# Domains — Curated Skills


> 139 recommended skills for domain-specific research across academic disciplines.



## Ai Ml


| Skill | Description |
|-------|-------------|
| [ai-agent-papers-guide](../../skills/domains/ai-ml/ai-agent-papers-guide/) | Curated 2024-2026 AI agent research papers collection |
| [ai-model-benchmarking](../../skills/domains/ai-ml/ai-model-benchmarking/) | Benchmark AI models across 60+ academic evaluation suites and metrics |
| [anomaly-detection-papers-guide](../../skills/domains/ai-ml/anomaly-detection-papers-guide/) | Industrial anomaly detection methods and benchmark papers |
| [autonomous-agents-papers-guide](../../skills/domains/ai-ml/autonomous-agents-papers-guide/) | Daily-updated collection of autonomous AI agent papers |
| [computer-vision-guide](../../skills/domains/ai-ml/computer-vision-guide/) | Apply computer vision research methods, models, and evaluation tools |
| [deep-learning-papers-guide](../../skills/domains/ai-ml/deep-learning-papers-guide/) | Annotated deep learning paper implementations with code walkthroughs |
| [dl-transformer-finetune](../../skills/domains/ai-ml/dl-transformer-finetune/) | Build transformer fine-tuning plans for classification and generation |
| [domain-adaptation-papers-guide](../../skills/domains/ai-ml/domain-adaptation-papers-guide/) | Comprehensive collection of domain adaptation research papers |
| [generative-ai-guide](../../skills/domains/ai-ml/generative-ai-guide/) | Curated guide to generative AI covering LLMs and diffusion models |
| [graph-learning-papers-guide](../../skills/domains/ai-ml/graph-learning-papers-guide/) | Conference papers on graph neural networks and graph learning |
| [huggingface-inference-guide](../../skills/domains/ai-ml/huggingface-inference-guide/) | Run NLP and CV model inference via Hugging Face free-tier API |
| [keras-deep-learning](../../skills/domains/ai-ml/keras-deep-learning/) | Build and debug deep learning models with Keras and TensorFlow backend |
| [kolmogorov-arnold-networks-guide](../../skills/domains/ai-ml/kolmogorov-arnold-networks-guide/) | Papers and tutorials on KAN learnable activation networks |
| [llm-evaluation-guide](../../skills/domains/ai-ml/llm-evaluation-guide/) | Evaluate and benchmark large language models for research applications |
| [llm-from-scratch-guide](../../skills/domains/ai-ml/llm-from-scratch-guide/) | Build a ChatGPT-like LLM from scratch using PyTorch step by step |
| [ml-pipeline-guide](../../skills/domains/ai-ml/ml-pipeline-guide/) | Build and deploy reproducible production ML pipelines for research |
| [nlp-toolkit-guide](../../skills/domains/ai-ml/nlp-toolkit-guide/) | NLP analysis with perplexity scoring, burstiness, and entropy metrics |
| [npcpy-research-guide](../../skills/domains/ai-ml/npcpy-research-guide/) | All-in-one Python library for NLP, agents, and knowledge graphs |
| [prompt-engineering-research](../../skills/domains/ai-ml/prompt-engineering-research/) | Systematic prompt engineering methods for AI-assisted academic research workf... |
| [pytorch-guide](../../skills/domains/ai-ml/pytorch-guide/) | Avoid common PyTorch mistakes and apply robust training patterns |
| [pytorch-lightning-guide](../../skills/domains/ai-ml/pytorch-lightning-guide/) | PyTorch Lightning framework for scalable model training and research |
| [reinforcement-learning-guide](../../skills/domains/ai-ml/reinforcement-learning-guide/) | Reinforcement learning fundamentals, algorithms, and research |
| [responsible-ai-guide](../../skills/domains/ai-ml/responsible-ai-guide/) | Resources for trustworthy, fair, and ethical AI research |
| [tensorflow-guide](../../skills/domains/ai-ml/tensorflow-guide/) | TensorFlow best practices for tf.function, GPU memory, and deployment |
| [transformer-architecture-guide](../../skills/domains/ai-ml/transformer-architecture-guide/) | Guide to Transformer architectures for NLP and computer vision |
| [vmas-simulator-guide](../../skills/domains/ai-ml/vmas-simulator-guide/) | Vectorized multi-agent reinforcement learning simulator |


## Biomedical


| Skill | Description |
|-------|-------------|
| [bioagents-guide](../../skills/domains/biomedical/bioagents-guide/) | AI scientist framework for autonomous biological research workflows |
| [clawbio-guide](../../skills/domains/biomedical/clawbio-guide/) | OpenClaw bioinformatics skill library for genomics pipelines |
| [clinical-dialogue-agents-guide](../../skills/domains/biomedical/clinical-dialogue-agents-guide/) | Papers on AI agents for clinical dialogue and medical QA |
| [clinical-research-guide](../../skills/domains/biomedical/clinical-research-guide/) | Design clinical studies and report using CONSORT, STROBE guidelines |
| [clinicaltrials-api](../../skills/domains/biomedical/clinicaltrials-api/) | Clinical trial registry database search API |
| [ena-sequence-api](../../skills/domains/biomedical/ena-sequence-api/) | Access nucleotide sequence data from the European Nucleotide Archive |
| [epidemiology-guide](../../skills/domains/biomedical/epidemiology-guide/) | Epidemiological study designs, measures of association, and public health ana... |
| [genomas-guide](../../skills/domains/biomedical/genomas-guide/) | Automate gene expression analysis with the GenoMAS multi-agent system |
| [genomics-analysis-guide](../../skills/domains/biomedical/genomics-analysis-guide/) | Workflows for RNA-seq, GWAS, and variant calling in genomic research |
| [genotex-benchmark-guide](../../skills/domains/biomedical/genotex-benchmark-guide/) | Benchmark for LLM agents on gene expression data analysis |
| [med-researcher-guide](../../skills/domains/biomedical/med-researcher-guide/) | Multi-agent system for biomedical literature review and synthesis |
| [med-researcher-r1-guide](../../skills/domains/biomedical/med-researcher-r1-guide/) | Medical deep research agent with reasoning chain analysis |
| [medgeclaw-guide](../../skills/domains/biomedical/medgeclaw-guide/) | AI research assistant for biomedicine, RNA-seq, and drug discovery |
| [medical-imaging-guide](../../skills/domains/biomedical/medical-imaging-guide/) | Medical image analysis with deep learning for research applications |
| [ncbi-blast-api](../../skills/domains/biomedical/ncbi-blast-api/) | Run sequence similarity searches via the NCBI BLAST REST API |
| [ncbi-datasets-api](../../skills/domains/biomedical/ncbi-datasets-api/) | Access genomes, genes, and taxonomy data via NCBI Datasets v2 API |
| [quickgo-api](../../skills/domains/biomedical/quickgo-api/) | Browse and search Gene Ontology annotations via the QuickGO API |


## Business


| Skill | Description |
|-------|-------------|
| [architecture-design-guide](../../skills/domains/business/architecture-design-guide/) | Design principles of form, function, sustainability in architecture |
| [innovation-management-guide](../../skills/domains/business/innovation-management-guide/) | Innovation metrics, R&D management research, and technology forecasting |
| [market-analysis-guide](../../skills/domains/business/market-analysis-guide/) | Structured frameworks for market sizing, competitive analysis, and strategic ... |
| [operations-research-guide](../../skills/domains/business/operations-research-guide/) | Optimization and operations research methods for business and logistics |
| [strategic-management-guide](../../skills/domains/business/strategic-management-guide/) | Frameworks for strategic planning, resource allocation, and organizational an... |


## Chemistry


| Skill | Description |
|-------|-------------|
| [cactus-cheminformatics-guide](../../skills/domains/chemistry/cactus-cheminformatics-guide/) | PNNL cheminformatics LLM agent for molecular analysis |
| [chemeagle-guide](../../skills/domains/chemistry/chemeagle-guide/) | Multi-agent system for chemical literature information extraction |
| [chemgraph-agent-guide](../../skills/domains/chemistry/chemgraph-agent-guide/) | Automate molecular simulations with the ChemGraph agentic framework |
| [computational-chemistry-guide](../../skills/domains/chemistry/computational-chemistry-guide/) | DFT, molecular simulation, and reaction prediction tools for chemists |
| [molecular-dynamics-guide](../../skills/domains/chemistry/molecular-dynamics-guide/) | Molecular dynamics simulation setup, execution, and trajectory analysis |
| [pubchem-api-guide](../../skills/domains/chemistry/pubchem-api-guide/) | Search PubChem for chemical compounds, structures, and bioassay data |
| [retrosynthesis-guide](../../skills/domains/chemistry/retrosynthesis-guide/) | Retrosynthetic analysis and computational reaction prediction |
| [spectroscopy-analysis-guide](../../skills/domains/chemistry/spectroscopy-analysis-guide/) | Spectral data analysis for NMR, IR, mass spectrometry, and UV-Vis |


## Cs


| Skill | Description |
|-------|-------------|
| [ai-security-papers-guide](../../skills/domains/cs/ai-security-papers-guide/) | AI security papers from top-4 security conferences |
| [algorithms-complexity-guide](../../skills/domains/cs/algorithms-complexity-guide/) | Analyze algorithm complexity and computational efficiency for research |
| [code-llm-papers-guide](../../skills/domains/cs/code-llm-papers-guide/) | Survey and paper collection on LLMs for code generation |
| [dblp-api](../../skills/domains/cs/dblp-api/) | Search computer science publications, authors, and venues via DBLP |
| [distributed-systems-guide](../../skills/domains/cs/distributed-systems-guide/) | Distributed systems design patterns and analysis for CS research |
| [formal-verification-guide](../../skills/domains/cs/formal-verification-guide/) | Formal methods, theorem proving, and model checking for CS research |
| [gaussian-splatting-papers-guide](../../skills/domains/cs/gaussian-splatting-papers-guide/) | Curated papers and resources for 3D Gaussian Splatting |
| [llm-aiops-guide](../../skills/domains/cs/llm-aiops-guide/) | Papers on LLMs for IT operations and AIOps research |
| [software-engineering-research](../../skills/domains/cs/software-engineering-research/) | Guide to software engineering research topics and methodologies |
| [software-heritage-api](../../skills/domains/cs/software-heritage-api/) | Archive and retrieve source code history via Software Heritage API |


## Ecology


| Skill | Description |
|-------|-------------|
| [biodiversity-data-guide](../../skills/domains/ecology/biodiversity-data-guide/) | Biodiversity data access, species occurrence, and ecological tools |
| [conservation-biology-guide](../../skills/domains/ecology/conservation-biology-guide/) | Apply conservation biology methods, databases, and assessment tools |
| [gbif-api](../../skills/domains/ecology/gbif-api/) | Global biodiversity data API for species occurrences and datasets |
| [inaturalist-api](../../skills/domains/ecology/inaturalist-api/) | Citizen science platform API for biodiversity observations |
| [species-distribution-guide](../../skills/domains/ecology/species-distribution-guide/) | Species distribution modeling with MaxEnt, SDM methods, and GBIF data |


## Economics


| Skill | Description |
|-------|-------------|
| [behavioral-economics-guide](../../skills/domains/economics/behavioral-economics-guide/) | Behavioral economics research methods and key frameworks |
| [development-economics-guide](../../skills/domains/economics/development-economics-guide/) | Apply development economics research methods and data sources |
| [fred-api](../../skills/domains/economics/fred-api/) | Federal Reserve Economic Data API for US economic indicators |
| [imf-data-api-guide](../../skills/domains/economics/imf-data-api-guide/) | Retrieve IMF economic indicators, exchange rates, and country data |
| [nber-working-papers-api](../../skills/domains/economics/nber-working-papers-api/) | Access NBER working papers and economic research datasets |
| [post-labor-economics](../../skills/domains/economics/post-labor-economics/) | Post-labor economies with automation, UBI, and wealth distribution |
| [pricing-psychology-guide](../../skills/domains/economics/pricing-psychology-guide/) | Behavioral economics in pricing strategies and consumer decisions |
| [repec-economics-api](../../skills/domains/economics/repec-economics-api/) | Access 4M+ economics working papers and articles via RePEc API |
| [world-bank-data-guide](../../skills/domains/economics/world-bank-data-guide/) | Access World Bank development indicators and country statistics |


## Education


| Skill | Description |
|-------|-------------|
| [academic-study-methods](../../skills/domains/education/academic-study-methods/) | Evidence-based study techniques for academic learning and retention |
| [assessment-design-guide](../../skills/domains/education/assessment-design-guide/) | Psychometrics and educational assessment design for researchers |
| [curriculum-design-guide](../../skills/domains/education/curriculum-design-guide/) | Systematic approaches to curriculum design using backward design and alignment |
| [educational-research-methods](../../skills/domains/education/educational-research-methods/) | Quantitative and qualitative research methods for education studies |
| [learning-science-guide](../../skills/domains/education/learning-science-guide/) | Evidence-based learning science principles for educational research and practice |
| [mooc-analytics-guide](../../skills/domains/education/mooc-analytics-guide/) | Analyzing MOOC data, learning analytics, and online education metrics |
| [open-syllabus-api](../../skills/domains/education/open-syllabus-api/) | Analyze most-taught books and texts via Open Syllabus analytics |


## Finance


| Skill | Description |
|-------|-------------|
| [akshare-finance-data](../../skills/domains/finance/akshare-finance-data/) | Access Chinese and global financial data using the AkShare Python library |
| [financial-data-analysis](../../skills/domains/finance/financial-data-analysis/) | Methods for acquiring, cleaning, and analyzing financial datasets for research |
| [finsight-research-guide](../../skills/domains/finance/finsight-research-guide/) | Deep financial research with the FinSight multi-agent system |
| [options-analytics-agent-guide](../../skills/domains/finance/options-analytics-agent-guide/) | AI agent for options pricing, Greeks, and strategy analysis |
| [portfolio-optimization-guide](../../skills/domains/finance/portfolio-optimization-guide/) | Portfolio theory, optimization algorithms, and asset allocation methods |
| [quantitative-finance-guide](../../skills/domains/finance/quantitative-finance-guide/) | Quantitative methods for financial modeling, derivatives pricing, and risk an... |
| [risk-modeling-guide](../../skills/domains/finance/risk-modeling-guide/) | Financial risk modeling including VaR, stress testing, and credit risk |
| [stata-accounting-research](../../skills/domains/finance/stata-accounting-research/) | STATA code patterns for empirical accounting and finance research |


## Geoscience


| Skill | Description |
|-------|-------------|
| [climate-modeling-guide](../../skills/domains/geoscience/climate-modeling-guide/) | Climate simulation, modeling tools, and climate data analysis methods |
| [climate-science-guide](../../skills/domains/geoscience/climate-science-guide/) | Climate data analysis, modeling workflows, and carbon neutrality research met... |
| [gis-remote-sensing-guide](../../skills/domains/geoscience/gis-remote-sensing-guide/) | GIS analysis and remote sensing workflows for geospatial research applications |
| [pangaea-data-api](../../skills/domains/geoscience/pangaea-data-api/) | Access earth and environmental science datasets via PANGAEA API |
| [satellite-remote-sensing](../../skills/domains/geoscience/satellite-remote-sensing/) | Satellite imagery analysis and remote sensing for earth science research |
| [seismology-data-guide](../../skills/domains/geoscience/seismology-data-guide/) | Earthquake data analysis, seismogram processing, and seismic research |


## Humanities


| Skill | Description |
|-------|-------------|
| [digital-humanities-guide](../../skills/domains/humanities/digital-humanities-guide/) | Computational methods for humanities research including text mining and netwo... |
| [ethical-philosophy-guide](../../skills/domains/humanities/ethical-philosophy-guide/) | Applied ethics research methods and major ethical frameworks |
| [history-research-guide](../../skills/domains/humanities/history-research-guide/) | Historical research from primary sources to scholarly analysis |
| [philosophy-research-guide](../../skills/domains/humanities/philosophy-research-guide/) | Research methods and analytical frameworks for philosophical inquiry and scho... |
| [political-history-guide](../../skills/domains/humanities/political-history-guide/) | Chinese and European political struggle history and comparative analysis |


## Law


| Skill | Description |
|-------|-------------|
| [caselaw-access-api](../../skills/domains/law/caselaw-access-api/) | Query 360+ years of US case law via the Harvard Caselaw Access Project |
| [courtlistener-api](../../skills/domains/law/courtlistener-api/) | Legal case law database with PACER data and judge profiles |
| [legal-agent-skills-guide](../../skills/domains/law/legal-agent-skills-guide/) | Agent skills collection for legal research and automation |
| [legal-nlp-guide](../../skills/domains/law/legal-nlp-guide/) | NLP techniques for legal text analysis, case law mining, and contracts |
| [legal-research-guide](../../skills/domains/law/legal-research-guide/) | Legal research methods, case law analysis, and compliance tools |
| [opencontracts-guide](../../skills/domains/law/opencontracts-guide/) | Legal document annotation, versioning, and analysis platform |
| [patent-analysis-guide](../../skills/domains/law/patent-analysis-guide/) | Patent search, classification, landscape analysis, and prior art mining |
| [regulatory-compliance-guide](../../skills/domains/law/regulatory-compliance-guide/) | Regulatory text mining, compliance research, and policy analysis tools |


## Math


| Skill | Description |
|-------|-------------|
| [lean-theorem-proving-guide](../../skills/domains/math/lean-theorem-proving-guide/) | LLM agent for formal theorem proving in Lean 4 |
| [linear-algebra-applications](../../skills/domains/math/linear-algebra-applications/) | Apply linear algebra concepts to research computing and data analysis |
| [numerical-methods-guide](../../skills/domains/math/numerical-methods-guide/) | Apply numerical methods and scientific computing techniques |
| [oeis-api](../../skills/domains/math/oeis-api/) | On-Line Encyclopedia of Integer Sequences API |
| [symbolic-computation-guide](../../skills/domains/math/symbolic-computation-guide/) | Computer algebra systems: SymPy, SageMath, and Mathematica for research |
| [topology-data-analysis](../../skills/domains/math/topology-data-analysis/) | Topological data analysis: persistent homology, Mapper, and TDA tools |


## Pharma


| Skill | Description |
|-------|-------------|
| [clinical-pharmacology-guide](../../skills/domains/pharma/clinical-pharmacology-guide/) | Clinical pharmacology principles for dosing, drug interactions, and patient s... |
| [clinical-trial-design-guide](../../skills/domains/pharma/clinical-trial-design-guide/) | Clinical trial methodology, biostatistics, and study design guidance |
| [drug-development-guide](../../skills/domains/pharma/drug-development-guide/) | End-to-end drug development pipeline from target identification to regulatory... |
| [drug-target-interaction](../../skills/domains/pharma/drug-target-interaction/) | Computational drug-target interaction prediction and virtual screening |
| [madd-drug-discovery-guide](../../skills/domains/pharma/madd-drug-discovery-guide/) | Multi-agent system for automated drug discovery pipelines |
| [pharmacovigilance-guide](../../skills/domains/pharma/pharmacovigilance-guide/) | Adverse drug event detection, safety signal mining, and drug monitoring |


## Physics


| Skill | Description |
|-------|-------------|
| [astrophysics-data-guide](../../skills/domains/physics/astrophysics-data-guide/) | Astronomical data processing with Astropy, FITS files, and sky surveys |
| [computational-physics-guide](../../skills/domains/physics/computational-physics-guide/) | Computational physics methods, simulations, and research tools |
| [nasa-ads-api](../../skills/domains/physics/nasa-ads-api/) | Search astrophysics and physics literature via NASA ADS bibliographic database |
| [particle-physics-guide](../../skills/domains/physics/particle-physics-guide/) | Particle physics data analysis with ROOT, HEPData, and event processing |
| [quantum-computing-guide](../../skills/domains/physics/quantum-computing-guide/) | Explore quantum computing research with Qiskit and Cirq frameworks |


## Social Science


| Skill | Description |
|-------|-------------|
| [ipums-microdata-api](../../skills/domains/social-science/ipums-microdata-api/) | Access harmonized census and survey microdata via the IPUMS API |
| [network-analysis-guide](../../skills/domains/social-science/network-analysis-guide/) | Social network analysis methods, metrics, and visualization tools |
| [psychology-research-guide](../../skills/domains/social-science/psychology-research-guide/) | Psychological research methods, experimental design, and analysis |
| [social-research-methods](../../skills/domains/social-science/social-research-methods/) | Core methods for empirical social science research including surveys and expe... |
| [sociology-research-methods](../../skills/domains/social-science/sociology-research-methods/) | Sociological research methods from observation to quantitative analysis |
| [survey-research-guide](../../skills/domains/social-science/survey-research-guide/) | Design, deploy, and analyze surveys for social science and organizational res... |
