ClaudSkills / Engineering / architecture

Evaluating AI Harness Dimensions

Quality score: 70/100 · Category: Engineering · Sub-category: architecture

ai:agenttype:audittype:integration

Evaluates AI coding agent platforms across five structural dimensions — execution philosophy, state and memory, context management, tool integration, and multi-agent architecture — that determine real-world performance independently of model quality. Use when selecting an AI coding agent platform, comparing two agents beyond benchmark scores, or auditing why the same model performs differently in different environments.

What this skill does

Evaluating AI Harness Dimensions is a production-ready Claude Code skill (quality score 70/100) in the architecture sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/evaluating-ai-harness-dimensions/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when selecting an AI coding agent platform, comparing two agents beyond benchmark scores, or auditing why the same model performs differently in different environments.

Who uses this skill

The Evaluating AI Harness Dimensions skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/evaluating-ai-harness-dimensions
curl -L https://claudskills.com/skills/evaluating-ai-harness-dimensions/SKILL.md \
  -o ~/.claude/skills/evaluating-ai-harness-dimensions/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/evaluating-ai-harness-dimensions/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/evaluating-ai-harness-dimensions/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\evaluating-ai-harness-dimensions\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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