Home / ammawla / encode-toolkit · plugin/skills/search-encode/SKILL.md · GitHub

search-encode skillA

search-encode is agent-read markdown (skill) from ammawla/encode-toolkit: Search and explore ENCODE Project genomics data. Use when the user wants to find experiments, files, or explore what data is available for specific assays, organs, cell lines, or targets..

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

# Search ENCODE Data

## When to Use

- User wants to find ENCODE experiments matching specific criteria (assay, organ, cell type, target)
- User asks "what ENCODE data exists for [tissue/target/assay]?"
- User wants to explore available data before downloading
- User needs to find specific file types (BED, BAM, bigWig) across experiments
- User wants to know how many experiments exist for a condition
- User asks about available assays, organisms, or biosamples in ENCODE

Help the user find ENCODE experiments and files. Use the appropriate tools based on what they need.

## Search Strategy

1. **Finding experiments**: Use `encode_search_experiments` with filters:
   - `assay_title`: "Histone ChIP-seq", "ATAC-seq", "total RNA-seq", "polyA plus RNA-seq", "TF ChIP-seq", "Hi-C", "CUT&RUN", "WGBS", etc.
   - `organ`: "pancreas", "brain", "liver", "heart", "kidney", "lung", etc.
   - `biosample_type`: "tissue", "cell line", "primary cell", "organoid"
   - `biosample_term_name`: specific name like "GM12878", "HepG2", "K562"
   - `target`: ChIP/CUT&RUN target like "H3K27me3", "H3K4me3", "CTCF", "p300"
   - `organism`: "Homo sapiens" (default) or "Mus musculus"
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ammawla/encode-toolkit/search-encode@git:20260921.4ba10c6
Exact content
mdr add ammawla/encode-toolkit/search-encode@sha256:3b42894205944951

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_ongsbgcsmfusxuir.svg)](https://markdownregistry.com/a/art_ongsbgcsmfusxuir)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260921.4ba10c6 latest2026-09-21 4ba10c6 24,093 BA view · diff
git:20260920.60500032026-09-20 6050003 24,065 BA view · diff
git:20260321.d9029d02026-03-21 d9029d0 23,766 BA view · diff
git:20260312.be327062026-03-12 be32706 23,793 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 (24093 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

ammawla/encode-toolkit · 20 stars · license AGPL-3.0 · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ongsbgcsmfusxuir
GET https://markdownregistry.com/api/v1/resolve?ref=ammawla/encode-toolkit/search-encode
GET https://markdownregistry.com/api/v1/blob/3b4289420594495199209cc262d6970cdda5a1c7a4b277c2609af2a8f74fbebe

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 ammawla/encode-toolkit

accessibility-aggregation skill
ammawla/encode-toolkit · plugin/skills/accessibility-aggregation/SKILL.md · Build comprehensive chromatin accessibility maps by aggregating ATAC-seq and DNase-seq narrowPeak data across multiple…
git:20260312.665e731 · audit A · 20 stars
batch-analysis skill
ammawla/encode-toolkit · plugin/skills/batch-analysis/SKILL.md · Guide for multi-experiment batch operations: QC screening, batch download, comparison, and report generation across…
git:20260312.665e731 · audit A · 20 stars
bioinformatics-installer skill
ammawla/encode-toolkit · plugin/skills/bioinformatics-installer/SKILL.md · Install bioinformatics tools for ENCODE data analysis. Covers CLI tools (BWA, STAR, samtools, MACS2), R/Bioconductor…
git:20260321.5cfbcfd · audit B · 20 stars
cellxgene-context skill
ammawla/encode-toolkit · plugin/skills/cellxgene-context/SKILL.md · Guide for integrating CellxGene Census single-cell data with ENCODE bulk experiments. Use when users need…
git:20260321.5cfbcfd · audit A · 20 stars
cite-encode skill
ammawla/encode-toolkit · plugin/skills/cite-encode/SKILL.md · Generate proper ENCODE citations for publications, grants, and presentations. Use when the user needs to cite ENCODE…
git:20260312.665e731 · audit A · 20 stars
clinvar-annotation skill
ammawla/encode-toolkit · plugin/skills/clinvar-annotation/SKILL.md · Guide for annotating ENCODE regulatory variants with ClinVar clinical significance. Use when users need to check if…
git:20260312.665e731 · audit A · 20 stars
compare-biosamples skill
ammawla/encode-toolkit · plugin/skills/compare-biosamples/SKILL.md · Compare ENCODE experiments across different biosamples, tissues, or cell lines to identify tissue-specific regulatory…
git:20260312.665e731 · audit A · 20 stars
cross-reference skill
ammawla/encode-toolkit · plugin/skills/cross-reference/SKILL.md · Cross-reference ENCODE data with PubMed, bioRxiv, ClinicalTrials.gov, Open Targets, GTEx, ClinVar, GWAS Catalog…
git:20260312.665e731 · audit A · 20 stars
data-provenance skill
ammawla/encode-toolkit · plugin/skills/data-provenance/SKILL.md · Track exact provenance for every operation on ENCODE data — tool versions, reference files, scripts, parameters, and…
git:20260312.665e731 · audit A · 20 stars
disease-research skill
ammawla/encode-toolkit · plugin/skills/disease-research/SKILL.md · Use ENCODE functional genomics data for disease mechanism research. Use when the user wants to connect GWAS variants to…
git:20260321.5cfbcfd · audit A · 20 stars
download-encode skill
ammawla/encode-toolkit · plugin/skills/download-encode/SKILL.md · Download ENCODE genomics files (BED, FASTQ, BAM, bigWig, etc.) to the user's machine. Use when the user wants to…
git:20260321.5cfbcfd · audit A · 20 stars
ensembl-annotation skill
ammawla/encode-toolkit · plugin/skills/ensembl-annotation/SKILL.md · Query the Ensembl REST API for regulatory feature annotations, variant effect prediction (VEP), coordinate liftover…
git:20260312.665e731 · audit A · 20 stars

Every file in ammawla/encode-toolkit

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