Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Science & Research / research-methods

Run Evolve

Category: Science & Research  ·  Sub-category: research-methods  ·  Last updated:
Run hypothesis-evolution round on a completed deep-research run. Mutator persona generates child hypotheses from top-Elo parents; children re-enter tournament. Closes Elo ties at the top of the leaderboard.

About this skill (catalog notes)

Run Evolve includes at least one code block. The SKILL.md is on the shorter side at about 285 words.

Original author
epireve
Indexed lastmod
Catalog position
Science & Research · research-methods
Indexed related skills
10

How Run Evolve fits the catalog

Run Evolve sits in the Science & Research category under the research-methods sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Invokes the mutator persona over the top-Elo hypotheses of a run, persists children with parent_hyp_id lineage, runs a fresh pairwise tournament round.

What this skill does

Run Evolve is a community-contributed Claude Code skill in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/run-evolve/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Run Evolve 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 116,000+ 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/run-evolve
curl -L https://claudskills.com/skills/run-evolve/SKILL.md \
  -o ~/.claude/skills/run-evolve/SKILL.md

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

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

Frequently asked questions

How do I install the Run Evolve Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/run-evolve/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Run Evolve skill do?
Run hypothesis-evolution round on a completed deep-research run. Mutator persona generates child hypotheses from top-Elo parents; children re-enter tournament. Closes Elo ties at the top of the leaderboard.
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 Run Evolve skill?
Use Run Evolve when your Claude Code task falls under the Science & Research category — specifically in the research methods 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 Run Evolve" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Run Evolve 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. Run Evolve 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/.

Attribution & license

Cite this skill

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

APA
epireve. (2026). Run Evolve [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/run-evolve/
BibTeX
@misc{run-evolve-2026,
  author    = {epireve},
  title     = {Run Evolve [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/run-evolve/}
}

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