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token-efficiency-report

Measure Claude Code and carrier plane token usage and calculate orchestration overhead.

16|2|Updated Mar 17, 2026
Search Tags:#Claude Code#token efficiency#Fleet#operation analysis#carrier plane
One-click install
npx skills add https://github.com/sbluemin/fleet-harness --skill token-efficiency-report
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: token-efficiency-report
Source: https://github.com/sbluemin/fleet-harness/tree/main/.agents/skills/token-efficiency-report
Command: npx skills add https://github.com/sbluemin/fleet-harness --skill token-efficiency-report

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill provides a detailed report on the token efficiency of a Fleet operation, comparing the use of Claude Code by the Admiral and the carrier plane's usage.

Core Features & Use Cases

  • Token Efficiency Analysis: Measures the token consumption of Claude Code and carrier planes.
  • Orchestration Overhead: Calculates the coordination overhead in tokens.
  • Counterfactual Estimate: Models the cost if the Admiral performed the work solo.
  • Deliverable Size: Measures the size of the deliverable against a base reference.
  • Use Case: Ideal for operations requiring a detailed analysis of token usage and cost savings in a Fleet environment.

Quick Start

Run the token-efficiency-report skill with the required inputs to generate a report on the current session's token efficiency.

Frequently Asked Questions about token-efficiency-report

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I measure token efficiency in a Claude Code Fleet operation?▼

Token efficiency is measured by analyzing session transcripts and engine logs to compare Claude Code token usage against carrier plane consumption, yielding a detailed operational efficiency report.

How do I calculate orchestration overhead in tokens for carrier plane operations?▼

Orchestration overhead is calculated by comparing the Admiral's coordination tokens against the carrier plane's execution tokens, using data extracted from session transcripts and engine logs.

Can I model solo execution costs to compare against Fleet operation token usage?▼

Yes, you can model a counterfactual solo execution cost to compare against Fleet token usage by evaluating deliverable size in a git repository against a base reference.

What inputs are required to generate a token efficiency report for Claude Code?▼

Generating a token efficiency report requires access to session transcripts, engine logs, and a git repository to compare deliverables and calculate orchestration overhead.

What is the best way to analyze cost savings from using a carrier plane versus solo execution?▼

The best way to analyze cost savings is by generating a counterfactual estimate that models solo execution costs and contrasts them with actual carrier plane token usage and deliverable size.

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