A general coding agent can streamline QA by automating key tasks. It helps visualize system workflows, making it easier to understand complex projects. The agent assists with UI testing using Chrome, querying databases, and integrating with GitHub/GitLab for PR reviews and code collaboration. It also generates unit tests, fixes bugs, and explains code with code lenses. Additionally, it supports debugging, working with MCP servers, and parsing Docker logs. Key Takeaways: System Visualization – Understand workflows in new or existing projects. Automated UI & Database Testing – Use AI for testing and queries. GitHub/GitLab Integration – Automate PR reviews and code collaboration. AI-Powered Debugging – Fix bugs, generate unit tests, and explain code. MCP & Docker Support – Work with MCP servers and parse logs efficiently.