How do I trigger measurement for a specific routine?

Simply add the --measure flag to any /popkit:routine command, such as /popkit:routine morning --measure, to automatically start tracking.

Can I compare performance between different routine runs?

Yes, the dashboard implementation includes trend indicators and aggregate statistics to help you compare current execution data against previous historical runs.

Where is my measurement data stored?

All metrics are saved as structured JSON files within the .claude/popkit/measurements/ directory for local persistence and easy analysis.

What model pricing does the cost estimator use?

The skill currently estimates costs based on Claude 3.5 Sonnet pricing, calculated at $3 per million input tokens and $15 per million output tokens.

PopKit Routine Analytics Dashboard

Name: PopKit Routine Analytics Dashboard
Author: jrc1883

byjrc1883

•

分析と監視

Monitors and visualizes execution metrics, token usage, and API costs for automated Claude Code development routines.

This skill provides comprehensive observability for PopKit automated workflows by tracking critical performance data during routine execution. It captures execution duration, tool call frequency, and token usage, translating these metrics into actionable reports and visual dashboards. By calculating estimated API costs for Claude 3.5 Sonnet and identifying execution bottlenecks, it helps developers optimize their AI-powered workflows for both speed and cost-efficiency, ensuring automated tasks remain within budget and performance parameters.

主な機能

015 GitHub stars

02Granular tool call breakdown and frequency reporting

03Historical trend analysis and routine performance comparisons

04Detailed token usage analysis for input and output splits

05API cost estimation based on current Claude model pricing

06Real-time execution tracking and duration measurement

ユースケース

01Monitoring performance regressions in recurring developer routines

02Generating detailed reports on AI development tool ROI and resource consumption

03Optimizing workflow costs by identifying token-heavy automated tasks

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jrc1883/popkit-claude pop-routine-measure

For use in Claude.ai and ChatGPT

Download Skill