Home / ethanyoq / skill-hub · archives/user-installed-skills/pubtator-entity-search/366b9a940d152650/pubtator-entity-search/SKILL.md · GitHub

pubtator-entity-search skillA

pubtator-entity-search is agent-read markdown (skill) from ethanyoq/skill-hub: NLM PubTator3 实体级关系挖掘原子 skill — 在 PubMed 文献里检索"疾病-药物-基因-化学品-突变-物种-细胞系"的标注与关系三元组。当用户问"BTK 与肺曲霉病的关联文献"、"BTK 抑制剂(MeSH D000077180)在哪些研究被讨论"、"标注这些 PMID 中提到的所有疾病/药物/基因实体"、"ibrutinib 的 MeSH/DrugBank ID"、"voriconazole 与 CYP2C19 药物-基因相互作用"、"BRAF V600E 突变 / rs113488022 检索"、"实体共现 / co-mention / 关系挖掘 / 实体规范化 / NER / annotation / entity normalization / disease-gene association / drug-gene interaction / chemical-disease relation" 时使用。无需 API key,跨平台稳定。**实体级 + 关系级**定位 — 不做综合文献检索(走 pubmed-eutils / europepmc-sear.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# PubTator3 Entity & Relation Search

封装 NLM PubTator3 RESTful API,做**实体级标注 + 关系挖掘**。聚焦"疾病 — 药物 — 基因 — 化学品 — 突变 — 物种 — 细胞系"的联动检索。

---

## 1. 何时使用本技能

**适合 (✅ 自动触发)**:

| 用户问题 | 路由 |
|---|---|
| "找 BTK 与肺曲霉病的关联文献" | ✅ 本技能 (`find_co_mentions`) |
| "BTK 抑制剂 (MeSH D000077180) 在哪些研究被讨论" | ✅ 本技能 (`search_by_entity`) |
| "标注这些 PMID 中提到的所有疾病/药物/基因实体" | ✅ 本技能 (`annotate_pmid`) |
| "ibrutinib 在文献中映射到哪个 MeSH/DrugBank" | ✅ 本技能 (`entity_normalize`) |
| "voriconazole 与 CYP2C19 相互作用" | ✅ 本技能 (`search_by_relation`) |
| "BRAF V600E / rs113488022 突变文献" | ✅ 本技能 (`search_by_entity` concept=variant) |

**不适合 (❌ 路由到其他 skill)**:

| 用户问题 | 路由 |
|---|---|
| "查 PubMed 上近 5 年所有 X 的 RCT" | ❌ → `pubmed-eutils` + Clinical Queries |
| "MeSH 树 / 出版类型 / PubDate 综合检索" | ❌ → `pubmed-eutils` |
| "Europe PMC 综合检索 + 引文" | ❌ → `europepmc-search` |
| "全文段落抽取 / BioC 全文" | ❌ → `bioc-fulltext-fetch` |
| "证据等级 / GRADE / 推荐级别" | ❌ → `medical-evidence-grading` |
| "正在招募的 X 临床试验" | ❌ → `clinical-trials-v2` |

---

## 2. API 概览 (无需 Key)

Base URL: `https://www.ncbi.nlm.nih.gov/research/pubtator3-api/`

PubTator3 是 NLM 开放服务,**无需 API key**,但请遵守速率限制 (≤ 5 req/s,失败时指数退避)。

| 端点 | 用途 |
|------|------|
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ethanyoq/skill-hub/pubtator-entity-search@git:20260919.e8b19bf
Exact content
mdr add ethanyoq/skill-hub/pubtator-entity-search@sha256:3b30ff7d363a66b1

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_hr3cpurdwpqtcs5i.svg)](https://markdownregistry.com/a/art_hr3cpurdwpqtcs5i)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260919.e8b19bf latest2026-09-19 e8b19bf 11,032 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11032 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

GitHub

ethanyoq/skill-hub · 10 stars · license MIT · pushed 2026-09-19 · branch mine

API

GET https://markdownregistry.com/api/v1/artifacts/art_hr3cpurdwpqtcs5i
GET https://markdownregistry.com/api/v1/resolve?ref=ethanyoq/skill-hub/pubtator-entity-search
GET https://markdownregistry.com/api/v1/blob/3b30ff7d363a66b10524fabfef160bb855d9141e7b080c274d64f8db0f36e9cd

Your agent 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.

More from ethanyoq/skill-hub

AGENTS.md agents
ethanyoq/skill-hub · AGENTS.md
git:20260730.c96ba6e · audit A · 10 stars
aact-bulk-trials skill
ethanyoq/skill-hub · archives/user-installed-skills/aact-bulk-trials/e07736f27453c7b6/aact-bulk-trials/SKILL.md · 使用 AACT (Aggregate Analysis of ClinicalTrials.gov) PostgreSQL 数据仓库进行批量、历史、聚合性临床试验数据挖掘。Use this skill when the user…
git:20260912.c74de71 · audit A · 10 stars
aact-bulk-trials skill
ethanyoq/skill-hub · archives/user-installed-skills/aact-bulk-trials/e171d39ba5bce7c9/aact-bulk-trials/SKILL.md · 使用 AACT (Aggregate Analysis of ClinicalTrials.gov) PostgreSQL 数据库进行大批量临床试验历史分析与数据挖掘。触发场景包括:AACT 查询、临床试验批量分析、PostgreSQL…
git:20260912.c74de71 · audit A · 10 stars
adaptive-quality-gate skill
ethanyoq/skill-hub · archives/user-installed-skills/adaptive-quality-gate/b5189ce6c1bdba9b/adaptive-quality-gate/SKILL.md · Use when work produces a deliverable, factual claim, dataset, code change, decision, publication, deployment…
git:20260912.c74de71 · audit A · 10 stars
add-changeset skill
ethanyoq/skill-hub · archives/user-installed-skills/add-changeset/eca9273317fbdf81/add-changeset/SKILL.md · Create a changeset file in .changeset/ that describes a user-facing change for the release notes
git:20260912.84c6c93 · audit A · 10 stars
add-competitor skill
ethanyoq/skill-hub · archives/user-installed-skills/add-competitor/72939df8cfcf87bc/add-competitor/SKILL.md · Add a new competitor to the AI Visibility Tool Directory — researches the tool, generates data, takes a screenshot, and…
git:20260912.84c6c93 · audit A · 10 stars
add-lang skill
ethanyoq/skill-hub · archives/user-installed-skills/add-lang/00700e7d79525f4e/add-lang/SKILL.md · Add tree-sitter language support to codegraph end-to-end — wire the grammar + extractor, write tests, then benchmark…
git:20260912.84c6c93 · audit A · 10 stars
aesthetic skill
ethanyoq/skill-hub · archives/user-installed-skills/aesthetic/a4c80565d9241341/aesthetic/SKILL.md · Create aesthetically beautiful interfaces following proven design principles. Use when building UI/UX, analyzing…
git:20260912.84c6c93 · audit A · 10 stars
agent-eval skill
ethanyoq/skill-hub · archives/user-installed-skills/agent-eval/61ca5bbbd5c736b7/agent-eval/SKILL.md · Benchmark CodeGraph retrieval quality on a real codebase by comparing agent behavior with vs without CodeGraph. Use…
git:20260912.84c6c93 · audit A · 10 stars
agent-reach skill
ethanyoq/skill-hub · archives/user-installed-skills/agent-reach/330e35da8cf10b5e/agent-reach/SKILL.md · MUST USE when user wants to 调研/research/搜索/search/查/找/look up anything on the internet — e.g. 全网调研 X / 帮我调研一下 X / 查一下 X…
git:20260912.84c6c93 · audit A · 10 stars
agent-reach skill
ethanyoq/skill-hub · archives/user-installed-skills/agent-reach/81c9cf0fc08ce044/agent-reach/SKILL.md · MUST USE when user wants to 调研/research/搜索/search/查/找/look up anything on the internet — e.g. 全网调研 X / 帮我调研一下 X / 查一下 X…
git:20260912.84c6c93 · audit A · 10 stars
aliyun-swas-manage skill
ethanyoq/skill-hub · archives/user-installed-skills/aliyun-swas-manage/1f89c6ea527741b3/aliyun-swas-manage/SKILL.md · Use when managing Alibaba Cloud Simple Application Server (SWAS OpenAPI 2020-06-01) resources end-to-end, including…
v1.0.0 · audit A · 10 stars

Every file in ethanyoq/skill-hub

Other files named pubtator-entity-search

pubtator-entity-search skill
ethanyoq/skill-hub · archives/user-installed-skills/pubtator-entity-search/36ed1a3ea059827e/pubtator-entity-search/SKILL.md · NLM PubTator3 实体级关系挖掘 — 检索"疾病-药物-基因-化学品-突变"在生物医学文献中的标注与关系。当用户问"哪些研究讨论了 BTK 抑制剂与肺曲霉病"、"基因 X 与疾病 Y…
git:20260919.e8b19bf · audit A · 10 stars

Browse by kind, by grade A, or by owner.