Agent skill · Data & Analytics

matchms

Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics and MS data processing.

FreedomIntelligencegithub.com/FreedomIntelligenceGitHub ↗
claude-code
Install
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill matchms --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 5
SKILL.md size: 7 KB
Bundled scripts: none
Path: skills/matchms/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 2,909
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Matchms ## Overview Matchms is an open-source Python library for mass spectrometry data processing and analysis. Import spectra from various formats, standardize metadata, filter peaks, calculate spectral similarities, and build reproducible analytical workflows. ## Core Capabilities ### 1. Importing and Exporting Mass Spectrometry Data Load spectra from multiple file formats and export processed data: ```python from matchms.importing import load_from_mgf, load_from_mzml, load_from_msp, load_from_json from matchms.exporting import save_as_mgf, save_as_msp, save_as_json # Import spectra spectra = list(load_from_mgf("spectra.mgf")) spectra = list(load_from_mzml("data.mzML")) spectra = list(load_from_msp("library.msp")) # Export processed spectra save_as_mgf(spectra, "output.mgf") save_as_json(spectra, "output.json") ``` **Supported formats:** - mzML and mzXML (raw mass spectrometry formats) - MGF (Mascot Generic Format) - MSP (spectral library format) - JSON (GNPS-compatible) - metabolomics-USI references - Pickle (Python serialization) For detailed importing/exporting documentation, consult `references/importing_exporting.md`. ### 2. Spectrum Filtering and Processing Apply compreh

What's inside
Steps it walks through
  1. Overview
  2. Core Capabilities
  3. 1. Importing and Exporting Mass Spectrometry Data
  4. 2. Spectrum Filtering and Processing
  5. 3. Calculating Spectral Similarities
  6. 4. Building Processing Pipelines
  7. 5. Working with Spectrum Objects
  8. 6. Metadata Management
  9. Common Workflows
  10. Installation
  11. Reference Documentation
Ships with 4 files
  • references/filtering.md
  • references/importing_exporting.md
  • references/similarity.md
  • references/workflows.md
Commands it runs
uv pip install matchms
uv pip install matchms[chemistry]
More from OpenClaw-Medical-Skills
All skills →
About this skill
What does the matchms skill do?

Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics and MS data processing.

How do I install it?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill matchms --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going