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 Lzy599775/agent-auto-sci-skills --skill geors-sci-writing-adaptergit clone --depth 1 https://github.com/Lzy599775/agent-auto-sci-skillsWrote 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/lzy599775/agent-auto-sci-skills/geors-sci-writing-adapter)<a href="https://agentmods.dev/skills/lzy599775/agent-auto-sci-skills/geors-sci-writing-adapter"><img src="https://agentmods.dev/badge/skills/lzy599775/agent-auto-sci-skills/geors-sci-writing-adapter/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/lzy599775/agent-auto-sci-skills/geors-sci-writing-adapter"><img src="https://agentmods.dev/badge/skills/lzy599775/agent-auto-sci-skills/geors-sci-writing-adapter.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 | $0.00177 | $0.00957 |
| Opus 5 | $0.00088 | $0.00478 |
| Sonnet 5 | $0.00035 | $0.00191 |
| Haiku 4.5 | $0.00018 | $0.00096 |
Grade A, and why
geors-sci-writing-adapter 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.
What it actually says
GeoRS SCI Writing Adapter
本 skill 面向地理学、遥感、城市暴露、体育地理和空间公平论文写作。它的定位不是通用润色，而是把你的研究问题、空间方法、遥感/GIS 指标、统计结果和期刊叙事组织成可投稿的英文 SCI 论文。
使用边界
- 适合：地理/遥感 SCI 论文、绿地/热暴露、体育公园或体育设施可达性、空间公平、城市健康、遥感定量反演、时空变化分析、GIS 方法叙述、cover letter。
- 不适合：编造文献、替换真实结果、把相关写成因果、绕过目标期刊近作校准、复制未授权上游文本。
- 上游
xiangyu-Ge/sci-writing-geors未发现明确 LICENSE。本地封装采用原创说明与工作流，不复制其references/全文。
先判定论文类型
收到写作任务后，先把论文放入一个主类型；如果是组合论文，标注主线和副线。
| 类型 | 核心问题 | 写作重点 |
|---|---|---|
| 遥感定量反演 | 用遥感和辅助变量估计某个地表/土壤/环境属性 | 数据源、样本设计、特征构建、模型验证、不确定性、空间外推边界 |
| 时空变化分析 | 某种地表过程如何变化、在哪里变化、为什么变化 | 趋势检测、空间格局、驱动因子、尺度效应、归因确定性 |
| 暴露与可达性 | 绿地、热环境、公园或体育设施如何影响人群机会或健康 | 暴露窗口、空间单元、可达性算法、人群权重、公平性和机制 |
| 方法或模型比较 | 哪种模型/指标/空间尺度更稳健 | baseline、验证切分、稳健性、可解释性、可复现性 |
若用户没有说明目标期刊，默认询问目标期刊或期刊族。没有目标时，按 Cities / Sustainable Cities and Society / UFUG / RSE / ISPRS J P&RS / TGRS / IJRS / JAG / Catena / Geoderma 的风格差异给出通用版。
工作流
- 确认输入：论文类型、目标期刊、研究对象、数据来源、主要结果、需要处理的章节、语言方向和修改幅度。
- 建立 claim-evidence map：每个段落先说明要证明什么，再说明支撑它的数据、图表或文献。
- 选择章节 playbook：标题/摘要/引言/方法/结果/讨论/结论/投稿信分别处理。
- 写作或改写：保留事实、数值、方向、引用键和方法边界；只改善结构、逻辑和表达。
- 自检：检查因果语言、空间尺度、暴露/可达性/可用性/使用混淆、期刊定位、图表与 claim 的对应关系。
- 交付：给出改后文本、修改理由、仍需用户确认的数据/文献/期刊规范。
参考文件
读 references/geors-writing-playbook.md 获取详细章节写法、常见句段功能、投稿前检查表和与本仓库其他 skill 的协作方式。
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 41 lines · 177 tokens per session scan A 5c68b553903c
geors-sci-writing-adapter is a skill published in the GitHub repository Lzy599775/agent-auto-sci-skills (2 stars, last pushed 5d ago), licensed MIT. It adds 177 tokens to every session and 957 once invoked, about $0.0009 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 2026-08-31.
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