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ClaudSkills / Science & Research / research-methods

Figure Qa

Category: Science & Research  ·  Sub-category: research-methods  ·  Last updated:
lang:pythontype:review
Use this skill to QA a scientific figure for journal compliance, alignment, palette correctness, and label legibility. Triggers on "QA this figure", "check this figure", "review my figure", "is this figure paper-ready", "validate figure", or when invoked proactively after a figure-generation skill produces output (unless the caller passes no-qa). Dispatches on input type (SVG, raster PNG/JPG/TIFF, Python plot script, or composed-figure directory) and runs the right programmatic checks plus a VLM rubric judgment pass.
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From the source SKILL.md

Routes a scientific figure to an independent, fresh-context QA reviewer that detects the input type, runs the deterministic checks (fonts, palette, geometry, alpha, DPI) via helper scripts, and adds a VLM rubric judgment for the aesthetic dimensions. This skill is a thin dispatcher: the detection logic, exit-code contract, VLM rubric, and report format all live in references/figure-qa-procedure.md, and the deterministic engine lives in the figures plugin's agents/figure-qa-scripts/.

What this skill does

Figure Qa 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/figure-qa/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Figure Qa 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 188,000+ 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/figure-qa
curl -L https://claudskills.com/skills/figure-qa/SKILL.md \
  -o ~/.claude/skills/figure-qa/SKILL.md

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

Skills live at ~/.claude/skills/figure-qa/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\figure-qa\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 Figure Qa Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/figure-qa/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Figure Qa skill do?
Use this skill to QA a scientific figure for journal compliance, alignment, palette correctness, and label legibility. Triggers on "QA this figure", "check this figure", "review my figure", "is this figure paper-ready", "validate figure", or when invoked proactively after a figure-generation skill produces output (unless the caller passes no-qa). Dispatches on input type (SVG, raster PNG/JPG/TIFF, Python plot script, or composed-figure directory) and runs the right programmatic checks plus a VLM rubric judgment pass.
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 Figure Qa skill?
Use Figure Qa 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 Figure Qa" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Figure Qa 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. Figure Qa 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
neuromechanist. (2026). Figure Qa [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/figure-qa/
BibTeX
@misc{figure-qa-2026,
  author    = {neuromechanist},
  title     = {Figure Qa [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/figure-qa/}
}

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