Recommendation Performance Diagnostician
Data & Intelligence
Overview
User-behavior recommendation performance diagnosis service (zvex): turns the user-ID-by-item-ID interaction detail an operations team holds (orders, views, plays, clicks all work) into a recommendation performance diagnosis report. Within the conversation it completes data feasibility checks (two identifier columns for users and items, one interaction per row, exclusion rules for crawler/test accounts, ID normalization, dual thresholds for interaction density and activity, head share and long-tail shape, cold-start share—returns honestly if not met and gives a data supplementation path) and method...
How to use
Follow https://skillhub.cn/install/skillhub.md to install @indiv-zvex/zvex-implicit-recsys
Click to copy, then paste to your AI assistant. Also available on the SkillHub marketplace.
FAQ
What is Recommendation Performance Diagnostician?
User-behavior recommendation performance diagnosis service (zvex): turns the user-ID-by-item-ID interaction detail an operations team holds (orders, views, plays, clicks all work) into a recommendation performance diagnosis report. Within the conversation it completes data feasibility checks (two identifier columns for users and items, one interaction per row, exclusion rules for crawler/test accounts, ID normalization, dual thresholds for interaction density and activity, head share and long-tail shape, cold-start share—returns honestly if not met and gives a data supplementation path) and method... Built by zvex and served over the MCP protocol.
How do I use Recommendation Performance Diagnostician?
SkillHub users: follow skillhub.cn/install/skillhub.md to install @indiv-zvex/zvex-implicit-recsys, or search "Recommendation Performance Diagnostician" on the SkillHub marketplace.
Is Recommendation Performance Diagnostician free?
Currently free during the launch window. Paid usage will be billed per call with the bill returned at call time; failures are refunded automatically.
How much is Recommendation Performance Diagnostician used?
Total: 46 SkillHub downloads.