What problem does it solve? Brands risk paying influencers whose audiences are inflated by bots and purchased engagement. This Skill vets Instagram creators by measuring engagement against views rather than follower counts and quantifying the bot/spam share of their comments, producing a transparent 0-100 authenticity score for sponsorship decisions. ## Core Features & Use Cases - View-Based Engagement Rate: Computes engagement over video plays instead of followers, since views are the hardest metric to fake, with a follower-based fallback labeled as lower confidence. - Bot/Spam Audience Analysis: Samples comments from a creator's top posts and calculates the share flagged as spam to estimate audience authenticity. - Single or Batch Screening: Produces a score card for one creator or a sorted comparison table for a list of handles, with private accounts and partial results reported separately. - Use Case: Before signing three creators for a skincare launch, paste their handles and receive a ranked table showing engagement rate, bot percentage, sanity-check flags, and a 0-100 score for each. ## Quick Start Ask the agent to vet an Instagram creator, for example: "Is @fitnessguru_official's audience real? Score their engagement quality and bot share."