pyopenms

pyopenms is a skill for Claude Code, Codex from magic3007/dotfiles. It costs 62 tokens per session (1,343 once invoked), scanned A, a copy of pyopenms, MIT.

A Python interface to OpenMS, a toolkit for analysing mass-spectrometry data from proteomics and metabolomics experiments.

In plain words
What is it for?
Use it for LC-MS/MS data, spectral processing, feature detection, peptide identification, and protein quantification.
Why use it?
It brings file handling, signal processing, peptide and protein identification, and quantification into Python workflows.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/magic3007/dotfiles/pyopenms
Any agent
npx skills add magic3007/dotfiles --skill pyopenms
Clone the repo
git clone --depth 1 https://github.com/magic3007/dotfiles

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for pyopenms

README.md
[![agentmods](https://agentmods.dev/badge/skills/magic3007/dotfiles/pyopenms.svg)](https://agentmods.dev/skills/magic3007/dotfiles/pyopenms)
Your own site
<a href="https://agentmods.dev/skills/magic3007/dotfiles/pyopenms"><img src="https://agentmods.dev/badge/skills/magic3007/dotfiles/pyopenms.svg" alt="Measured on agentmods" height="20"></a>
Per session 62 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,343 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin 89% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00062 $0.01343
Opus 5 $0.00031 $0.00672
Sonnet 5 $0.00012 $0.00269
Haiku 4.5 $0.00006 $0.00134

Measured yesterday against content hash 34f7077c319f, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

pyopenms scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

89% identical to pyopenms — 6 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

claude/skills/scientific-agent-skills/skills/pyopenms/SKILL.md · 217 lines

How it starts

The opening of the file, as written. The whole thing — 217 lines — stays where its author put it; the contents beside it link to each section on GitHub.

PyOpenMS

Overview

PyOpenMS provides Python bindings to the OpenMS library for computational mass spectrometry, enabling analysis of proteomics and metabolomics data. Use for handling mass spectrometry file formats, processing spectral data, detecting features, identifying peptides/proteins, and performing quantitative analysis.

Installation

Install using uv:

uv pip install pyopenms

Verify installation:

import pyopenms
print(pyopenms.__version__)

Core Capabilities

PyOpenMS organizes functionality into these domains:

1. File I/O and Data Formats

Handle mass spectrometry file formats and convert between representations.

Supported formats: mzML, mzXML, TraML, mzTab, FASTA, pepXML, protXML, mzIdentML, featureXML, consensusXML, idXML

Basic file reading:

import pyopenms as ms

# Read mzML file
exp = ms.MSExperiment()
ms.MzMLFile().load("data.mzML", exp)

# Access spectra
for spectrum in exp:
    mz, intensity = spectrum.get_peaks()
    print(f"Spectrum: {len(mz)} peaks")

For detailed file handling: See references/file_io.md

2. Signal Processing

Process raw spectral data with smoothing, filtering, centroiding, and normalization.

Basic spectrum processing:

# Smooth spectrum with Gaussian filter
gaussian = ms.GaussFilter()
params = gaussian.getParameters()
params.setValue("gaussian_width", 0.1)
gaussian.setParameters(params)
gaussian.filterExperiment(exp)

For algorithm details: See references/signal_processing.md

3. Feature Detection

Detect and link features across spectra and samples for quantitative analysis.

# Detect features
ff = ms.FeatureFinder()
ff.run("centroided", exp, features, params, ms.FeatureMap())

For complete workflows: See references/feature_detection.md

4. Peptide and Protein Identification

Integrate with search engines and process identification results.

Supported engines: Comet, Mascot, MSGFPlus, XTandem, OMSSA, Myrimatch

Read the full file on GitHub · 217 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 217 lines · 62 tokens per session scan A 34f7077c319f

Subscribe to this mod's changes

pyopenms is a skill published in the GitHub repository magic3007/dotfiles (11 stars, last pushed yesterday), licensed MIT. It adds 62 tokens to every session and 1,343 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. It is 89% identical to pyopenms, differing in 6 lines, and is treated as a copy.

Related

Other skills, from other repositories

scaffold-python

Scaffold a complete Python project with CI/CD, release pipeline, justfile, sr.yaml, pyproject.toml, .envrc, and standard files. Uses uv, ruff, and justfile (Python lacks a native task runner like pnpm scripts, so just fills that gap). Loads on top of scaffold-project (run that first for cross-language standard files).…

urmzd/dotfiles · 135 tokens

scaffold-go

Scaffold a complete Go project with CI/CD, release pipeline, Makefile, sr.yaml, .envrc, and standard files. Uses go toolchain and make as the native build system. Loads on top of scaffold-project (run that first for cross-language standard files). Use when creating a new Go CLI, service, or module, or when the user…

urmzd/dotfiles · 116 tokens

scaffold-node

Scaffold a complete Node/TypeScript project with CI/CD, release pipeline, sr.yaml, .envrc, and standard files. Uses pnpm and biome. Loads on top of scaffold-project (run that first for cross-language standard files). Use when creating a new Node.js app, TypeScript library, or website, or when the user mentions "new…

urmzd/dotfiles · 119 tokens

write-code

Operational tech-stack picks and coding patterns: error handling per language, commit conventions, interface design (Go SDKs), workspace layout, junior-friendly bias. Use when writing or reviewing implementation code and you need a concrete answer for "what tool, pattern, or idiom." Do NOT use for design-tradeoff…

urmzd/dotfiles · 112 tokens

scaffold-rust

Scaffold a complete Rust project with CI/CD, release pipeline, and sr.yaml. Uses cargo as the native build system. Loads on top of scaffold-project (run that first for cross-language standard files). Use when creating a new Rust CLI, library, or workspace, or when the user mentions "new Rust project", "cargo init", or…

urmzd/dotfiles · 102 tokens

rust-design-patterns

Rust idioms and design patterns for writing idiomatic code. Use when: (1) Writing new Rust code, (2) Reviewing Rust code, (3) Solving borrow checker issues, (4) Designing Rust APIs. Triggers on: Rust ownership problems, lifetime errors, API design questions, 'how to do X idiomatically in Rust'.

ahonn/dotfiles · 77 tokens