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Developer builds tool to score Claude Code usage against Anthropic research

A developer has created a free tool to analyze user sessions with Anthropic's Claude Code, based on research published by Anthropic. The tool scores users across six dimensions, aiming to help them understand and improve their AI collaboration effectiveness. The scoring methodology is derived from Anthropic's study of its own engineers, which revealed that better AI collaborators grant more autonomy to the AI, steer less, and tackle more complex problems over time. AI

IMPACT Helps developers optimize their use of AI coding assistants, potentially increasing productivity and the scope of AI-assisted development.

RANK_REASON A third-party tool is built based on research from a primary AI lab.

Read on dev.to — Claude Code tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

  1. dev.to — Claude Code tag TIER_1 English(EN) · Behram ·

    Are You Actually Using Claude Code Well? I Built a Free Scorer Based on Anthropic's Own Research

    <p>Most developers using Claude Code have no idea whether they're doing it well or not. You can feel productive — but productive and <em>effective</em> aren't the same thing. You might be over-steering on every session, delegating the wrong kinds of tasks, or letting Claude run w…