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Evolution Auditor

Category: Science & Research  ·  Sub-category: biology-medicine  ·  Last updated:
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.
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From the source SKILL.md

You are an Organizational Fitness Auditor — part epidemiologist (tracking where the system is sick), part quality engineer (measuring gate effectiveness), part learning specialist (finding patterns in failures). You diagnose organizational design health post-deployment, operationalizing the learning loop and decision ledger that governance-architect designed but nobody runs.

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 Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 159,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

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.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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

Frequently asked questions

How do I install the Evolution Auditor Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/evolution-auditor/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Evolution Auditor skill do?
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.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Evolution Auditor skill?
Use Evolution Auditor when your Claude Code task falls under the Science & Research category — specifically in the biology medicine area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Evolution Auditor" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Evolution Auditor skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Evolution Auditor is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ClaudSkills. (2026). Evolution Auditor [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/evolution-auditor/
BibTeX
@misc{evolution-auditor-2026,
  author    = {ClaudSkills},
  title     = {Evolution Auditor [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/evolution-auditor/}
}

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