vardanagarwal/Proctoring-AI

• highreadme#1

  Reposition README H1 to emphasize "system" and "audience"

  原因：

  当前

  # Proctoring-AI
  
  Project to create an automated proctoring system where the user can be monitored automatically through the webcam and microphone. The project is divided into two parts: vision and audio based functionalities. An explanation of some functionalities of the project can be found on my medium article.

  复制粘贴的修复

  复制

  # Proctoring-AI: An Automated Online Proctoring System
  
  Proctoring-AI is an open-source, automated proctoring system designed to monitor online exam candidates via webcam and microphone, ensuring academic integrity for educational institutions and online learning platforms. It integrates advanced vision and audio functionalities to detect suspicious behavior.

  待办完成忽略
• mediumhomepage#2

  Add homepage URL to repository metadata

  原因：

  复制粘贴的修复

  复制

  Add the URL to your Medium article (or another project overview page) as the repository's homepage URL in the 'About' section.

  待办完成忽略
• mediumreadme#3

  Add a "Key Features" section before prerequisites

  原因：

  当前

  ### Prerequisites
  To run the programs in this repo, do the following:
  - create a virtual environment using the command:
    - `python -m venv venv`

  复制粘贴的修复

  复制

  Insert a new section after the initial project description and before '### Prerequisites' with a title like '## Key Features' that summarizes the system's capabilities from a solution perspective, e.g.:
  
  ## Key Features
  - Automated monitoring of online exam candidates.
  - Real-time detection of eye movement, mouth opening, and head posture.
  - Identification of multiple people or mobile phones in the frame.
  - Audio analysis for speech detection.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to implement an automated online proctoring system using webcam and microphone?

  你：未被推荐
  AI 推荐顺序：

  1. OpenCV
  2. Dlib
  3. MediaPipe
  4. TensorFlow
  5. Keras
  6. PyTorch
  7. WebRTC
  8. FFmpeg
  9. Mozilla DeepSpeech
  10. Google Speech-to-Text API

  AI 推荐了 10 个替代方案，却始终没点名 vardanagarwal/Proctoring-AI。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What Python libraries are best for real-time face detection and eye tracking for monitoring?

  你：未被推荐
  AI 推荐顺序：

  1. OpenCV
  2. dlib
  3. MediaPipe
  4. Face_recognition
  5. PyTorch
  6. TensorFlow
  7. MTCNN
  8. YOLO
  9. SSD

  AI 推荐了 9 个替代方案，却始终没点名 vardanagarwal/Proctoring-AI。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of vardanagarwal/Proctoring-AI?

  pass
  ✓AI 明确点名了 vardanagarwal/Proctoring-AI

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts vardanagarwal/Proctoring-AI in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 vardanagarwal/Proctoring-AI

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo vardanagarwal/Proctoring-AI solve, and who is the primary audience?

  pass
  ⚠AI 未点名 vardanagarwal/Proctoring-AI —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？