halflifezyf2680/Skill-Shelf

4Stars on the repository
248Mods indexed here, across every type
6d agoLast push, which is what freshness is scored on
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diffdock

25

halflifezyf2680/Skill-Shelf

Skill Claude Code

DiffDock and DiffDock-L molecular docking. Use for protein-small-molecule pose prediction from PDB or sequence plus SMILES/SDF/MOL2, batch docking, virtual screening, and pose-confidence interpretation. Not for binding affinity prediction.

not rated 4 changed 6d ago A 51 tokens

esm

26

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Use when working directly with the esm Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.

not rated 4 changed 6d ago A 39 tokens

etetoolkit

27

halflifezyf2680/Skill-Shelf

Skill Claude Code

Analyze, manipulate, compare, annotate, and visualize phylogenetic or other hierarchical trees with ETE 4. Use for Newick/Nexus tree I/O, topology edits and pattern matching, Robinson-Foulds comparisons, gene-tree evolutionary events and reconciliation, NCBI/GTDB taxonomy, SmartView exploration, and publication…

not rated 4 changed 6d ago A 91 tokens

exa-search

28

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional research-paper category and academic domain filtering) and URL extraction (fetching…

not rated 4 changed 6d ago A 116 tokens

halflifezyf2680/Skill-Shelf

Skill Claude Code

Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection; missingness/leakage audits; outlier and transformation sensitivity; and rigorous EDA report scaffolds. Other domain…

not rated 4 changed 6d ago A 83 tokens

flowio

30

halflifezyf2680/Skill-Shelf

Skill Claude Code

Read, inspect, and write Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO. Use for low-level FCS metadata and channel inspection, NumPy event extraction, multi-dataset files, table export, and FCS 3.1 creation; use FlowKit for compensation, cytometry transforms, gating, or FlowJo workspaces.

not rated 4 changed 6d ago A 88 tokens

fluidsim

31

halflifezyf2680/Skill-Shelf

Skill Claude Code

Plan, configure, inspect, restart, and analyze bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety checks. Use for FluidSim solver selection, parameter review, FFT/MPI setup, output diagnostics, or restart compatibility.

not rated 4 changed 6d ago A 54 tokens

geniml

32

halflifezyf2680/Skill-Shelf

Skill Claude Code

Use Geniml for audited local genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or scEmbed runs, inspect model/tokenizer compatibility, and assess consensus universes.

not rated 4 changed 6d ago A 43 tokens

geomaster

33

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, hyperspectral), vector and raster data operations, spatial statistics, point cloud processing…

not rated 4 changed 6d ago A 148 tokens

geopandas

34

halflifezyf2680/Skill-Shelf

Skill Claude Code

Guidance and local audit tools for Python workflows that directly use GeoPandas GeoSeries, GeoDataFrame, spatial operations, or vector-data I/O.

not rated 4 changed 6d ago A 35 tokens

gget

35

halflifezyf2680/Skill-Shelf

Skill Claude Code

Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST/BLAT, viral sequence downloads, AlphaFold structures, enrichment analysis, OpenTargets, COSMIC, CELLxGENE, and 8cube mouse specificity/expression data. Best for interactive exploration and simple queries. For batch…

not rated 4 changed 6d ago A 93 tokens

glycoengineering

36

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated glycoengineering tools (NetOGlyc, GlycoShield, GlycoWorkbench). For glycoprotein engineering, therapeutic antibody optimization, and vaccine design.

not rated 4 changed 6d ago A 75 tokens

gtars

37

halflifezyf2680/Skill-Shelf

Skill Claude Code

Use Gtars for local genomic interval models and set algebra, overlaps and counts, consensus and coverage, tokenization, fragment processing, and refget/BEDbase planning across Python, Rust, and the CLI.

not rated 4 changed 6d ago A 46 tokens

histolab

38

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Lightweight WSI tile extraction and preprocessing. Use for basic slide processing, tissue detection, tile extraction, and stain normalization for H&E images. Best for simple pipelines, dataset preparation, and quick tile-based analysis. For advanced spatial proteomics, multiplexed imaging, or deep learning pipelines…

not rated 4 changed 6d ago A 65 tokens

hugging-science

39

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, theorem proving, single-cell, or PDE solving. Hugging Science is a curated catalog…

not rated 4 changed 6d ago A 115 tokens

hypogenic

40

halflifezyf2680/Skill-Shelf

Skill Claude Code

Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets. Use for the hypogenic package, its task configs, hypothesis banks, or HypoBench datasets—not for manual hypothesis formulation or scientific validation.

not rated 4 changed 6d ago A 62 tokens

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready analysis plans. Use when turning observations or preliminary findings into transparent, testable research plans without treating…

not rated 4 changed 6d ago A 58 tokens

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Query and download public cancer imaging data from NCI Imaging Data Commons. Invoke for any question about IDC collections, cancer imaging datasets, DICOM data access, radiology (CT, MR, PET) or pathology AI training sets, metadata queries, visualization, or license checks — even when the user doesn't explicitly…

not rated 4 changed 6d ago A 75 tokens

lamindb

43

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Use when working with LaminDB, the open-source lineage-native lakehouse for biological datasets and models. Covers setup, artifact registration, query/search, lineage tracking, validation, ontology-backed annotation with Bionty, collections, branches, storage, and workflow integrations.

not rated 4 changed 6d ago A 56 tokens

latex-posters

44

halflifezyf2680/Skill-Shelf

Skill Claude Code

Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices for visual communication.

not rated 4 changed 6d ago A 60 tokens

literature-review

45

halflifezyf2680/Skill-Shelf

Skill Claude Code

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and…

not rated 4 changed 6d ago C 86 tokens

matchms

46

halflifezyf2680/Skill-Shelf

Skill Claude Code

Process, clean, compare, and search tandem mass spectra with matchms. Use for MS/MS file I/O, metadata harmonization, peak filtering, spectral similarity, library matching, score matrices, and molecular-similarity networks. Use pyopenms instead for LC-MS feature detection or proteomics pipelines.

not rated 4 changed 6d ago A 64 tokens

matlab

47

halflifezyf2680/Skill-Shelf

Skill Claude Code

Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT files, and explicit Python interoperability.

not rated 4 changed 6d ago A 42 tokens

matplotlib

48

halflifezyf2680/Skill-Shelf

Skill Claude Code

Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for…

not rated 4 changed 6d ago A 77 tokens

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