Show HN: DumbDetector – Community signals for AI tool problems (dumbdetector.net)

A new tool called DumbDetector has been launched to help the AI/ML community identify issues with AI tools and agents. This innovative platform allows users to anonymously report problems such as quality drops or errors, creating a community-driven radar for monitoring unusual performance deviations. By aggregating reports in real-time and calculating a status based on submitted data, DumbDetector acts as an early warning system for AI tool instability, without requiring users to log in or provide personal information. This development is significant as it empowers users to collectively highlight issues that may affect AI performance, facilitating troubleshooting and fostering accountability among AI developers. Alongside this reporting feature, the platform offers practical guides and troubleshooting comparisons for various AI coding agents and assistants, helping users decode strange behavior, performance inconsistencies, and context loss. By comparing popular tools like Claude Code, Codex, and ChatGPT, DumbDetector provides valuable insights into their workflows and common failure modes, enhancing the overall quality and reliability of AI technologies in a rapidly evolving landscape.