Auditing Intelligence Context Fit

Quality score: 70/100 · Category: Security · Sub-category: compliance

type:audittype:debug

Audits the fit between a model's reasoning capability and the complexity of the context it receives. Use when an AI system is underperforming despite good retrieval, when teams are unsure whether to upgrade their model or improve their context pipeline, or when diagnosing the "long context and weak reasoning equals harmful output" pattern in production agent systems.

What this skill does

Auditing Intelligence Context Fit is a production-ready Claude Code skill (quality score 70/100) in the compliance sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/auditing-intelligence-context-fit/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when an AI system is underperforming despite good retrieval, when teams are unsure whether to upgrade their model or improve their context pipeline, or when diagnosing the "long context and weak reasoning equals harmful output" pattern in production agent systems.

Who uses this skill

The Auditing Intelligence Context Fit skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. 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/auditing-intelligence-context-fit
curl -L https://claudskills.com/skills/auditing-intelligence-context-fit/SKILL.md \
  -o ~/.claude/skills/auditing-intelligence-context-fit/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/auditing-intelligence-context-fit/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/auditing-intelligence-context-fit/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\auditing-intelligence-context-fit\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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Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt

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