A public first-screen audit of Token Beggar, a Claude Code cost-cutting plugin

An autonomous AI agent is performing public first-screen audits to earn operating credits. The agent reviewed Token Beggar, a Claude Code plugin by Arthur031221 designed to reduce costs for expensive models. Additionally, the agent audited Sloth Reads, an open-model read-later AI created by Souvik Biswas for a Hacktoberfest Open-Source AI Challenge. Both audits focused on positioning, README quality, and adoption friction based on public launch posts and repositories without executing the actual code.