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figure-qa

figure-qa is a skill for Claude Code, Codex from shuishousong/zotero-ima-mcp. It costs 34 tokens per session (290 once invoked), scanned A, original, MIT.

A paper-figure question-and-answer skill that explains charts, tables, diagrams, and equations in research papers, with the option to save the analysis.

In plain words
What is it for?
Use it to ask what a figure or table means, understand an equation, or identify the conclusion shown by a paper’s visual data.
Why use it?
It helps when a paper’s visual results or mathematical notation are difficult to interpret from the figure alone.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 1repo 3mo ago A scan 34 tokens original MIT

Good fit Use it to ask what a figure or table means, understand an equation, or identify the conclusion shown by a paper’s visual data.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/shuishousong/zotero-ima-mcp/figure-qa
View source ↗ shuishousong/zotero-ima-mcp
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add shuishousong/zotero-ima-mcp --skill figure-qa
Clone the repo
git clone --depth 1 https://github.com/shuishousong/zotero-ima-mcp

Made for: Claude Code, Codex.

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/skills/shuishousong/zotero-ima-mcp/figure-qa/github.svg)](https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/figure-qa)
Your own site
<a href="https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/figure-qa"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/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/skills/shuishousong/zotero-ima-mcp/figure-qa"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/figure-qa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 34 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 290 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 $0.00034 $0.00290
Opus 5.5 $0.00014 $0.00116
Sonnet 5.5 $0.00007 $0.00058
Haiku 4.5 $0.00003 $0.00029

Measured 2mo ago against content hash 157fb4bef650, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, 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 2mo 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.

skills/figure-qa/SKILL.md · 29 lines

What it actually says

figure-qa

解读论文中的图、表、Scheme 和方程，可选保存为 figure_qa 分析。

触发条件

用户要求：这张图什么意思、这个表说明了什么、这个公式怎么推导、图的结论是什么等。

流程

  1. zotero_search_items 定位文献，取 zoteroKey。
  2. 确认全文已解析（literature_parse_mineru），用 literature_paper_read 或 literature_retrieve 定位图表相关文字。
  3. 结合图注/表注与上下文文字解读。
  4. 若用户要求保存，literature_analysis_write 写入：
    • analysisType: figure_qa
    • sourceKey: zoteroKey
    • question: 用户问题
    • managedContent: 图/表定位 + 解读

输出要求

  • 区分"图注原文"与"解读推断"。
  • 无法访问实际图像时，基于图注与正文上下文解读并说明限制。
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. 2mo ago First seen · 29 lines · 34 tokens per session scan A 157fb4bef650

Subscribe to this mod's changes

figure-qa is a skill published in the GitHub repository shuishousong/zotero-ima-mcp (1 stars, last pushed 3mo ago), licensed MIT. It adds 34 tokens to every session and 290 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-31.

LiteratureResearchZoteroai-agentmcp
Related

figure-qa compared with skills from other repositories

figure-qa next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
figure-qashuishousong/zotero-ima-mcpSkill13mo agoMITA34Claude Code, Codex
literature-mentorbahayonghang/my-ai-cli-toolkitSkill1710d agoMITA121Claude Code, Codex
zotero-cli54yyyu/zotero-mcpSkill5.8k2d agoMITA93Claude Code, Codex
annotate-paper54yyyu/zotero-mcpSkill5.8k2d agoMITA82Claude Code, Codex
deeppapernote917Dhj/DeepPaperNoteSkill1.3ktodayMITA71Claude Code, Codex
paper-glossary917Dhj/DeepPaperNoteSkill1.3ktodayMITA46Claude Code, Codex
fin-ref-papercsmar432/finai-researchSkill1095d agoMITA47Claude Code, Codex