Multi User Cohort Analysis And Comparative Health Benchmarking

via “temporal cohort bucketing and aggregation”

Cohort heatmap MCP App Server for retention analysis

Unique: Implements cohort bucketing as a composable MCP tool rather than a fixed analytics function, allowing LLMs to dynamically specify cohort boundaries and retention definitions without code changes. Uses functional aggregation patterns to support arbitrary retention metrics.

vs others: More flexible than SQL-based cohort queries because cohort definitions can be specified and modified through natural language prompts; faster iteration than warehouse-based approaches for exploratory analysis.