VS Code Copilot automations integrated with Datadog MCP for automated error detection

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A new technical approach combines VS Code Copilot Automations with Datadog's Model Context Protocol server to automatically detect and fix recurring errors. The system schedules periodic scans for 4xx/5xx errors and high-error-rate endpoints. It then performs root-cause analysis and attempts test-driven development style fixes. This automated verification layer aims to address the bottleneck of code verification in agentic engineering workflows. The setup requires enabling preview features in VS Code and configuring the Datadog MCP server connection.

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