mining-pubmed-literature SKILL.md skillA

mining-pubmed-literature from maziyarpanahi/openmed is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add maziyarpanahi/openmed/mining-pubmed-literature@v1.0

Pins v1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
maziyarpanahi/openmed
Path
skills/mining-pubmed-literature/SKILL.md
Versions recorded
1
Latest version
v1.0, committed Jul 20, 2026
Size
7,018 bytes
Repository stars
5,784
License
Apache-2.0

Searches and fetches PubMed and PMC via NCBI E-utilities (ESearch then EFetch/ESummary) to gather biomedical evidence and build text corpora. Use when the user wants citations for a condition or drug, abstracts to summarize, MeSH-based searches, or a corpus of literature to run NER over. Trigger keywords: PubMed, PMC, NCBI, E-utilities, ESearch, EFetch, ESummary, MeSH, PMID, literature search, abstracts, evidence. Pairs adjacent to OpenMed: fetched abstracts feed openmed.analyze_text for…

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

# Mining PubMed & PMC literature (NCBI E-utilities)

Search **PubMed** (citations/abstracts) and **PMC** (full text) programmatically
with **NCBI E-utilities** — the stable HTTP interface to Entrez. The core pattern
is two steps: **ESearch** returns matching record IDs (PMIDs), then **EFetch** (or
**ESummary**) downloads the records. The **Entrez History server** (`usehistory=y`)
lets you chain the two without re-sending thousands of IDs.

E-utilities are public. **No key is required**, but a free API key raises your
limit from **3 to 10 requests/second** and is strongly recommended for batch work.

## When to use

- OpenMed extracted a diagnosis, drug, or gene and you want supporting literature.
- You need abstracts to summarize or to assemble a corpus for biomedical NER.
- You want MeSH-anchored, reproducible searches (date ranges, article types).

For ClinicalTrials.gov use `searching-clinicaltrials`; this skill is for the
published literature.

## Quick start (real E-utilities calls)

Base URL: `https://eutils.ncbi.nlm.nih.gov/entrez/eutils/`. JSON for ESearch/
ESummary via `retmode=json`; EFetch returns text or XML (no JSON for PubMed).

```python
import requests, time
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add maziyarpanahi/openmed/mining-pubmed-literature@sha256:eb93a7245f2d49b0

The line at the top of this page pins the label v1.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_nrokhvulkan7ipgv.svg)](https://markdownregistry.com/a/art_nrokhvulkan7ipgv)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 20, 2026.

versioncommittedcommitsizeaudit
v1.0 latest2026-07-20 74f7d6b 7,018 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (7018 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

maziyarpanahi/openmed · 5,784 stars · license Apache-2.0 · pushed 2026-11-07 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_nrokhvulkan7ipgv
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/mining-pubmed-literature
GET https://markdownregistry.com/api/v1/blob/eb93a7245f2d49b077535aed5bf185afd7b7e45f3e25884593b6aaf6fd276af3

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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