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Research Iterate

Category: Science & Research  ·  Sub-category: research-methods  ·  Last updated:
Iteratively refines a research analysis through multi-specialist critique and quality gates until it reaches publication-ready quality. Use this skill when the user says: "iterate the analysis", "refine until publication-ready", "run through quality gates", "bring this to publication quality", or asks for a defensible, multi-round refinement of existing outputs. The skill orchestrates the Lab Director + specialist agents through a six-phase loop (readiness assessment, planning, implementation, parallel critique, arbitration, and self-update) until the project's concrete goal spec is met, escalating to the user only on structural decisions. Wraps `analysis-pipeline` as a sub-workflow for code-heavy rounds; adds cross-domain critique, render-and-read visualization review, and self-improvement feedback into the framework itself.

From the source SKILL.md

A structured, multi-round orchestration loop that takes a research analysis from "first cut" to "publication ready" by running it through parallel specialist critique, explicit quality gates, and self-improvement feedback cycles.

What this skill does

Research Iterate 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/research-iterate/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Research Iterate 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 93,000+ 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/research-iterate
curl -L https://claudskills.com/skills/research-iterate/SKILL.md \
  -o ~/.claude/skills/research-iterate/SKILL.md

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

Skills live at ~/.claude/skills/research-iterate/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\research-iterate\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 Research Iterate Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/research-iterate/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Research Iterate skill do?
Iteratively refines a research analysis through multi-specialist critique and quality gates until it reaches publication-ready quality. Use this skill when the user says: "iterate the analysis", "refine until publication-ready", "run through quality gates", "bring this to publication quality", or asks for a defensible, multi-round refinement of existing outputs. The skill orchestrates the Lab Director + specialist agents through a six-phase loop (readiness assessment, planning, implementation, parallel critique, arbitration, and self-update) until the project's concrete goal spec is met, escalating to the user only on structural decisions. Wraps `analysis-pipeline` as a sub-workflow for code-heavy rounds; adds cross-domain critique, render-and-read visualization review, and self-improvement feedback into the framework itself.
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 Research Iterate skill?
Use Research Iterate 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 Research Iterate" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Research Iterate 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. Research Iterate 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
jakebrownscombe. (2026). Research Iterate [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/research-iterate/
BibTeX
@misc{research-iterate-2026,
  author    = {jakebrownscombe},
  title     = {Research Iterate [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/research-iterate/}
}

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Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills
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