Best Claude skills for science
Science skills give agents domain tools for biology, chemistry, genomics and physics: database lookups, analysis pipelines and lab workflows. K-Dense's scientific-agent-skills and Google DeepMind's science-skills are the largest collections.
216 science skills · ranked live · November 2026
The top 10. Ranked by the Alyn Score.
- 1#1
GitHub
Awesome Copilot
GitHub
Arize Evaluator
Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column…
Pack41k2.4MScore 85 - 2#2
GitHub
Awesome Copilot
Arize Experiment
Creates, runs, and analyzes Arize experiments for evaluating and comparing model performance. Covers experiment CRUD, exporting runs, comparing results, and evaluation workflows using the…
Pack41k2.4MScore 85 - 3#3
JuliusBrussee
Caveman Manage
Inspect Caveman Cloud's experiment lifecycle and block unsafe execution. Use when asked to start, approve, cancel, promote or roll back a Caveman experiment.
Pack119k4.8MScore 85 - 4#4
K-Dense
Scientific Agent Skills
K-Dense
Alphagenome
Looks up precomputed AlphaGenome Atlas effects for any GRCh38 single-nucleotide variant (AVI score with Phred and 18 SHAP feature attributions, plus raw and quantile scores for RNA-seq…
Pack57k328kScore 84 - 5#5
K-Dense
Scientific Agent Skills
Analytical Method Validation
Plans, executes, and documents validation, verification, and transfer of analytical procedures under the governing framework - ICH Q2(R2) and Q14, USP //, ICH M10 bioanalytical, CLSI EP, or…
Pack57k328kScore 84 - 6#6
K-Dense
Scientific Agent Skills
Arbor
Applies Arbor Hypothesis Tree Refinement to research artifacts with repeatable evaluators, including model training, agent harnesses, data synthesis and benchmark optimization. Uses…
Pack57k328kScore 84 - 7#7
Yuan1z0825
Nature Paper Card
Build a structured deep-reading Paper Card for one scientific paper, analysing methods, experiment-to-claim evidence, limitations, and research ideas. Use for 论文精读卡、方法拆解、证据链分析; not…
Pack53k301kScore 84 - 8#8
sickn33
Agentic Awesome Skills
sickn33
Ab Testing
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program.
Pack49k584kScore 83 - 9#9
Nature Social Science
社会科学及相邻学科学术写作与选题论证工作台，覆盖选题构思、文献梳理、论证组织、学术表达四大要素。Use for 找论文题目/研究问题、把兴趣或宽泛主题变成可讨论的研究方向、文献综述与领域版图、区分"研究少"与真正未决的知识问题、设计证据路线与主张边界、新颖性审计与"审稿人2"式攻击、博士/论文可行性评估、导师沟通话术、或检查论文中的过度断…
Pack53k301kScore 82 - 10#10
Nature Writing
Draft or restructure scientific manuscript arguments, sections, and initial-submission materials from author-provided evidence. Use for 论文写作、章节起草、论证重构、正文压缩、首次投稿材料. Use nature-polishing for…
Pack53k301kScore 82
What makes a great science skill.
Pinned, real libraries and databases with usage examples.
Validation steps that catch silent errors in pipelines.
Clear licensing for data sources.
All 216 science skills.
lingzhi227
Agent Research Skills
lingzhi227figure-generation
Generate publication-quality scientific figures using matplotlib/seaborn with a three-phase pipeline (query expansion, code generation with execution, VLM visual feedback). Handles bar…
staruhub
ClaudeSkills
staruhubgaokao-expert
资深高考命题专家助手,提供专业的命题指导和评审服务。适用于创作高考试题、评审试题质量、分析试卷结构、了解命题趋势等场景。结合文档工具提取解压文件,使用网络搜索了解当年最新命题趋势,使用分析工具评估题目质量和试卷结构。涵盖"一核四层四翼"评价体系、题型规范、评分标准、命题流程等多个维度。不用于:大学/考研/中考命题(体系不同,仅可借鉴)、日常作业题编写、直接替考生解题。
staruhub
ClaudeSkills
staruhubseedream-imagegen
用 ByteDance Seedream 4.0 API（经 Segmind）生成 AI 图像。当用户要从文字描述生成营销素材、海报、产品图、概念图、社交媒体配图等高质量图像，且环境配有 SEGMIND_API_KEY 时使用。支持 2K/4K、多比例、单次最多 15 张批量、最多 3 张参考图控风格。不用于：修改/编辑已有图片（用图像编辑类 skill）、视频生成、无…
Microckadaptyv
Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing…
Microckarxiv-search
Search arXiv preprint repository for papers in physics, mathematics, computer science, quantitative biology, and related fields
Haojae
Scipilot Figure Skill
Haojaescipilot-figure-skill
SciPilot Skills 家族成员，负责科研数据可视化——但定位不是"画图工具"， 而是"可视化顾问"。先做数据剖析（列类型/样本量/分布/异常值/分组结构/相关性）， 再结合用户的论证目标推荐图型，主动拦截科研画图的经典错误（小样本画均值柱掩盖 分布、双 Y 轴、饼图、Y 轴不当截断、rainbow 色图、把分类点连成折线等），最后 产出 Nature /…
lingzhi227
Agent Research Skills
lingzhi227experiment-code
Write ML experiment code with iterative improvement. Generate training/evaluation pipelines, debug errors, and optimize results through code reflection. Use when implementing experiments…
gulucaptain
Best Paper Writing Skill
gulucaptainbestpaper-writing
Draft or rewrite the title, Abstract, Introduction, Method and Experiments of an ML/CV paper in the style of CVPR/ICCV/NeurIPS best papers, distilled from 60 award papers, and plan and draw…
rohitg00hypothesis-testing
Applies the scientific method to debugging by helping users form specific, testable hypotheses, design targeted experiments, and systematically confirm or reject theories to find root…
K-Dense
Scientific Agent Skills
K-Densearboreto
Infers candidate gene regulatory networks from bulk or single-cell expression data using AertsLab Arboreto GRNBoost2 and GENIE3. Use for transcription factor-target association ranking…
K-Dense
Scientific Agent Skills
K-Denseautoskill
Analyzes user-requested Screenpipe history windows to detect repeated research workflows, match existing scientific skills, and stage new skill drafts or composition recipes for review…
K-Dense
Scientific Agent Skills
K-Densebids
Organizes, queries, validates, and converts Brain Imaging Data Structure (BIDS) datasets. Supports organizing neuroscience and biomedical data (MRI, EEG, MEG, iEEG, PET, microscopy, NIRS…
K-Dense
Scientific Agent Skills
K-Densebioservices
Provides a Python interface to bioinformatics services including UniProt, KEGG, ChEMBL, Reactome, QuickGO, and UniChem. Used for cross-database protein annotation, pathway retrieval…
K-Dense
Scientific Agent Skills
K-Densebulk-rnaseq
Prepares bulk RNA-seq FASTQ, Salmon, STAR or featureCounts output for gene-level differential expression. Covers nf-core/rnaseq and standalone quantification, biological replication…
K-Dense
Scientific Agent Skills
K-Densecantera
Runs Cantera homogeneous chemical reactors and evaluates ignition delay with mechanism provenance, conservation checks, and numerical refinement. Use for combustion kinetics, closed…
K-Dense
Scientific Agent Skills
K-Densecellprofiler
Runs reproducible CellProfiler microscopy pipelines for nuclear segmentation, cell counts, and per-object fluorescence measurements. Supports image/channel manifests, headless batch…
K-Dense
Scientific Agent Skills
K-Densecitation-management
Comprehensive citation management for academic research. Search OpenAlex, PubMed, and Google Scholar for papers, extract accurate metadata, validate citations, and generate properly…
K-Dense
Scientific Agent Skills
K-Denseclinical-decision-support
Prepares and validates research-only clinical decision-support evaluation, evidence-profile, cohort, survival, biomarker/model, privacy, and governance artifacts. Supports aggregate or…
K-Dense
Scientific Agent Skills
K-Denseclinical-reports
Creates safety-bounded draft structures and runs local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate research reports. Use only with synthetic…
K-Dense
Scientific Agent Skills
K-Densedeepchem
Builds molecular property prediction and MoleculeNet workflows with DeepChem, including SMILES featurization, scaffold or grouped holdouts, masked labels, graph models and explicit…
K-Dense
Scientific Agent Skills
K-Denseadaptyv
Uses the Adaptyv Bio Foundry API and Python SDK to design protein characterization experiments, estimate costs, submit sequences, monitor laboratory progress, and retrieve results. Applies…
K-Dense
Scientific Agent Skills
K-Denseaeon
This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use…
K-Dense
Scientific Agent Skills
K-Denseanndata
Handles annotated matrices in single-cell analysis, .h5ad and Zarr files, and integration with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for…
K-Dense
Scientific Agent Skills
K-Denseastropy
Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities, coordinates, FITS I/O, tables, time systems, WCS, and cosmology. Use when…
K-Dense
Scientific Agent Skills
K-Densebenchling-integration
Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps, and Data Warehouse queries. Use when automating lab data with…
K-Dense
Scientific Agent Skills
K-Densebiopython
Provides Biopython workflows for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Supports batch processing, custom…
K-Dense
Scientific Agent Skills
K-Densecellxgene-census
Queries the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data. Use when you need population-scale cell metadata, gene expression slices…
K-Dense
Scientific Agent Skills
K-Densecirq
Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware…
K-Dense
Scientific Agent Skills
K-Densecobrapy
Performs constraint-based metabolic modeling with COBRApy, including FBA, pFBA, FVA, gene knockouts, flux sampling, growth media, production envelopes, gap filling, and SBML model…
K-Dense
Scientific Agent Skills
K-Denseconsciousness-council
Structures a multi-perspective council exercise for decisions, research trade-offs, and creative challenges. Simulates thinking archetypes, separates evidence from assumptions and values…
K-Dense
Scientific Agent Skills
K-Densedask
Scales pandas, NumPy, and custom Python research workflows beyond memory or across clusters with Dask. Covers DataFrames, Arrays, Bags, Futures, chunking, schedulers, and distributed…
K-Dense
Scientific Agent Skills
K-Densedatabase-lookup
Queries documented public database APIs with explicit endpoints, filters, pagination, and provenance. Used when a scientific, regulatory, financial, or other database-backed fact must be…
K-Dense
Scientific Agent Skills
K-Densedatalad
Retrieves, versions, and publishes scientific datasets with DataLad and git-annex, and captures computational provenance with datalad run, rerun, and containers-run. Use when cloning or…
K-Dense
Scientific Agent Skills
K-Densedatamol
Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery including SMILES parsing, standardization, descriptors, fingerprints…
K-Dense
Scientific Agent Skills
K-Densedeepspot-m
Generates transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Used for predicted log1p-CPM expression from 224x224 tiles at about 20x, querying the…
K-Dense
Scientific Agent Skills
K-Densebgpt-paper-search
Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extracted from full text, including experiments, reported statistics, scope, limitations, and provenance…
Science skills, explained.
Also searched as: scientific agent skills, bioinformatics skill, ai scientist skills, deepmind science skills.
What are the best Claude skills for science?
Right now the top-ranked science skills on Alyn are Arize Evaluator (GitHub), Arize Experiment (GitHub), Caveman Manage (JuliusBrussee). Rankings combine GitHub stars, installs, freshness and depth, and update live.
Are there official DeepMind skills?
Yes. google-deepmind/science-skills is published by Google DeepMind for agentic scientific workflows.
Do science skills replace domain review?
No. They speed up analysis; results still need expert review.
How do I install a science skill?
Run npx skills add owner/repo in your project, or copy the folder with SKILL.md into ~/.claude/skills. Every skill on this page has a ready-to-copy command.
More in Science & data
Science skills for your agent