anthropics

Claude Code Monitoring Guide — Development skill for Claude Code

Development community

A comprehensive guide to measuring the return on investment for Claude Code implementation in your development organization.

How to install Claude Code Monitoring Guide

This entry records only its repository, not the path inside it, so there is no exact command to give. Open anthropics/claude-code-monitoring-guide and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Claude Code Monitoring Guide does

A comprehensive guide to measuring the return on investment for Claude Code implementation in your development organization.

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README

Claude Code ROI Measurement Guide

A comprehensive guide to measuring the return on investment for Claude Code implementation in your development organization.

Overview

This repository contains a complete walkthrough for setting up telemetry, measuring costs, tracking productivity, and calculating ROI for Claude Code usage. Whether you're an individual developer or managing a large engineering team, this guide provides the tools and metrics needed to make data-driven decisions about AI coding assistance.

What's Included

  • Telemetry Setup: Complete Prometheus and OpenTelemetry configuration
  • Cost Analysis: Real usage patterns and pricing breakdowns across different plans
  • Productivity Metrics: Key indicators for measuring developer efficiency
  • ROI Calculations: Framework for calculating return on investment
  • Automated Reporting: Integration with Linear for comprehensive productivity reports

Key Metrics Tracked

  • Cost Metrics: Total spend, cost per session, cost by model
  • Token Usage: Input/output tokens, cache efficiency
  • Productivity: PR count, commit frequency, session duration
  • Team Analytics: Usage by developer, adoption rates

Contents

Getting Started

Read the complete guide in [`claude_code_roi_full.md`](claude_code_roi_full.md) for detailed setup instructions, real-world examples, and actionable insights for your organization.

Contributing

This guide is based on real-world implementation experience. If you have additional