU SA, CPU AUX)
    • Simplified TEMPERATURE monitoring (removed GPU, MOS, PCH, TZ00 sensors)
    • Consolidated DISK SPACE and BODY FANS into vertical layout
    • Reduced padding throughout (5px β†’ 1px, 2px β†’ 1px)
    • Adjusted section headers (pady: 2px β†’ 1px)
    • Model badge optimization (padx: 10px β†’ 8px, pady: 3px β†’ 2px)

New Menu System

  • Replaced hardware cards with feature-focused navigation menu
  • Five interactive menu buttons with background graphics:
    1. YOUR PC - Health Report - Component health monitoring with session history
    2. Statistics & Monitoring - Monthly statistics with spike detection
    3. Optimization Dashboard - Automated optimization for legacy hardware
    4. Daily Advanced System Cleanup - Consolidated cleanup utilities
    5. First Device Setup - Driver updates and service management
  • Ultra-compact text rendering (6pt Consolas, 9px line spacing)
  • Title overlays positioned at 25% image height
  • Description text placed below images for improved readability

Technical Improvements

  • Custom black scrollbar for PRO INFO TABLE (10px width)
  • Canvas-based gradient rendering
  • PIL image manipulation for button backgrounds
  • Optimized frame padding across all sections
  • Maintained 980x575 window size (reverted experimental enlargement)

Notes

  • Menu buttons are currently placeholders - functionality to be implemented in future releases
  • Focus on UI density and information hierarchy
  • No breaking changes to existing features

What's New [1.6.1] - 10.01.2026

Fan Dashboard Evolution - Complete overhaul (3 iterations in one night!) - General fixes

Others

-Redesigned from scratch with high market tools research - inspired UI. -Beautiful purple gradient fan curve graph with interactive drag-and-drop points -Compact 2x2 fan status cards with real-time RPM monitoring & connection status -Streamlined profile system (Default, Silent, AI, P1, P2) -Smart profile saving to data/profiles/ with JSON export/import -Removed clutter - deleted right panel, focused on what matters -40% smaller graph height for better space utilization

βœͺ Main Window UX Polish

-Fixed process CPU/RAM calculations (now shows system-relative %, not per-core) Removed padding between navigation tabs for cleaner look Killed animated gradients for better performance Stripped unnecessary descriptive texts

! βœͺ NEW: Floating System Monitor Widget βœͺ

Always-on-top overlay in top-right corner (outside main window!) Real-time CPU/RAM/GPU usage with color-coded alerts Draggable, minimizable, frameless design Runs independently - keep it visible while working Launch from Navigation menu β†’ "Floating Monitor"

βœͺ Codebase Cleanup

Removed deprecated fan dashboard versions (ai, pro, ultra) Consolidated to single fan_dashboard.py - 3 files deleted, ~100KB saved Purged all pycache and .pyc files Fixed broken imports after cleanup

What's New [v1.5.7] - 23.12.2025

Modern Dashboard Redesign

  • Apple-inspired flat design with gradient accents
  • Ultra-compact TOP 5 process lists
  • Side-by-side CPU/RAM indicators
  • Color-coded visual hierarchy
  • 40% more information density

Hardware Health Monitoring

  • Three-column layout (CPU | RAM | GPU)
  • Real hardware names (actual Intel/AMD/NVIDIA)
  • Intelligent load classification (Normal β†’ Critical)
  • Temperature bars with heat-based coloring

Gaming Analytics

  • Per-game performance tracking
  • FPS correlation with system load
  • Bottleneck detection
  • Thermal signature per game

Optimization Tools

  • Windows services management
  • Gaming mode toggle
  • Startup programs cleanup
  • Safe system optimizations with rollback

πŸ“ Project Structure

HCK_Labs/PC_Workman_HCK/
β”œβ”€β”€ core/
β”‚   β”œβ”€β”€ __init__.py
β”‚   β”œβ”€β”€ analyzer.py      # Data analysis & trends
β”‚   β”œβ”€β”€ logger.py        # File logging system
β”‚   β”œβ”€β”€ monitor.py       # Real-time data collection
β”‚   └── scheduler.py     # Background scheduler
β”œβ”€β”€ hck_gpt/
β”‚   β”œβ”€β”€ __init__.py
β”‚   β”œβ”€β”€ ai_logic.py      # AI analysis algorithms
β”‚   β”œβ”€β”€ detector.py      # Pattern detection
β”‚   β”œβ”€β”€ hck_gpt.py       # Main AI module
β”‚   └── model_cache/     # Cached AI models
β”œβ”€β”€ ui/
β”‚   β”œβ”€β”€ main_window.py   # Main interface
β”‚   β”œβ”€β”€ charts.py        # Matplotlib charts
β”‚   β”œβ”€β”€ dialogs.py       # Popup dialogs
β”‚   └── theme.py         # UI theming
β”œβ”€β”€ hck_stats_engine/
β”‚   β”œβ”€β”€ avg_calculator.py    # Statistical calculations
β”‚   β”œβ”€β”€ time_utils.py        # Time handling
β”‚   └── trend_analysis.py    # Trend detection
β”œβ”€β”€ settings/
β”‚   β”œβ”€β”€ config.json      # Main configuration
β”‚   β”œβ”€β”€ paths.json       # Path definitions
β”‚   └── user_prefs.json  # User preferences
β”œβ”€β”€ data/
β”‚   β”œβ”€β”€ logs/            # CSV data files
β”‚   β”‚   β”œβ”€β”€ raw_usage.csv
β”‚   β”‚   β”œβ”€β”€ minute_avg.csv
β”‚   β”‚   β”œβ”€β”€ hourly_usage.csv
β”‚   β”‚   β”œβ”€β”€ daily_usage.csv
β”‚   β”‚   β”œβ”€β”€ weekly_usage.csv
β”‚   β”‚   └── monthly_usage.csv
β”‚   └── cache/           # Runtime cache
β”œβ”€β”€ tests/
β”‚   β”œβ”€β”€ test_analyzer.py
β”‚   β”œβ”€β”€ test_monitor.py
β”‚   └── test_avg_calculator.py
β”œβ”€β”€ docs/
β”‚   β”œβ”€β”€ TECHNICAL.md
β”‚   └── screenshots/
β”œβ”€β”€ CHANGELOG.md
β”œβ”€β”€ GETTING_STARTED.md
β”œβ”€β”€ requirements.txt
β”œβ”€β”€ setup.py
β”œβ”€β”€ startup.py
└── import_core.py

πŸ› οΈ Installation

Requirements

  • Python 3.9+ (or use .exe)
  • Windows 10+ (Linux/Mac support coming)
  • RAM: 200MB minimum
  • Disk: 300MB (if using .exe installer)

From Source

# Clone repository
git clone https://github.com/HuckleR2003/PC_Workman_HCK.git
cd PC_Workman_HCK

# Create virtual environment (recommended)
python -m venv venv
.\venv\Scripts\activate

# Install dependencies
pip install -r requirements.txt

# Run
python startup.py

From .exe

Download from Releases β†’ Double-click β†’ Done

πŸ“– Usage

First Launch

  1. Dashboard opens showing real-time metrics
  2. Give it 5 seconds to collect initial data
  3. CPU/RAM/GPU bars populate
  4. Click tabs to explore features

Main Tabs

  • Dashboard - Real-time overview
  • Your PC - Hardware health & component status
  • Fan Control - Custom fan curves (advanced)
  • Network - Per-app bandwidth usage
  • Gaming - Game-specific analytics

Understanding the Data

  • Green (0-30%) - Normal operation
  • Yellow (30-60%) - Moderate load
  • Orange (60-85%) - Heavy load
  • Red (85%+) - Critical

Click any process to see more details.

πŸ“ˆ Data & Privacy

What's Collected

  • CPU/GPU/RAM usage (on your device only)
  • Process names (to identify running applications)
  • Temperature readings (from hardware sensors)
  • Network usage (local tracking)

Where It's Stored

  • Local only: /data/logs/ directory
  • No cloud: Everything stays on your PC
  • No telemetry: Zero tracking or analytics
  • You control it: Delete anytime

Privacy Assurance

  • 100% local operation
  • No data transmission
  • No user tracking
  • Open source (code is auditable)

πŸ—‚οΈ Versioning

Version Status Key Features
v1.0.0 Released Basic architecture
v1.0.6 Stable First working UI
v1.3.3 Released hck_GPT integration
v1.4.0 Released System tray, enhanced UI
v1.5.7 Current Modern dashboard, hardware monitoring
v1.6.0 Q1 2026 Stable release, .exe installer
v2.0.0 Q2 2026 ML patterns, advanced gaming

🀝 Contributing

For Users

For Developers

  • We welcome pull requests
  • Follow existing code style
  • Include tests for new features
  • Update documentation

πŸ’» System Requirements

Minimum:

  • Python 3.9+
  • Windows 10
  • 200MB RAM
  • 300MB disk space

Recommended:

  • Python 3.11+
  • Windows 11
  • 500MB+ RAM
  • SSD storage

For Gaming Analytics:

  • NVIDIA/AMD GPU drivers updated
  • DirectX 12 compatible system

πŸ“š Documentation

πŸ‘€ About

Marcin Firmuga | Software Engineer

Order picker by day, programmer by night.

Part of HCK_Labs initiative.

πŸ“„ License

MIT License Β© 2025 HCK_Labs / Marcin Firmuga Free for personal and commercial use. Attribution appreciated.

Ship what you have. Improve it later. πŸ’™

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Real-time system monitor built in Python, combining live performance analytics, modular architecture, and AI-ready components. Developed as part of the HCK_Labs educational AI-engineering initiative for research and diagnostic experimentation.

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