Figure QA
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/.
When to use
Activate when a figure needs a journal-submission QA pass, or proactively after a figure-generation skill (scientific-figure, svg-figure, svg-primitives, transparent-icons, ai-full-figure, plot-styling) produces output, unless the caller passes no-qa.
Why a fresh-context reviewer
A QA pass is more trustworthy from a reviewer that did not just author the figure. Run it in a separate context and pass only the figure path, input type (if known), and target journal. On tools without subagents, run the procedure inline.
Dispatch
In every branch the reviewer follows references/figure-qa-procedure.md (strict separation: scripts own ground-truth measurements, VLM owns aesthetic judgment).
- Claude Code:
Task(subagent_type: "figure-qa", ...) passing the figure path and target journal. Honor a no-qa opt-out by returning immediately.
- Codex CLI: plugin installation exposes this skill, not a Codex subagent. To use a fresh-context Codex reviewer, first copy
agents/templates/figure-qa.toml to ~/.codex/agents/ or .codex/agents/, then invoke that configured agent if the current Codex surface supports /agent. If no Codex subagent is configured or available, use the fallback branch.
- Copilot CLI: plugin installation exposes this skill and, through
.github/plugin/plugin.json, the .agent.md reviewer in agents/templates/. Invoke that configured agent when the current Copilot surface supports custom agents. If running outside a plugin install, copy agents/templates/figure-qa.agent.md to .github/agents/ or ~/.copilot/agents/. If no custom agent is available, use the fallback branch.
- Fallback (no subagent support, or an interactive in-thread check): first locate the procedure (
$CLAUDE_PLUGIN_ROOT/skills/figure-qa/references, else find . -type d -path '*/skills/figure-qa/references' | head -1); if it cannot be found, stop and tell the user to install the figures plugin rather than guessing checks. Then follow references/figure-qa-procedure.md directly.
The brain (do not duplicate into dispatch or agent shells)
references/figure-qa-procedure.md -- no-qa opt-out, script location, type detection, per-branch checks, exit-code contract, VLM rubric, and the exact report shape.agents/figure-qa-scripts/check_{svg,raster,plot_script}.py (in the figures plugin) -- the deterministic engine, kept in place so other skills (e.g. svg-primitives) can call it directly.
1---2name: figure-qa3description: 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.4---56# Figure QA78Routes 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/`.910## When to use1112Activate when a figure needs a journal-submission QA pass, or proactively after a figure-generation skill (scientific-figure, svg-figure, svg-primitives, transparent-icons, ai-full-figure, plot-styling) produces output, unless the caller passes `no-qa`.1314## Why a fresh-context reviewer1516A QA pass is more trustworthy from a reviewer that did not just author the figure. Run it in a separate context and pass only the figure path, input type (if known), and target journal. On tools without subagents, run the procedure inline.1718## Dispatch1920In every branch the reviewer follows `references/figure-qa-procedure.md` (strict separation: scripts own ground-truth measurements, VLM owns aesthetic judgment).2122- **Claude Code:** `Task(subagent_type: "figure-qa", ...)` passing the figure path and target journal. Honor a `no-qa` opt-out by returning immediately.23- **Codex CLI:** plugin installation exposes this skill, not a Codex subagent. To use a fresh-context Codex reviewer, first copy `agents/templates/figure-qa.toml` to `~/.codex/agents/` or `.codex/agents/`, then invoke that configured agent if the current Codex surface supports `/agent`. If no Codex subagent is configured or available, use the fallback branch.24- **Copilot CLI:** plugin installation exposes this skill and, through `.github/plugin/plugin.json`, the `.agent.md` reviewer in `agents/templates/`. Invoke that configured agent when the current Copilot surface supports custom agents. If running outside a plugin install, copy `agents/templates/figure-qa.agent.md` to `.github/agents/` or `~/.copilot/agents/`. If no custom agent is available, use the fallback branch.25- **Fallback** (no subagent support, or an interactive in-thread check): first locate the procedure (`$CLAUDE_PLUGIN_ROOT/skills/figure-qa/references`, else `find . -type d -path '*/skills/figure-qa/references' | head -1`); if it cannot be found, stop and tell the user to install the figures plugin rather than guessing checks. Then follow `references/figure-qa-procedure.md` directly.2627## The brain (do not duplicate into dispatch or agent shells)2829- `references/figure-qa-procedure.md` -- no-qa opt-out, script location, type detection, per-branch checks, exit-code contract, VLM rubric, and the exact report shape.30- `agents/figure-qa-scripts/check_{svg,raster,plot_script}.py` (in the figures plugin) -- the deterministic engine, kept in place so other skills (e.g. svg-primitives) can call it directly.
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