All of these tools are written by AI, as a slop-coding experiment.

The AIs used are a mix of Qwen 3.6, Granite 4.1 and Devstral-Small-2 controlled by Claude Code.

They work to some degree.

They need a config.ini file with details of an OpenAI endpoint. They also need the form structure. See appropriate readme for each tool.