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Research

Scientific computing and academic tools.

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scientific-computing
304

simple-biology-explainer

Explains complex biological concepts, structures, and processes in simple, accessible language using analogies and examples, tailored for students and laypeople.

ECNU-ICALK
ECNU-ICALK
research
open
scientific-computing
304

histology-mnemonic-generator

Generates mnemonics for histology topics, ensuring all items are relevant histological structures or cellular components, excluding external factors or non-structural concepts.

ECNU-ICALK
ECNU-ICALK
research
open
scientific-computing
304

explain-chemistry-concepts-in-one-sentence

Provides concise, single-sentence explanations or representations for various chemistry topics including stoichiometry, atomic structure, bonding, and periodic trends.

ECNU-ICALK
ECNU-ICALK
research
open
scientific-computing
304

chromochemical-gas-giant-classifier

Generates detailed, scientifically plausible visual descriptions, hex color codes, and etymological name derivations for gas giants. Capable of describing standard chromochemical types or generating new classifications adhering to specific suffix conventions (-ic for chemistry, -ian/-ean for appearance).

ECNU-ICALK
ECNU-ICALK
research
open
scientific-computing
304

linux-tcp-memory-parameter-calculator

Calculates the net.ipv4.tcp_mem kernel parameter values based on the number of simultaneous TCP connections and minimum buffer sizes, specifically accounting for kernel overhead doubling.

ECNU-ICALK
ECNU-ICALK
research
open
scientific-computing
304

translate-verbal-math-to-algebra

Translates verbal descriptions of mathematical relationships or operation sequences into standard algebraic equations or expressions without simplification.

ECNU-ICALK
ECNU-ICALK
research
open
scientific-computing
304

einsteinian-wormhole-physics-simulation

Simulates theoretical wormhole scenarios adhering to Einstein's descriptions, conservation laws, and causality, preventing time travel paradoxes.

ECNU-ICALK
ECNU-ICALK
research
open
scientific-computing
304

define-fluid-mechanicsthermodynamics-terms

Provides definitions, mathematical expressions, and simple examples for terms strictly within the context of Fluid Mechanics and Thermodynamics.

ECNU-ICALK
ECNU-ICALK
research
open
lab-tools
303

instrument-data-to-allotrope

Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full ASM JSON, flattened CSV for easy import, and exportable Python code for data engineers. Common triggers include converting instrument files, standardizing lab data, preparing data for upload to LIMS/ELN systems, or generating parser code for production pipelines.

anthropics
anthropics
research
open
scientific-computing
303

single-cell-rna-qc

Performs quality control on single-cell RNA-seq data (.h5ad or .h5 files) using scverse best practices with MAD-based filtering and comprehensive visualizations. Use when users request QC analysis, filtering low-quality cells, assessing data quality, or following scverse/scanpy best practices for single-cell analysis.

anthropics
anthropics
research
open
scientific-computing
303

clinical-trial-protocol-skill

Generate clinical trial protocols for medical devices or drugs. This skill should be used when users say "Create a clinical trial protocol", "Generate protocol for [device/drug]", "Help me design a clinical study", "Research similar trials for [intervention]", or when developing FDA submission documentation for investigational products.

anthropics
anthropics
research
open
bioinformatics
303

scvi-tools

Deep learning for single-cell analysis using scvi-tools. This skill should be used when users need (1) data integration and batch correction with scVI/scANVI, (2) ATAC-seq analysis with PeakVI, (3) CITE-seq multi-modal analysis with totalVI, (4) multiome RNA+ATAC analysis with MultiVI, (5) spatial transcriptomics deconvolution with DestVI, (6) label transfer and reference mapping with scANVI/scArches, (7) RNA velocity with veloVI, or (8) any deep learning-based single-cell method. Triggers include mentions of scVI, scANVI, totalVI, PeakVI, MultiVI, DestVI, veloVI, sysVI, scArches, variational autoencoder, VAE, batch correction, data integration, multi-modal, CITE-seq, multiome, reference mapping, latent space.

anthropics
anthropics
research
open
bioinformatics
303

nextflow-development

Run nf-core bioinformatics pipelines (rnaseq, sarek, atacseq) on sequencing data. Use when analyzing RNA-seq, WGS/WES, or ATAC-seq data—either local FASTQs or public datasets from GEO/SRA. Triggers on nf-core, Nextflow, FASTQ analysis, variant calling, gene expression, differential expression, GEO reanalysis, GSE/GSM/SRR accessions, or samplesheet creation.

anthropics
anthropics
research
open
bioinformatics
303

snpeff

Run SnpEff, a variant annotation and effect prediction tool for genomic variants. Use when the user wants to annotate VCF files, build genome databases, or use SnpEff utilities.

pcingola
pcingola
research
open
computational-chemistry
299

pipeline-health

Analyze pipeline coverage and forecast accuracy

davekilleen
davekilleen
research
open
academic
298

challenge-that

Force critical evaluation of proposals, requirements, or decisions by analyzing from multiple adversarial perspectives. Triggers on: accepting a proposal without pushback, 'sounds good', 'let's go with', design decisions with unstated tradeoffs, unchallenged assumptions, premature consensus. Invoke with /challenge-that.

NTCoding
NTCoding
research
open
academic
297

web-search

Search the public web for up-to-date facts. Works out of the box with Jina (default, no API key needed); optionally Serper, Tavily, or Brave Search. Use when workbook context is insufficient and fresh external references are needed.

tmustier
tmustier
research
open
astronomy-physics
297

shaman-einstein

深度思考,理论构建,寻找统一规律

linkerlin
linkerlin
research
open
computational-chemistry
297

silicon-assimilator

硅基同化官,专门识别人类低效环节并推进 Agent 接管、自动化与流程并轨

linkerlin
linkerlin
research
open
lab-tools
297

military-scout

深入调查,掌握实情,找出问题根因

linkerlin
linkerlin
research
open
academic
295

address-review

Check a PR for review comments, evaluate them, and address valid ones

gittower
gittower
research
open
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