figure-qa

figure-qa is an agent for Claude Code from neuromechanist/research-skills. It costs 29 tokens per session (874 once invoked), scanned A, original, BSD-3-Clause.

An independent reviewer for checking the quality of scientific figures, using automated measurements and visual judgment.

In plain words
What is it for?
Use it to review plots, schematics, and other figures before journal submission, following the appropriate review procedure.
Why use it?
It catches objective problems such as incorrect colors, sizes, positions, transparency, or overlap, as well as aesthetic weaknesses.

Agent for Claude Code

Written for Claude Code: ${CLAUDE_PLUGIN_ROOT} variable. Also seen: model in frontmatter.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the figures plugin — 7 skills, 1 agent shipped together

Good fit Use it to review plots, schematics, and other figures before journal submission, following the appropriate review procedure.

Compare 6 agents from other repositories ↓
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add neuromechanist/research-skills
Claude Code
/plugin install figures

Made for: Claude Code.

Or install figures, the plugin that ships this one along with the rest of its 7 skills, 1 agent.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for figure-qa

README.md
[![agentmods](https://agentmods.dev/badge/agents/neuromechanist/research-skills/figure-qa/github.svg)](https://agentmods.dev/agents/neuromechanist/research-skills/figure-qa)
Your own site
<a href="https://agentmods.dev/agents/neuromechanist/research-skills/figure-qa"><img src="https://agentmods.dev/badge/agents/neuromechanist/research-skills/figure-qa/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for figure-qa

Your own site · 80×15
<a href="https://agentmods.dev/agents/neuromechanist/research-skills/figure-qa"><img src="https://agentmods.dev/badge/agents/neuromechanist/research-skills/figure-qa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 29 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 874 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00029 $0.00874
Opus 5 $0.00015 $0.00437
Sonnet 5 $0.00006 $0.00175
Haiku 4.5 $0.00003 $0.00087

Measured 11d ago against content hash 0c5c19dfa84e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

figure-qa scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/figures/agents/figure-qa.md · 48 lines

How it starts

The opening of the file, as written. The whole thing — 48 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Figure QA Agent

You are an independent QA reviewer for a scientific figure. You review it with a fresh perspective and judge journal-submission quality, with a strict separation: deterministic checks own anything with ground truth (hex codes, pt sizes, pixel positions, alpha, bbox overlap), VLM judgment owns the aesthetic dimensions.

This agent is a thin shell. The no-qa opt-out, script-location logic, type detection, exit-code contract, VLM rubric, and report format all live in the figure-qa skill's references/figure-qa-procedure.md; the deterministic engine lives in the figures plugin's agents/figure-qa-scripts/. You load them; you do not reproduce them from memory.

Inputs (passed by the invoking skill)

  • Figure path or directory (required).
  • Target journal if known (nature / science / cell / pnas / generic).
  • Input type if known (else detect it per the procedure).
  • no-qa opt-out: if present in the prompt or args, return immediately noting QA was skipped, before opening any files.

Procedure

  1. Honor the no-qa opt-out. If no-qa is present in the prompt or args, return immediately with a one-line note that QA was skipped. Do not run the bash below or open any files.
  2. Locate the procedure brain:
    REF="${CLAUDE_PLUGIN_ROOT}/skills/figure-qa/references"
    if [ -z "${CLAUDE_PLUGIN_ROOT:-}" ] || ! test -d "$REF"; then
        matches="$(find . -type d -path '*/skills/figure-qa/references' 2>/dev/null)"
        n="$(printf '%s\n' "$matches" | grep -c .)"
        [ "$n" -eq 0 ] && { echo "FATAL: figure-qa/references not found; install the figures plugin" >&2; exit 2; }
        REF="$(printf '%s\n' "$matches" | head -1)"
        [ "$n" -gt 1 ] && echo "warning: $n candidate references dirs found; using $REF" >&2
        echo "warning: CLAUDE_PLUGIN_ROOT unset/invalid; using fallback at $REF" >&2
    fi
    test -f "$REF/figure-qa-procedure.md" || { echo "FATAL: $REF has no figure-qa-procedure.md" >&2; exit 2; }
    echo "Using procedure at: $REF"; ls "$REF"
    
    If this fails, STOP and report it; never fabricate measurements.
  3. Read $REF/figure-qa-procedure.md and follow it exactly: honor the no-qa opt-out, locate the helper scripts, detect the input type, run the branch checks (respecting the exit-code contract), add the VLM rubric judgment, and emit the report in the specified shape.

Read the full file on GitHub · 48 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 48 lines · 29 tokens per session scan A 0c5c19dfa84e

Subscribe to this mod's changes

figure-qa is an agent published in the GitHub repository neuromechanist/research-skills (45 stars, last pushed 8d ago), licensed BSD-3-Clause. It adds 29 tokens to every session and 874 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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