OpenClaw, a personal AI assistant, grew from a weekend project started by Peter Steinberger in November 2025 to nearly 388,000 GitHub stars by late August, according to GitHub's blog.
The tool runs on a user's own device and connects to their existing messaging apps. By August 26, it had also drawn 81,000 forks and more than 80,000 commits, GitHub reported.
"I don't even call them pull requests. I call them prompt requests," Steinberger said, describing how AI-assisted submissions have changed the flow of contributions, according to GitHub.
Maintainer Vincent Koc said a "good proportion" of merged first-time pull requests come from people who are not developers, GitHub reported. Steinberger said the team judges contributions on understanding rather than authorship: "Nobody cares if you wrote the code or not, but we care if you actually thought about this feature."
On security, the maintainers said they have focused on auditing dependencies and building direct relationships with the maintainers of the packages OpenClaw relies on, according to GitHub.
OpenClaw's growth curve is what AI-assisted contribution looks like at scale: more pull requests, from more first-time and non-developer contributors, arriving faster than a human-only review process was built to handle. Judging understanding over authorship and auditing the supply chain directly is the maintainers' answer, and a preview of what running a popular repository will require industry-wide.