matchms
Handles MS/MS file input and output, metadata harmonization, and peak filtering. Supports spectral similarity, library matching, score matrices, and molecular-similarity networks.
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Find your next superpower If you are an agent, refer to our llms.txt for full access.Handles MS/MS file input and output, metadata harmonization, and peak filtering. Supports spectral similarity, library matching, score matrices, and molecular-similarity networks.
Applies Google's Material Design aesthetic and interface patterns. Includes layered surfaces, dynamic theming, built-in motion, and responsive patterns across platforms.
Covers Material Design 3 tokens, components, adaptive layouts, themes, and accessibility, primarily in Jetpack Compose. Also addresses Flutter, limited web support, and platform availability for M3 Expressive.
Solves olympiad and competition math problems through pure reasoning, followed by a fresh-context adversarial verifier. Supports proof checks and counterexamples, reports uncertainty, and can produce a PDF when LaTeX is available and verification passes.
Supports formal mathematical reasoning for research papers, including theorem proofs, problem definitions, and notation tables. Also selects statistical tests and formalizes statistical analyses.
Provides ready-to-run Python scripts for scientific figures in the MathModel LaTeX sandbox. Templates include SHAP plots, raincloud plots, ROC curves, Taylor diagrams, correlation matrices, tuning surfaces, heatmaps, and chord diagrams.
Covers arrays, tabular and time data, graphics, MAT files, projects, and tests. Includes workflow planning and explicit interoperability with Python.
Provides fine-grained control over plot elements for novel visualizations and scientific workflows. Supports publication exports in PNG, PDF, and SVG formats.
Defines a Matrix-inspired interface with a dark-only presentation. Combines minimalist styling with high-tech digital elements for a sleek cyber aesthetic.
Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what the originating issue/PRD asked for?). Runs both reviews in parallel sub-agents and reports them side by side. Use when the user wants to review a branch, a PR, work-in-progress changes, or asks to …
Explains app states, cross-platform Window lifecycle events, and platform-specific lifecycle mappings. Guides lifecycle hooks and preserving application state during backgrounding and resumption.
Covers templates, selection, grouping, scrolling, empty views, and list or grid layouts. Includes incremental loading, swipe actions, pull-to-refresh, and replacing ListView.
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