bio-batch-downloads SKILL.md skillA

bio-batch-downloads from fridrichmethod/awesome-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fridrichmethod/awesome-skills/bio-batch-downloads@git:20260520.7a7a671

Pins git:20260520.7a7a671 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fridrichmethod/awesome-skills
Path
skills/bio-batch-downloads/SKILL.md
Versions recorded
2
Latest version
git:20260520.7a7a671, committed May 20, 2026
First version recorded
May 17, 2026
Size
11,884 bytes
Repository stars
15
License
a license file GitHub does not identify

Download large datasets from NCBI efficiently using history server, batching, and rate limiting. Use when performing bulk sequence downloads, handling large query results, or production-scale data retrieval.

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

<!--
# COPYRIGHT NOTICE
# This file is part of the "Universal Biomedical Skills" project.
# Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>
# All Rights Reserved.
#
# This code is proprietary and confidential.
# Unauthorized copying of this file, via any medium is strictly prohibited.
#
# Provenance: Authenticated by MD BABU MIA

-->

# Batch Downloads

Download large numbers of records from NCBI efficiently using the history server, batching, and proper rate limiting.

## Required Setup

```python
from Bio import Entrez
import time

Entrez.email = 'your.email@example.com'  # Required by NCBI
Entrez.api_key = 'your_api_key'          # Recommended for large downloads
```

## Rate Limits

| Authentication | Requests/Second | Delay Between |
|---------------|-----------------|---------------|
| Email only | 3 | 0.34 seconds |
| Email + API key | 10 | 0.1 seconds |

Get an API key at: https://www.ncbi.nlm.nih.gov/account/settings/

## History Server

The history server stores search results on NCBI servers, enabling efficient batch retrieval without re-sending large ID lists.

### How It Works

1. Search with `usehistory='y'`
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fridrichmethod/awesome-skills/bio-batch-downloads@sha256:89bc2b85937e4b1d

The line at the top of this page pins the label git:20260520.7a7a671, 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_kq4tibtiib7tumxz.svg)](https://markdownregistry.com/a/art_kq4tibtiib7tumxz)

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

Versions

The registry has recorded 2 versions of this file, between May 17, 2026 and May 20, 2026, about one every 4 days. Its first recorded version is graded C and its latest A.

versioncommittedcommitsizeaudit
git:20260520.7a7a671 latest2026-05-20 7a7a671 11,884 BA view · diff
git:20260517.81511a72026-05-17 81511a7 11,883 BC 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 (11884 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

fridrichmethod/awesome-skills · 15 stars · license a license file GitHub does not identify · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kq4tibtiib7tumxz
GET https://markdownregistry.com/api/v1/resolve?ref=fridrichmethod/awesome-skills/bio-batch-downloads
GET https://markdownregistry.com/api/v1/blob/89bc2b85937e4b1df94cfbbed489cdcd7bb204196785bc9305845e5af2ce3c92

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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