matchms-spectral-matching SKILL.md skillA

matchms-spectral-matching from jaechang-hits/sciagent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jaechang-hits/sciagent-skills/matchms-spectral-matching@git:20260929.7a7d60f

Pins git:20260929.7a7d60f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jaechang-hits/sciagent-skills
Path
skills/proteomics-protein-engineering/matchms-spectral-matching/SKILL.md
Versions recorded
4
Latest version
git:20260929.7a7d60f, committed Sep 29, 2026
First version recorded
Feb 18, 2026
Size
25,278 bytes
Repository stars
381
License
a license file GitHub does not identify

MS spectral matching and metabolite ID with matchms. Import spectra (mzML, MGF, MSP, JSON), filter/normalize peaks, score similarity (cosine, modified cosine, fingerprint), build reproducible pipelines, identify unknowns vs spectral libraries. Use pyopenms for full LC-MS/MS proteomics.

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

# Matchms — Spectral Matching & Metabolite Identification

## Overview

Matchms is a Python library for mass spectrometry data processing focused on spectral similarity calculation and compound identification. It provides multi-format I/O, 50+ spectrum filters for metadata harmonization and peak processing, 8 similarity scoring functions, and a pipeline framework for reproducible analytical workflows.

## When to Use

- Identifying unknown metabolites by matching MS/MS spectra against reference libraries
- Computing spectral similarity scores (cosine, modified cosine, fingerprint-based)
- Processing and standardizing mass spectral data from multiple formats (mzML, MGF, MSP, JSON)
- Building reproducible spectral processing pipelines for quality control
- Harmonizing metadata across spectral databases (compound names, SMILES, InChI, adducts)
- Large-scale spectral library comparisons and duplicate detection
- For full LC-MS/MS proteomics workflows (feature detection, protein ID), use **pyopenms** instead
- For chemical structure similarity without mass spectra, use **rdkit** fingerprint comparison

## Prerequisites

```bash
uv pip install matchms numpy pandas
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jaechang-hits/sciagent-skills/matchms-spectral-matching@sha256:be1974dd6f6957cd

The line at the top of this page pins the label git:20260929.7a7d60f, 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_t6rtrzxdokiw4l2t.svg)](https://markdownregistry.com/a/art_t6rtrzxdokiw4l2t)

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

Versions

The registry has recorded 4 versions of this file, between Feb 18, 2026 and Sep 29, 2026, about one every 74 days.

versioncommittedcommitsizeaudit
git:20260929.7a7d60f latest2026-09-29 7a7d60f 25,278 BA view · diff
git:20260929.35fe6e32026-09-29 35fe6e3 25,327 BA view · diff
git:20260428.81ea2d22026-04-28 81ea2d2 23,245 BA view · diff
git:20260218.8df16942026-02-18 8df1694 23,354 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 (25278 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

jaechang-hits/sciagent-skills · 381 stars · license a license file GitHub does not identify · pushed 2026-10-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_t6rtrzxdokiw4l2t
GET https://markdownregistry.com/api/v1/resolve?ref=jaechang-hits/sciagent-skills/matchms-spectral-matching
GET https://markdownregistry.com/api/v1/blob/be1974dd6f6957cde412281bc78de3d9ee9fa3f32394da1e5c52fd346325e86a

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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.

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