medical-evidence-grading SKILL.md skillA
medical-evidence-grading from ethanyoq/skill-hub is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ethanyoq/skill-hub/medical-evidence-grading@git:20260912.c74de71Pins git:20260912.c74de71 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ethanyoq/skill-hub
- Path
archives/user-installed-skills/medical-evidence-grading/0adee46a5906a20e/medical-evidence-grading/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260912.c74de71, committed Sep 12, 2026
- Size
- 21,198 bytes
- Repository stars
- 11
- License
- MIT
医学证据等级排序与编排层 skill。当用户请求"证据等级 / GRADE / 证据排序 / 医学证据评估 / evidence grading / quality of evidence / 系统评价排序 / 临床证据排序 / 证据金字塔"时触发。本 skill 不直接调用 NCBI/Europe PMC/ClinicalTrials API,而是编排 6 个底层原子 skill(pubmed-eutils / europepmc-search / clinical-trials-v2 / aact-bulk-trials / bioc-fulltext-fetch / pubtator-entity-search)的召回结果,按 ChatGPT 推荐的证据金字塔(指南 > Meta > RCT > Cohort > Case-Control > Case Report)做 GRADE 自动评级,自动剔除 editorial / letter / comment。优先使用 BioMCP MCP server 做 fan-out(genomoncology/biomcp),无…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# medical-evidence-grading · 医学证据等级排序与编排层 ## 一句话定义 对底层 6 个原子 skill 召回的医学文献做"证据金字塔排序",输出带 GRADE A/B/C/D 评级的文献集与汇总报告;同时充当智能调度器,根据问题类型(疗效/诊断/病因/预后/不良反应)自动选择最佳原子 skill 与 PubMed Clinical Queries filter。 --- ## 何时调用 **调用本 skill**: - 用户问"找血液 IFI 最新指南" / "查 venetoclax AML 高质量证据" / "找 CAR-T 不良反应 RCT" - 已有一批 PMID,需要按证据等级重新排序 - 给临床声明做"反向证据交叉验证" - 上游 ifi-market-sizing-skill 需要"数据回补"(找指南/RCT 替代低质量来源) - 下游 evidence-appendix-sync 需要按 GRADE 组织参考文献 **不调用本 skill**(直接调原子 skill): - 只需要 PubMed 摘要 → `pubmed-eutils` - 只需要 ClinicalTrials.gov 试验列表 → `clinical-trials-v2` - 只需要全文段落 → `bioc-fulltext-fetch` - 只需要实体标注(基因/疾病) → `pubtator-entity-search` - 全库批量分析 → `aact-bulk-trials` --- ## 与其他 skill 协作矩阵 | 协作方向 | Skill | 用途 | 数据流 | |---------|-------|------|--------| | 上游调用方 | `ifi-market-sizing-skill` | 市场规模研究中的"数据回补" | 接收疾病关键词 → 返回分级文献 | | 上游调用方 | `disease-market-sizing-orchestration` | 市场调研启动阶段的证据搜集 | 接收 PICO 问题 → 返回 Top 20 高等级文献 | | 下游被调方 1 | `pubmed-eutils` | PubMed 检索 + Clinical Queries filter | 调 esearch/efetch 拿 PMID + publication_type | | 下游被调方 2 | `europepmc-search` | EuropePMC 检索 + 全文链接 | 拿 PMCID + open access 标记 | …
Read the whole file at its exact version.
How to install
mdr add ethanyoq/skill-hub/medical-evidence-grading@sha256:4f45a647eb984ac9The line at the top of this page pins the label git:20260912.c74de71, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_jaz6vecbmutyo37j)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 12, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (21198 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
ethanyoq/skill-hub · 11 stars · license MIT · pushed 2026-11-07 · branch mine
API
GET https://markdownregistry.com/api/v1/artifacts/art_jaz6vecbmutyo37j GET https://markdownregistry.com/api/v1/resolve?ref=ethanyoq/skill-hub/medical-evidence-grading GET https://markdownregistry.com/api/v1/blob/4f45a647eb984ac97951ba87f3bd549c25a25c27d3baeb108e9aa9bee7c0314f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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