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 hamzabellouch/agent-skills --skill academic-nature-nature-ref-verifiergit clone --depth 1 https://github.com/hamzabellouch/agent-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/hamzabellouch/agent-skills/academic-nature-nature-ref-verifier)<a href="https://agentmods.dev/skills/hamzabellouch/agent-skills/academic-nature-nature-ref-verifier"><img src="https://agentmods.dev/badge/skills/hamzabellouch/agent-skills/academic-nature-nature-ref-verifier/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/hamzabellouch/agent-skills/academic-nature-nature-ref-verifier"><img src="https://agentmods.dev/badge/skills/hamzabellouch/agent-skills/academic-nature-nature-ref-verifier.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 | $0.00096 | $0.02043 |
| Opus 5 | $0.00048 | $0.01022 |
| Sonnet 5 | $0.00019 | $0.00409 |
| Haiku 4.5 | $0.00010 | $0.00204 |
Grade A, and why
nature-ref-verifier 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 8d 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 — 178 lines — stays where its author put it; the contents beside it link to each section on GitHub.
nature-ref-verifier — 学术参考文献多源验证技能
触发词
verify references、校验文献、check references、核对参考文献、文献验证、ref check
适用场景
- 开题报告/论文提交前，对全部参考文献做最终核查
- 收到审稿意见指出引用错误时，精准定位问题
- 从旧项目迁移参考文献到新论文时，批量验证有效性
- Zotero 库定期健康检查
工作流
Step 1: 解析输入
支持三种输入格式：
A. 整篇论文/开题报告
- 提取所有
[N]编号的参考文献列表 - 自动识别每条的 DOI（如有）
B. 单条参考文献
- 用户直接粘贴一条引用文本
- 或传入 Zotero item key
C. BibTeX 文件
- 直接解析
.bib，逐条校验
Step 2: 多源并行查询
对每条文献，并行查询以下来源（可用哪些取决于环境配置）：
| 来源 | 适用文献 | 典型覆盖率 |
|---|---|---|
| Crossref | 有 DOI 的外文期刊 | ~70%（IEEE 老文献、中文期刊常有缺失） |
| IEEE Xplore | IEEE 期刊/会议 | IEEE DOI 404 时的备选 |
| WebSearch (Bing/Google) | 无 DOI 或来源缺失的文献 | 兜底方案 |
| CNKI/万方 (kimi-datasource / webbridge) | 中文期刊、学位论文 | 中文文献必查 |
| Zotero 本地库 (zotero-mcp) | 已入库文献 | 快速比对已有数据 |
查询策略： 优先用 DOI 查 Crossref，失败后降级用标题+作者搜 Web。
Step 3: 字段级对比
对每条文献执行以下对比矩阵，按严重程度分为三级：
🔴 Critical（必须修正）
| 检查项 | 说明 | 典型案例 |
|---|---|---|
| 作者姓名/顺序不一致 | 第一作者不同、顺序颠倒、完全编造 | Smogavec→Leckebusch、Vainikainen→Mikhnev |
| 页码差异 ≥5 | 页码完全不匹配 | Noon: 1309-1319→1444-1449 |
| 标题核心词不一致 | 非大小写/标点差异 | Iwasaki T→Wu K H、Zhang W→Zhu M H |
| DOI 指向不同论文 | DOI 存在但标题/作者不对应 | Abidi 1995: 10.1109/4.482157→10.1109/4.482187 |
🟡 Warning（建议核对）
| 检查项 | 说明 | 典型案例 |
|---|---|---|
| 卷年 ≠ DOI 年 | 卷归属年份与 DOI 编号年不一致 | Dadrass 卷2025/上线2024、Ni 卷2022/DOI含2020 |
| 作者中间名缺失/多余 | "Rabiner L" vs "Rabiner L R" | 一般不影响检索 |
| 期号缺失 | 脚本有卷无期 | Smogavec 2025: 17→17(10) |
| 页码偏差 ≤4 | 细微差异 | Leckebusch 15-24→15-25 |
| 出版社名写法差异 | "IET" vs "IEE" | 历史名称变更 |
🟢 Info（仅供参考）
| 检查项 | 说明 |
|---|---|
| 标题大小写不同 | Title Case vs Sentence case |
| 期刊名缩写 vs 全称 | "IEEE Trans. AES" vs "IEEE Transactions on Aerospace and Electronic Systems" |
| 标点/连接词差异 | "and" vs "&" 等 |
Step 4: 置信度评估
每条文献最终给出一个综合置信度：
| 等级 | 含义 |
|---|---|
| ✅ Verified | 多源一致，无需修改 |
| ⚠️ Check suggested | 存在 🟡 级差异，需人工判断 |
| ❌ Needs fix | 存在 🔴 级差异，必须更正 |
| ❓ Unverifiable | 所有来源均无法查到（如内部报告、老旧学位论文） |
What ships with it
4 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.
- 8d ago First seen · 178 lines · 96 tokens per session scan A cb93af9dfa51
nature-ref-verifier is a skill published in the GitHub repository hamzabellouch/agent-skills (4 stars, last pushed 1mo ago), licensed MIT. It adds 96 tokens to every session and 2,043 once invoked, about $0.0005 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 2026-09-03.
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