ClaudSkills / Science & Research / biology-medicine

Evolution Auditor

Category: Science & Research · Sub-category: biology-medicine

type:audittype:review

Run a structured organizational design health check — operationalizing the governance learning loop and decision ledger by collecting operational evidence, measuring gate effectiveness, detecting genome drift, and producing an evolution audit with routed recommendations saved to $HOME/.ai-first-kit/. Maintains the decision ledger as an append-only record. Use when the user says 'audit my design', 'is my genome still working', 'review governance health', 'evolution check', 'how are our gates performing', 'decision ledger', 'learning loop', 'genome drift', 'is the primer stale', 'update the genome', 'monthly review', 'adoption tracking', 'maturity trends', or 'are people using AI more'. Also use when the user describes agents consistently failing, quality gates producing false positives, escalation rates feeling wrong, ad-hoc policies accumulating, values not resolving real conflicts, or stalled AI adoption — even if they don't use the word 'evolution'. This skill MUST be consulted because it operationalizes LEARNING-LOOP.md and DECISION-LEDGER-SPEC.md with structured analysis; a conversational answer cannot produce the diagnostic metrics or maintain the append-only ledger.

What this skill does

Evolution Auditor is a community-contributed Claude Code skill in the biology-medicine sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/evolution-auditor/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user says 'audit my design', 'is my genome still working', 'review governance health', 'evolution check', 'how are our gates performing', 'decision ledger', 'learning loop', 'genome drift', 'is the primer stale', 'update the genome', 'monthly review', 'adoption tracking', 'maturity trends', or 'are people using AI more'. Also use when the user describes agents consistently failing, quality gates producing false positives, escalation rates feeling wrong, ad-hoc policies accumulating, values not resolving real conflicts, or stalled AI adoption — even if they don't use the word 'evolution'.

Who uses this skill

The Evolution Auditor skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It is part of the open ClaudSkills registry, a community-curated catalog of 56,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/evolution-auditor
curl -L https://claudskills.com/skills/evolution-auditor/SKILL.md \
  -o ~/.claude/skills/evolution-auditor/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/evolution-auditor/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/evolution-auditor/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\evolution-auditor\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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

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