bio-chipseq-peak-calling SKILL.md skillA

bio-chipseq-peak-calling from pku-yuangroup/openai4s is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add pku-yuangroup/openai4s/bio-chipseq-peak-calling@git:20260821.2d1b678

Pins git:20260821.2d1b678 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
pku-yuangroup/openai4s
Path
skills/bioskills/bio-chip-seq-peak-calling/SKILL.md
Versions recorded
1
Latest version
git:20260821.2d1b678, committed Aug 21, 2026
Size
20,301 bytes
Repository stars
662
License
MIT

Calls ChIP-seq peaks with MACS3, MACS2, HOMER, or SPP across narrow (TF) and broad (histone) modes. Handles input control matching, fragment-size modeling vs --nomodel, effective genome size, ENCODE-style IDR vs naive overlap, hyper-ChIPable artifacts, and aligner-specific shifts. Use when calling peaks from ChIP-seq alignments, choosing between narrow vs broad mode for a histone mark, deciding model vs nomodel for low-depth data, applying ENCODE pseudoreplicate IDR, or reconciling MACS vs…

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

## Version Compatibility

Reference examples tested with: MACS3 3.0.4+, MACS2 2.2.9+, HOMER 4.11+, SPP 1.16+, samtools 1.19+, bedtools 2.31+, IDR 2.0.4+.

Before running, verify versions: `<tool> --version` and `<tool> --help` to confirm flags. If a flag is missing, check the changelog — MACS2->MACS3 is API-compatible for `callpeak` but `predictd`, `bdgpeakcall`, and `hmmratac` differ.

# ChIP-seq Peak Calling

**"Identify protein-DNA binding sites from ChIP-seq alignments"** -> Detect statistically enriched genomic regions by comparing IP signal to input control (or genomic background), with peak shape (narrow/broad) determined by target biology (TF vs histone mark).

- CLI (ENCODE TF default): `macs2 callpeak -t chip.bam -c input.bam -f BAM -g hs -n sample --keep-dup all -p 1e-2`
- CLI (ENCODE histone default): same with `--broad --broad-cutoff 0.1` for H3K27me3, H3K9me3, H3K36me3
- CLI (alternative): `macs3 callpeak ...` (API-identical, active development), HOMER `findPeaks tags/ -style histone -i input_tags/`, SPP via phantompeakqualtools wrapper
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add pku-yuangroup/openai4s/bio-chipseq-peak-calling@sha256:2a9380888e608c2d

The line at the top of this page pins the label git:20260821.2d1b678, 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_ylmte4iitudglj7e.svg)](https://markdownregistry.com/a/art_ylmte4iitudglj7e)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 21, 2026.

versioncommittedcommitsizeaudit
git:20260821.2d1b678 latest2026-08-21 2d1b678 20,301 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 (20301 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

pku-yuangroup/openai4s · 662 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ylmte4iitudglj7e
GET https://markdownregistry.com/api/v1/resolve?ref=pku-yuangroup/openai4s/bio-chipseq-peak-calling
GET https://markdownregistry.com/api/v1/blob/2a9380888e608c2d8a0af81ba30bcdb0c44a5e0dd4b16514e8858695332c8c65

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.

More from pku-yuangroup/openai4s

AGENTS.md AGENTS.md file
pku-yuangroup/openai4s · AGENTS.md
git:20260706.f0fd27c · audit B · 662 stars
CLAUDE.md CLAUDE.md file
pku-yuangroup/openai4s · CLAUDE.md
git:20261019.efef267 · audit B · 662 stars
admet_genetic SKILL.md skill
pku-yuangroup/openai4s · skills/admet_genetic/SKILL.md · ADMET-guided genetic molecule optimization workflow from seed SMILES; use when the agent needs to build or run an…
git:20260828.e9753be · audit A · 662 stars
alphafold2 SKILL.md skill
pku-yuangroup/openai4s · skills/alphafold2/SKILL.md · Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022…
git:20260828.e9753be · audit A · 662 stars
audit-dataset SKILL.md skill
pku-yuangroup/openai4s · skills/audit-dataset/SKILL.md · Audit tabular datasets before analysis or training for schema drift, missing values, duplicate rows or IDs, target…
git:20260828.e9753be · audit A · 662 stars
bioprobench SKILL.md skill
pku-yuangroup/openai4s · skills/bioprobench/SKILL.md · Score an LLM's biological-protocol reasoning on the BioProBench benchmark: protocol QA, step ordering, error detection…
git:20260828.e9753be · audit A · 662 stars
bio-alignment-io SKILL.md skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-alignment-io/SKILL.md · Read, write, and convert multiple sequence alignment files using Biopython Bio.AlignIO. Supports Clustal, PHYLIP…
git:20260821.2d1b678 · audit A · 662 stars
bio-alignment-trimming SKILL.md skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-alignment-trimming/SKILL.md · Trim multiple sequence alignments using ClipKIT, trimAl, BMGE, Divvier, or HMMcleaner with mode selection guidance per…
git:20260821.2d1b678 · audit A · 662 stars
bio-alignment-amplicon-clipping SKILL.md skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-amplicon-clipping/SKILL.md · Trim PCR primers from aligned reads in amplicon-panel BAMs using samtools ampliconclip. Use when processing SARS-CoV-2…
git:20260821.2d1b678 · audit A · 662 stars
bio-alignment-filtering SKILL.md skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-filtering/SKILL.md · Filter alignments by flags, mapping quality, and regions using samtools view and pysam. Use when extracting specific…
git:20260821.2d1b678 · audit A · 662 stars
bio-alignment-indexing SKILL.md skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-indexing/SKILL.md · Create and use BAI/CSI indices for BAM/CRAM files using samtools and pysam. Use when enabling random access to…
git:20260821.2d1b678 · audit A · 662 stars
bio-alignment-sorting SKILL.md skill
pku-yuangroup/openai4s · skills/bioskills/bio-alignment-files-alignment-sorting/SKILL.md · Sort alignment files by coordinate or read name using samtools and pysam. Use when preparing BAM files for indexing…
git:20260821.2d1b678 · audit A · 662 stars

Every file in pku-yuangroup/openai4s

Other files named bio-chipseq-peak-calling

bio-chipseq-peak-calling SKILL.md skill
fridrichmethod/awesome-skills · skills/bio-chipseq-peak-calling/SKILL.md · ChIP-seq peak calling using MACS3 (or MACS2). Call narrow peaks for transcription factors or broad peaks for histone…
git:20260517.81511a7 · audit A · 15 stars

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