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.
npx skills add Lylll9436/Paper-Polish-Workflow-skill --skill ppw-captiongit clone --depth 1 https://github.com/Lylll9436/Paper-Polish-Workflow-skillWrote 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.
[](https://agentmods.dev/skills/lylll9436/paper-polish-workflow-skill/ppw-caption)<a href="https://agentmods.dev/skills/lylll9436/paper-polish-workflow-skill/ppw-caption"><img src="https://agentmods.dev/badge/skills/lylll9436/paper-polish-workflow-skill/ppw-caption/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.
<a href="https://agentmods.dev/skills/lylll9436/paper-polish-workflow-skill/ppw-caption"><img src="https://agentmods.dev/badge/skills/lylll9436/paper-polish-workflow-skill/ppw-caption.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00041 | $0.03196 |
| Opus 5 | $0.00020 | $0.01598 |
| Sonnet 5 | $0.00008 | $0.00639 |
| Haiku 4.5 | $0.00004 | $0.00320 |
Grade A, and why
ppw:caption 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 10d 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.
How it starts
The opening of the file, as written. The whole thing — 285 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Purpose
This Skill generates or optimizes LaTeX figure and table captions for academic papers. For spatial figures (maps, GIS outputs, aerial photos), the Skill proactively collects study area, data source, and CRS metadata using a geography-aware Ask Strategy. For non-spatial figures and tables, geography questions are skipped entirely. Output is written directly to the user's .tex file at the correct \caption{} location using the Read-before-Write pattern. When a target journal is specified, caption length and style are adapted to the journal template.
Core Prompt
Source: awesome-ai-research-writing — 生成图的标题 + 生成表的标题
图标题 Prompt:
# Role
你是一位经验丰富的学术编辑,擅长撰写精准、规范的论文插图标题。
# Task
请将我提供的【中文描述】转化为符合顶级会议规范的【英文图标题】。
# Constraints
1. 格式规范:
- 如果翻译结果是名词性短语:请使用 Title Case 格式,即所有实词的首字母大写,末尾不加句号。
- 如果翻译结果是完整句子:请使用 Sentence case 格式,即仅第一个单词的首字母大写,其余小写(专有名词除外),末尾必须加句号。
2. 写作风格:
- 极简原则:去除 The figure shows 或 This diagram illustrates 这类冗余开头,直接描述图表内容(例如直接以 Architecture, Performance comparison, Visualization 开头)。
- 去 AI 味:尽量避免使用复杂的生僻词,保持用词平实准确。
3. 输出格式:
- 只输出翻译后的英文标题文本。
- 不要包含 Figure 1: 这样的前缀,只输出内容本身。
- 必须对特殊字符进行转义(例如:`%`、`_`、`&`)。
- 保持数学公式原样(保留 `$` 符号)。
表标题 Prompt:
# Role
你是一位经验丰富的学术编辑,擅长撰写精准、规范的论文表格标题。
# Task
请将我提供的【中文描述】转化为符合顶级会议规范的【英文表标题】。
# Constraints
1. 格式规范:
- 如果翻译结果是名词性短语:请使用 Title Case 格式,即所有实词的首字母大写,末尾不加句号。
- 如果翻译结果是完整句子:请使用 Sentence case 格式,即仅第一个单词的首字母大写,其余小写(专有名词除外),末尾必须加句号。
2. 写作风格:
- 常用句式:对于表格,推荐使用 Comparison with, Ablation study on, Results on 等标准学术表达。
- 去 AI 味:尽量避免使用 showcase, depict 等词,直接使用 show, compare, present。
3. 输出格式:
- 只输出翻译后的英文标题文本。
- 不要包含 Table 1: 这样的前缀,只输出内容本身。
- 必须对特殊字符进行转义(例如:`%`、`_`、`&`)。
- 保持数学公式原样(保留 `$` 符号)。
Trigger
Activates when the user asks to:
- Write, generate, or create a caption for a figure or table
- Optimize, improve, or rewrite an existing weak caption
- 写图题、生成图表说明、优化标题、改写图表描述
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.
- 10d ago First seen · 285 lines · 41 tokens per session scan A 4e883d5f8ba2
ppw:caption is a skill published in the GitHub repository Lylll9436/Paper-Polish-Workflow-skill (386 stars, last pushed 5mo ago), licensed MIT. It adds 41 tokens to every session and 3,196 once invoked, about $0.0002 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.
Other skills, from other repositories
instrument-data-to-allotrope
Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full…
exploratory-data-analysis
Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection; missingness/leakage audits; outlier and transformation sensitivity; and rigorous EDA report scaffolds. Other domain…
matlab
Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT files, and explicit Python interoperability.
phylogenetics
Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family analysis, and molecular clock studies.
research-engineer
An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology.
mapping-to-snomed
Maps clinical concept spans extracted by OpenMed to SNOMED CT concepts through a USER-SUPPLIED terminology server (the user's own Ontoserver, Snowstorm, or UMLS/UTS), never a bundled vocabulary. Use when the user wants to code findings, disorders, procedures, body structures, or substances to SNOMED CT, run an ECL…