Skip to content
Data
Skill

/genomic-coordinates

Converts genomic intervals between coordinate conventions, normalises and compares variant representations, and detects assembly or contig-naming mismatches before they corrupt an analysis. Used whenever coordinates cross a format, tool, or assembly boundary - converting between

From plugin
scientific-agent-skills
56k177 skills

Claude Code

$ npx -y skills add K-Dense-AI/scientific-agent-skills --skill genomic-coordinates --agent claude-code

SKILL.md

genomic-coordinates.SKILL.md
name: genomic-coordinates
description: Converts genomic intervals between coordinate conventions, normalises and compares variant representations, and detects assembly or contig-naming mismatches before they corrupt an analysis. Used whenever coordinates cross a format, tool, or assembly boundary - converting between BED, GFF/GTF, VCF, SAM/BAM, WIG, PSL, genePred, Picard interval_list, or region strings; reconciling 0-based half-open with 1-based inclusive; left-aligning or trimming indels; checking whether two variant records describe the same change; mapping genomic to transcript, CDS, or protein positions; auditing a BED/GTF/VCF for convention violations; or diagnosing GRCh37 vs hg19 vs GRCh38 vs T2T, chr-prefix, and liftover problems. Triggers include "off by one", "0-based", "1-based", "half-open", "coordinate system", "left-align", "normalize variant", "bcftools norm", "chr prefix", "wrong genome build", "liftover", "REF mismatch", and "HGVS".
license: MIT
compatibility: Requires Python 3.11+. Scripts use only the standard library - no third-party packages and no network access. Variant normalisation needs an uncompressed reference FASTA with exact contig names; .fai enables indexed access. Without .fai the entire FASTA is loaded into memory.
allowed-tools: Read Write Edit Bash
metadata:
  version: "1.3"
  last-reviewed: "2026-10-01"
  skill-author: K-Dense Inc.

Genomic Coordinates

When to use

Any time a coordinate crosses a boundary: between two file formats, between two tools, between two assemblies, or between the genome and a transcript.

The rule

**A coordinate is three facts, not one: the number, the convention it is written in, and the assembly it was measured against.** Carry all three or the number is not interpretable.

Coordinate errors are the quietest class of bug in genomics. An off-by-one BED file parses, sorts, and intersects without complaint. A GRCh37 VCF joined against a GRCh38 annotation returns rows. A right-shifted indel simply fails to match its entry in ClinVar, and the result is a variant reported as novel. Nothing raises an error; the answer is just wrong, and it is wrong in a direction that looks plausible.

So: convert with the table, not from memory, and verify against the reference whenever a reference is available.

The two conversions

1-based inclusive  ->  0-based half-open :  start - 1,  end
0-based half-open  ->  1-based inclusive :  start + 1,  end

These formulas apply to nonempty spans on the same reference and strand. They do not encode insertions, circular wraparound, liftover, or transcript mapping.

Which format is which

| 0-based, half-open | 1-based, inclusive | | --- | --- | | BED, bedGraph, bigWig, narrowPeak | GFF3, GTF, VCF | | BAM (binary POS), BCF (binary POS) | SAM text POS, CRAM absolute alignment start | | PSL, genePred, refFlat | WIG, Picard interval_list | | MAF (UCSC multiple alignment) | MAF (TCGA mutation annotation) | | PyRanges, pybedtools | GRanges/IRanges, samtools & UCSC & Ensembl region strings |

Both "MAF" formats exist, they mean different things, and they disagree. UCSC serves 0-based files through a 1-based browser box. `references/format-conventions.md` has the full table with per-format detail.

cd skills/genomic-coordinates/scripts

python3 convert_coords.py --list                          # the table
python3 convert_coords.py --from bed --to gff chr1 999 1000
python3 convert_coords.py --from ucsc --to bed "chr7:5,530,601-5,530,625"
python3 convert_coords.py --from granges --to pyranges --input regions.tsv
contig  input                 output           length  status  detail
chr7    chr7:5530601-5530625  5530600-5530625  25      ok

Zero-length BED features (`chromStart == chromEnd`, a legal insertion point) are reported as `unrepresentable` for an inclusive target because the converter lacks feature semantics. GFF3 can encode insertion sites with equal endpoints and a feature type; that is different from an ordinary single-base interval. Exit code is 1 for invalid or unrepresentable output; valid zero-length half-open output exits 0. Output is a diagnostic TSV/JSON table, not a rewritten GFF/VCF.

`--input` parses BED/bedGraph, GFF/GTF, literal-allele VCF REF spans, explicit region strings, and three-column GRanges/PyRanges/Python TSVs. Other table rows are conventions only: extract an interval with a native parser and pass a triple. All bundled text readers expect uncompressed files.

Variants are not intervals

For a simple VCF indel, `POS` normally identifies the unchanged padding base before the event. At contig position 1 the padding can follow the event. Complex substitutions need not have an unchanged anchor. And the same change can be written many ways: `chr1:7:CAC:C`, `chr1:3:CAC:C` and `chr1:2:GCA:G` are one deletion. Joining, deduplicating, or looking up variants before normalising loses real matches silently, and it loses them preferentially in repeats, where indels concentrate.

Normalise โ€” trim to parsimony, then left-align against the reference โ€” before any comparison:

python3 normalize_variant.py --fasta ref.fa chr1 7 CAC C
python3 normalize_variant.py --fasta ref.fa --split --input cohort.vcf
python3 normalize_variant.py --fasta ref.fa --compare chr1:7:CAC:C chr1:2:GCA:G
input         normalized    type      pos_shift  ref_check  changed
chr1:7:CAC:C  chr1:2:GCA:G  deletion  5          ok         yes

Literal alleles are checked against the FASTA using exact contig names. A `MISMATCH` can indicate an assembly, sequence, strand, or coordinate error; stop and investigate with `check_contigs.py` and sequence provenance. The helper rejects unsplit ALT lists: use `--split` for independently normalized allele keys. Its TSV discards genotypes and annotations; use `bcftools norm` for production VCF rewriting. Symbolic/breakend/missing/spanning-deletion alleles are passed through as `skipped`, without REF or structural va

Read more
@k-dense-ai
Ships withscientific-agent-skills

๐Ÿ”” Claude Scientific Skills is now Scientific Agent Skills. Same skills, broader compatibility โ€” now works with any AI agent that supports the open Agent Skills standard, not just Claude.

Stars on GitHub

Momentum

stars in total
55.6k
Star history of K-Dense-AI/scientific-agent-skills on GitHub, a chart by star-history.com

Other skills on scientific-agent-skills.

aeon

aeon

This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting,โ€ฆ

More skills from other plugins.

paddleocr-doc-parsing

paddleocr-doc-parsing

Use this skill to extract structured Markdown/JSON from PDFs and document imagesโ€”tables with cell-level precision, formulas asโ€ฆ

@paddlepaddle@paddlepaddleInstall Skill
context-loader
Auto-invoked

context-loader

Search memories from earlier Pi sessions in this repository. Use it when earlier work may already explain the code, error,โ€ฆ

mem04d69k
@mem0ai@mem0aiInstall Skill
analyzing-ai-citations

analyzing-ai-citations

Answer AI citation and answer engine optimization (AEO) questions in PostHog: whether AI answer engines (ChatGPT, Claude, and anโ€ฆ

posthog10d41k
@posthog@posthogInstall Skill
qmd

qmd

Search local markdown knowledge bases, notes, docs, and wikis with QMD. Use when users ask to find notes, retrieve documents,โ€ฆ

qmd3w31k
@tobi@tobiInstall Skill

Questions about genomic-coordinates.

Which coding agents can use genomic-coordinates?
genomic-coordinates installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.