pyopenms SKILL.md skillA

pyopenms from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add k-dense-ai/scientific-agent-skills/pyopenms@v3.0

Pins v3.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
k-dense-ai/scientific-agent-skills
Path
skills/pyopenms/SKILL.md
Versions recorded
7
Latest version
v3.0, committed Oct 1, 2026
First version recorded
May 27, 2026
Size
12,447 bytes
Repository stars
56,497
License
MIT

Processes mass spectrometry data with pyOpenMS. Supports proteomics and metabolomics workflows—feature detection, peptide/protein identification, label-free quantification, adduct/accurate-mass annotation, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. For simple spectral comparison and small-molecule library matching use matchms.

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

# PyOpenMS

## Overview

PyOpenMS provides Python bindings to the OpenMS library for computational mass
spectrometry, enabling analysis of proteomics and metabolomics data. Use it to
read/write MS file formats, process raw spectra, detect and quantify features,
identify peptides and proteins, and run end-to-end LC-MS/MS pipelines.

**This skill ships ready-to-run scripts in `scripts/`** covering the most common
high-level workflows. Prefer running a script over writing new code—each is a
parameterized CLI tool that handles loading, processing, and export. Drop into the
Python API (and the `references/`) only when no script fits.

## Installation

```bash
uv venv --python 3.13
uv pip install "pyopenms==3.6.0" pandas numpy matplotlib
```

Verify (note: `__version__` works, but the bundled binary prints a one-line
memory-status notice on import that is harmless):

```python
import pyopenms as ms
print(ms.__version__)  # 3.6.0
```

## Scripts (start here)

Run with `python scripts/<name>.py --help` for full options. Input formats differ by script; inspect its help. Commands below run from the skill
directory with the environment activated. Native regression tests use tiny synthetic
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add k-dense-ai/scientific-agent-skills/pyopenms@sha256:020e7392adbb000a

The line at the top of this page pins the label v3.0, 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_veqkjddhxrlbln5e.svg)](https://markdownregistry.com/a/art_veqkjddhxrlbln5e)

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

Versions

The registry has recorded 7 versions of this file, between May 27, 2026 and Oct 1, 2026, about one every 21 days.

versioncommittedcommitsizeaudit
v3.0 latest2026-10-01 a92663a 12,447 BA view · diff
v2.22026-09-30 ce9e6e9 9,743 BA view · diff
v2.12026-09-02 1e5eeff 9,041 BA view · diff
v2.02026-07-26 b085e11 8,083 BA view · diff
git:20260612.b8fea8f2026-06-12 b8fea8f 8,088 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 5,646 BA view · diff
v1.02026-05-27 0936740 5,641 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 (12447 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

k-dense-ai/scientific-agent-skills · 56,497 stars · license MIT · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_veqkjddhxrlbln5e
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/pyopenms
GET https://markdownregistry.com/api/v1/blob/020e7392adbb000aaab4968ae9a803ca4bd97818ca35e9eebd3abc222766a48f

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 k-dense-ai/scientific-agent-skills

AGENTS.md AGENTS.md file
k-dense-ai/scientific-agent-skills · AGENTS.md
git:20261001.f7a50ed · audit A · 56,497 stars
13c-metabolic-flux SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/13c-metabolic-flux/SKILL.md · Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom…
v1.2 · audit A · 56,497 stars
adaptyv SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/adaptyv/SKILL.md · Uses the Adaptyv Bio Foundry API and Python SDK to design protein characterization experiments, estimate costs, submit…
v1.5 · audit A · 56,497 stars
aeon SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/aeon/SKILL.md · This skill should be used for time series machine learning tasks including classification, regression, clustering…
v1.3 · audit A · 56,497 stars
alphagenome SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/alphagenome/SKILL.md · Looks up precomputed AlphaGenome Atlas effects for any GRCh38 single-nucleotide variant (AVI score with Phred and 18…
v1.2 · audit A · 56,497 stars
analytical-method-validation SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/analytical-method-validation/SKILL.md · Plans, executes, and documents validation, verification, and transfer of analytical procedures under the governing…
v2.0 · audit A · 56,497 stars
anndata SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/anndata/SKILL.md · Handles annotated matrices in single-cell analysis, .h5ad and Zarr files, and integration with the scverse ecosystem…
v1.4 · audit A · 56,497 stars
arbor SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/arbor/SKILL.md · Applies Arbor Hypothesis Tree Refinement to research artifacts with repeatable evaluators, including model training…
v1.6 · audit A · 56,497 stars
arboreto SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/arboreto/SKILL.md · Infers candidate gene regulatory networks from bulk or single-cell expression data using AertsLab Arboreto GRNBoost2…
v1.3 · audit A · 56,497 stars
astropy SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/astropy/SKILL.md · Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities…
v1.5 · audit A · 56,497 stars
autoskill SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/autoskill/SKILL.md · Analyzes user-requested Screenpipe history windows to detect repeated research workflows, match existing scientific…
v1.6 · audit A · 56,497 stars
benchling-integration SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/benchling-integration/SKILL.md · Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps…
v1.7 · audit A · 56,497 stars

Every file in k-dense-ai/scientific-agent-skills

Other files named pyopenms

pyopenms SKILL.md skill
foryourhealth111-pixel/vibe-skills · bundled/skills/pyopenms/SKILL.md · Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows…
git:20260226.1632f40 · audit A · 3,805 stars

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