ai

Vet and submit upstream fix or security contributions for a public GitHub repository using a 13 stage contribution pipeline. Default input is a public GitHub repository URL, such as https://github.com/owner/repo. Fork the target repository into ~/dev/, mine recent merged PRs and release diffs for candidates, reproduce locally before drafting anything, shape the writeup to the repo's recent accepted PR patterns, pause for human viability review and CLA signing, then resume for follow up after review or bot feedback. Use when asked to use "$contribute", contribute to a public GitHub repository, "contribute upstream", "fork this repo and prepare a PR", "hunt fix candidates", "run the 13 stage pipeline", or "prepare an honest open source contribution".

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, passive voice, negative parallelisms, and filler phrases.