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Log token costs and human hours for AI work

Software Engineering#logging#economics#token-cost#timesheet#ai-metrics#human-hours
Authorhilbertp
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Teams need a unified way to record both the token consumption and the human‑equivalent effort for every AI‑generated deliverable, enabling clear economics, ROI analysis, and transparent retrospectives.

Core Features & Use Cases

  • Standardized logging: Append a JSON line to bridge/timesheet.jsonl with a defined schema after any significant piece of work.
  • Economic aggregation: Group entries by deliverable to compute total human hours and token burn for reporting and decision‑making.
  • Idea capture integration: Automatically runs the idea‑capture skill after each log to preserve emerging concepts.
  • Applicable scenarios: Brief creation, code implementation, design reviews, architecture decisions, planning, and any other tracked activity.

Quick Start

After finishing a task, add a timesheet entry to bridge/timesheet.jsonl following the provided schema.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: estimate-hours
Download link: https://github.com/hilbertp/liberation-of-bajor/archive/main.zip#estimate-hours

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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