beita6969
- 124 skills
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- ▌ Openai Image Gen · beita6969 bundleBatch-generate images via OpenAI Images API. Random prompt sampler + `index.html` gallery.
- ▌ Biopython Bio · beita6969Bioinformatics operations via Biopython. Use when: user asks about DNA/protein sequences, BLAST, or PDB structures. NOT for: clinical genomics or variant calling pipelines.
- ▌ Biostatistics · beita6969Performs biostatistical analyses specialized for clinical and biomedical research including survival analysis, Kaplan-Meier estimation, Cox proportional hazards regression, longitudinal data modeling, and diagnostic test evaluation; trigger when users discuss clinical outcomes, survival curves, or biomedical study statistics.
- ▌ Data Analysis · beita6969Scientific data analysis including data cleaning, exploratory data analysis (EDA), statistical testing, regression, and reporting. Uses Python with pandas, scipy, statsmodels, scikit-learn. Use when user asks to analyze data, clean a dataset, run statistics, do EDA, fit a model, or process CSV/Excel files. Triggers on "analyze this data", "clean my dataset", "run regression", "EDA", "descriptive statistics", "data processing", "correlation analysis".
- ▌ Grant Writing · beita6969Assists with research grant proposal writing including specific aims, significance framing, innovation articulation, approach design, and budget justification for NIH, NSF, ERC, and other funding agencies; trigger when users discuss grant proposals, funding applications, or research funding strategy.
- ▌ Latex Writing · beita6969Write and format LaTeX documents for academic journals. Use when: user asks to write LaTeX code, format papers for specific journals (Nature/Science/IEEE/ACM), create equations, tables, or BibTeX entries. NOT for: non-LaTeX writing (use paper-writing), data analysis, or literature search.
- ▌ Meta Analysis · beita6969Perform quantitative meta-analysis with effect size calculation, forest plots, funnel plots, and heterogeneity assessment. Use when: user asks to combine results from multiple studies, calculate pooled effect sizes, assess publication bias, or create forest/funnel plots. NOT for: systematic review protocol (use systematic-review) or single-study statistics (use statsmodels-stats).
- ▌ Paper Writing · beita6969Write scientific papers following IMRaD structure with proper citations. Use when: user asks to draft or improve a scientific paper, write specific sections, or format citations. NOT for: non-academic writing or presentation slides.
- ▌ Pdb Structure · beita6969Query the RCSB PDB API for protein 3D structures, experimental metadata, and structure files. Use when the user needs crystal or cryo-EM structure data, PDB entries, resolution info, or structure file downloads. NOT for protein sequences/annotations (use UniProt), gene data (use NCBI), or pathway info (use KEGG).
- ▌ Pubmed Search · beita6969Search PubMed/MEDLINE for biomedical literature via NCBI E-utilities API. Use when: (1) searching medical/biomedical papers, (2) finding clinical studies, (3) querying with MeSH terms, (4) retrieving abstracts by PMID. NOT for: non-biomedical papers (use arxiv-search or semantic-scholar), full-text access (PubMed provides abstracts), or social science literature.
- ▌ Visualization · beita6969Create publication-quality scientific figures and plots using Python (matplotlib, seaborn, plotly). Supports bar charts, scatter plots, heatmaps, box plots, violin plots, survival curves, network graphs, and more. Use when user asks to plot data, create figures, make charts, visualize results, or generate publication-ready graphics. Triggers on "plot", "chart", "figure", "graph", "visualize", "heatmap", "scatter plot", "bar chart", "histogram".
- ▌ Arxiv Search · beita6969Search arXiv for preprints in physics, math, CS, quantitative biology, quantitative finance, statistics, electrical engineering, economics. Use when: (1) finding preprints by topic, (2) searching by author, (3) browsing arXiv categories, (4) getting paper metadata/abstracts. NOT for: published journal articles (use crossref-search), biomedical (use pubmed-search).
- ▌ Code Science · beita6969Scientific programming best practices including reproducible research, computational notebooks, version control for research, data management, HPC/parallel computing, and research software engineering. Use when user needs help with research code organization, reproducibility, scientific Python/R workflows, or computational infrastructure. Triggers on "reproducible research", "research code", "scientific computing", "HPC", "parallel computing", "Jupyter", "notebook", "data management plan", "research software", "code review for science".
- ▌ Epidemiology · beita6969Performs epidemiological analyses including disease modeling (SIR/SEIR), outbreak investigation, risk factor identification, incidence/prevalence estimation, and causal inference from observational data; trigger when users discuss disease spread, public health data, or population-level health patterns.
- ▌ Food Science · beita6969Analyzes food science topics including nutritional composition, food chemistry, food safety hazard analysis, sensory evaluation design, and food processing optimization; trigger when users discuss nutrients, food additives, HACCP, shelf life, or food product development.
- ▌ Kegg Pathway · beita6969Query the KEGG REST API for metabolic pathways, genes, compounds, drugs, and diseases. Use when the user needs pathway mapping, gene-to-pathway links, compound info, or cross-reference ID conversion. NOT for protein sequences (use UniProt), 3D structures (use PDB), or variant/SNP data (use NCBI).
- ▌ Lean4 Prover · beita6969Lean 4 theorem prover for formal verification. Use when: formal theorem proving, mathematical verification, proof search, type theory exploration. NOT for: numerical computation (use scipy), symbolic math (use sympy), statistical analysis (use statsmodels).
- ▌ Legal Search · beita6969Search US and EU case law, court opinions, dockets, and regulations via CourtListener, Harvard Case Law, and EUR-Lex. Use when: (1) finding US court opinions by keyword or citation, (2) searching federal and state dockets, (3) querying EU legislation and case law, (4) looking up cases by date range or jurisdiction. NOT for: current legislation text (use congress.gov), legal advice (never provide), patent search (use USPTO APIs).
- ▌ Neuroscience · beita6969Supports neuroscience research including brain imaging analysis (fMRI, EEG), neural circuit modeling, cognitive experiment design, and neurological disorder investigation; trigger when users discuss brain regions, neural signals, cognitive tasks, or neuroimaging data.
- ▌ Nlp Analysis · beita6969Natural language processing for research including text mining, sentiment analysis, topic modeling, named entity recognition, text classification, and corpus analysis. Use when user needs to analyze text data, extract information from documents, do sentiment analysis, topic modeling, or text classification for research purposes. Triggers on "text mining", "sentiment analysis", "topic modeling", "NER", "named entity", "text classification", "word embeddings", "LDA", "corpus analysis", "word frequency", "TF-IDF".
- ▌ Open Targets · beita6969Query the Open Targets Platform GraphQL API for gene-drug-disease associations, evidence scores, and therapeutic target validation. Use when the user needs disease associations for a gene, drug evidence for a target, or target prioritization for a disease. NOT for compound property lookup (use pubchem-compound), NOT for bioactivity measurements (use chembl-drug), NOT for protein 3D structures (use pdb-structure).
- ▌ Census Data · beita6969US Census Bureau data via API. Use when: user asks about US demographics, population, housing, or economic data by geography. NOT for: non-US data or real-time statistics.
- ▌ Chembl Drug · beita6969Query the ChEMBL REST API for drug-target interactions, bioactivity data, ADMET properties, and approved drug information. Use when the user needs drug mechanism of action, binding affinity data, target information, or pharmacokinetic properties. NOT for basic compound lookup (use pubchem-compound), NOT for gene-disease associations (use open-targets), NOT for protein 3D structures (use pdb-structure).
- ▌ Dblp Search · beita6969Computer science bibliography via DBLP API. Use when: user asks about CS publications, author publication lists, or venue (conference/journal) metadata. NOT for: non-CS publications or citation counts.
- ▌ Ml Pipeline · beita6969Machine learning pipeline for scientific research including data preprocessing, feature engineering, model selection, training, evaluation, and interpretation. Covers supervised/unsupervised learning, deep learning, cross-validation, hyperparameter tuning, and model explainability. Use when user asks to build a predictive model, classify data, cluster samples, do feature selection, or apply ML to research data. Triggers on "machine learning", "classification", "clustering", "random forest", "neural network", "deep learning", "predict", "feature selection", "cross-validation", "train model".
- ▌ Ncbi Entrez · beita6969Query NCBI E-utilities for GenBank sequences, gene info, SNPs, ClinVar variants, and literature links. Use when the user needs nucleotide/protein sequences from GenBank, gene summaries, variant data, or cross-database links. NOT for protein annotations (use UniProt), 3D structures (use PDB), or pathway mapping (use KEGG).
- ▌ Peer Review · beita6969Conducts structured peer review of scientific manuscripts including methodological evaluation, statistical assessment, clarity analysis, and constructive feedback generation following journal-specific guidelines; trigger when users ask for manuscript critique, reviewer reports, or feedback on research papers.
- ▌ Scienceclaw Classification · beita6969Classify scientific content by discipline, methodology, topic, and quality. Use when: user asks to categorize papers, methods, or research outputs. NOT for: simple keyword tagging or non-scientific content.
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- ▌ Scienceclaw Summarization · beita6969Summarize scientific papers, datasets, experimental results, and literature reviews. Use when: (1) condensing research papers, (2) creating literature reviews, (3) summarizing experimental findings, (4) meta-analysis synthesis, (5) creating executive summaries of research. NOT for: information extraction (use scienceclaw-ie), full paper retrieval (use scienceclaw-retrieval), or writing new content (use scienceclaw-generation).
- ▌ Scientific Classification · beita6969Classify scientific objects, detect patterns, and categorize data across astronomy, biology, and social sciences
- ▌ Scienceclaw Verification · beita6969Verify scientific claims, check calculations, validate experimental designs, and fact-check citations. Use when: (1) checking a claim against evidence, (2) validating statistical analyses, (3) verifying experimental reproducibility claims, (4) fact-checking references, (5) adversarial review of research. NOT for: generating new content (use scienceclaw-generation), simple QA (use scienceclaw-qa).
- ▌ Scientific Summarization · beita6969Summarize and simplify scientific literature, educational content, and research papers
- ▌ Drug Discovery Pipeline · beita6969Orchestrates a full drug discovery workflow from target identification through lead optimization. Use when searching for drug candidates against a biological target, evaluating compound libraries, or optimizing hits for drug-likeness. NOT for pure protein structure analysis or single-compound lookups.
- ▌ Social Science Analysis · beita6969Social science research methods including survey design, qualitative analysis, content analysis, network analysis, psychometrics, and mixed methods. Covers sociology, psychology, political science, education, and communication studies. Use when user designs surveys, analyzes qualitative data, does content analysis, builds scales, or uses mixed methods. Triggers on "survey design", "qualitative analysis", "content analysis", "Likert scale", "thematic analysis", "grounded theory", "factor analysis", "SEM", "structural equation", "psychometrics", "interview coding".
- ▌ Social Science Research · beita6969Orchestrates a social science research workflow from literature review through data collection, text analysis, statistical modeling, and report generation. Use when conducting empirical social science research, policy analysis, or mixed-methods studies. NOT for pure natural science analysis or clinical trial data.
- ▌ Clinical Trials Search · beita6969 bundleSearch ClinicalTrials.gov with natural language queries. Find clinical trials, enrollment, and outcomes using Valyu semantic search.
- ▌ Information Extraction · beita6969Extract structured entities, relations, and clauses from scientific and legal documents
- ▌ Scienceclaw Generation · beita6969Generate scientific hypotheses, experimental designs, and paper drafts. Use when: user asks to propose hypotheses, design experiments, or write scientific content. NOT for: data analysis or literature search.
- ▌ Scienceclaw Prediction · beita6969Predict scientific properties, trends, and outcomes. Use when: user asks for property prediction, trend forecasting, or model-based estimation. NOT for: historical data lookup or real-time monitoring.
- ▌ Transformers Inference · beita6969HuggingFace Transformers for model inference. Use when: text classification, NER, question answering, summarization, embeddings, zero-shot classification. NOT for: training large models (use cloud), simple regex/rule-based tasks, production serving at scale (use vLLM).
- ▌ Environmental Science · beita6969Analyzes environmental and climate data including temperature trends, pollution monitoring, ecological modeling, carbon footprint assessment, and biodiversity metrics; trigger when users discuss climate change, ecosystems, pollutants, or sustainability assessments.
- ▌ Scienceclaw Discovery · beita6969Identify research gaps, synthesize cross-disciplinary insights, and generate novel hypotheses. Use when: user asks about unexplored areas, cross-field connections, or new research directions. NOT for: routine literature review or data analysis.
- ▌ Scienceclaw Reasoning · beita6969Perform multi-step scientific reasoning, proof construction, causal inference, and logical argumentation. Use when: (1) deriving conclusions from premises, (2) causal analysis, (3) mathematical proofs, (4) hypothesis evaluation, (5) counterfactual reasoning. NOT for: simple factual questions (use scienceclaw-qa), data analysis (use code-execution), or literature search (use scienceclaw-retrieval).
- ▌ Scienceclaw Retrieval · beita6969Retrieve scientific information from databases, literature, and knowledge bases. Use when: (1) finding relevant papers, (2) querying scientific databases, (3) cross-referencing findings, (4) building bibliographies, (5) systematic literature search. NOT for: answering questions (use scienceclaw-qa), summarizing (use scienceclaw-summarization), or data analysis (use code-execution skill).
- ▌ Scientific Generation · beita6969Generate scientific code, protocols, and domain-specific text with quality control
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- ▌ Scientific Prediction · beita6969Predict material properties, economic indicators, and scientific outcomes using computational models
- ▌ Linguistics Analysis · beita6969Analyze language structures, typological features, and semantic change across languages
- ▌ Scientific Reasoning · beita6969Mathematical and physical reasoning with formal proof construction and problem solving
- ▌ Scientific Retrieval · beita6969Retrieve and recommend relevant documents from financial, historical, and scientific archives
- ▌ Astronomy Cosmology · beita6969Analyzes astronomical observations and cosmological models including telescope data processing, celestial mechanics calculations, stellar evolution, galaxy classification, and cosmological parameter estimation; trigger when users discuss stars, galaxies, exoplanets, dark matter, or the universe's large-scale structure.
- ▌ Citation Management · beita6969 bundleComprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.
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- ▌ Experimental Design · beita6969Design rigorous scientific experiments with power analysis and controls. Use when: user needs to plan an experiment, calculate sample sizes, or set up controls. NOT for: running experiments or analyzing collected data.
- ▌ Geospatial Analysis · beita6969Performs geospatial data analysis including GIS operations, spatial statistics, remote sensing image processing, geocoding, and cartographic visualization; trigger when users discuss maps, coordinates, satellite imagery, spatial patterns, or geographic data.
- ▌ Knowledge Discovery · beita6969Discover patterns, build knowledge graphs, and extract insights from linguistic and historical data
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- ▌ Materials Screening · beita6969Orchestrates a materials screening workflow from database search through property filtering to stability assessment and ranking. Use when identifying candidate materials for batteries, catalysts, semiconductors, or other applications. NOT for molecular chemistry or biological compound analysis.
- ▌ Psychology Research · beita6969Conduct psychological research analysis including mental health, cognitive science, and behavioral studies
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- ▌ Research Reflection · beita6969Reflect on completed research tasks to improve future performance. Use when: a research task has just been completed and the agent should evaluate its own process, store lessons learned, or retrieve past reflections before starting new work. NOT for: active research execution or data analysis.
- ▌ Statistical Testing · beita6969Advanced statistical testing including hypothesis testing, Bayesian analysis, survival analysis, time series, multivariate methods, and meta-analysis. Use when user needs specific statistical tests beyond basic EDA, power analysis, Bayesian inference, survival curves, time series forecasting, or meta-analysis. Triggers on "hypothesis test", "Bayesian", "survival analysis", "time series", "meta-analysis", "bootstrap", "permutation test", "mixed model", "structural equation".
- ▌ Asreview Screening · beita6969Screen papers for systematic reviews using ASReview active learning. Use when: user has a large set of papers to screen for inclusion/exclusion, wants to prioritize relevant papers, or needs to reduce manual screening workload. NOT for: searching papers (use literature-search) or meta-analysis (use meta-analysis).
- ▌ Copernicus Climate · beita6969Access Copernicus Climate Data Store (CDS) for ERA5 reanalysis, climate projections, and satellite observations. Use when: (1) retrieving historical weather/climate data, (2) downloading ERA5 reanalysis fields, (3) querying climate projections (CMIP), (4) getting satellite-derived climate variables. NOT for: real-time weather forecasts (use weather APIs), ocean biology (use Copernicus Marine), air quality (use CAMS).
- ▌ Economics Analysis · beita6969Economic analysis including econometrics, causal inference, time series economics, game theory, welfare analysis, and economic modeling. Use when user works with economic data, regression analysis, instrumental variables, difference-in-differences, RDD, panel data, or economic theory. Triggers on "econometrics", "regression", "causal inference", "instrumental variable", "difference-in-differences", "panel data", "game theory", "supply demand", "GDP", "inflation", "economic model".
- ▌ Education Research · beita6969Supports education research including pedagogical method evaluation, learning analytics, assessment design, curriculum development analysis, and educational technology evaluation; trigger when users discuss teaching effectiveness, learning outcomes, educational interventions, or student performance data.
- ▌ Pymatgen Materials · beita6969Materials science computation with pymatgen. Use when: (1) crystal structure creation and manipulation, (2) phase diagram construction, (3) electronic structure analysis, (4) symmetry and space group operations, (5) VASP input/output parsing. NOT for: molecular chemistry (use rdkit-chemistry), protein structure (use biopython-bio), or general numerical computation (use scipy-analysis).
- ▌ Scientific Writing · beita6969Assist with scientific paper writing, LaTeX formatting, abstract drafting, review responses, grant proposals, and academic communication. Use when user asks to write/edit a paper section, draft an abstract, format in LaTeX, respond to reviewer comments, write a grant proposal, or improve academic writing. Triggers on "write abstract", "draft introduction", "LaTeX", "reviewer response", "grant proposal", "improve my writing", "paper draft", "methods section".
- ▌ Wikidata Knowledge · beita6969Query Wikidata for structured knowledge using SPARQL and entity search. Use when: (1) finding structured facts about entities (people, places, organizations), (2) querying relationships between entities, (3) cross-referencing external identifiers (Wikipedia, VIAF, GND, ORCID), (4) building knowledge graphs from linked data. NOT for: full-text article content (use Wikipedia API), scientific literature (use semantic-scholar), geospatial data (use OpenStreetMap).
- ▌ Astropy Astronomy · beita6969Astronomical computations via Astropy. Use when: user asks about celestial coordinates, FITS files, or cosmological calculations. NOT for: telescope control or real-time observation planning.
- ▌ Citation Analysis · beita6969Analyze citation networks, compute bibliometric indicators, and identify research fronts. Use when: user asks about citation patterns, h-index, co-authorship networks, research trends, or bibliometric analysis. NOT for: literature searching (use literature-search) or writing papers (use paper-writing).
- ▌ Experiment Design · beita6969Design scientific experiments including sample size calculation, randomization, control groups, blinding, and study protocols. Covers RCTs, quasi-experiments, factorial designs, A/B tests, survey design, and observational studies. Use when user asks to design an experiment, calculate sample size, plan a study, set up controls, or create a research protocol. Triggers on "design experiment", "sample size", "power analysis", "study design", "control group", "randomization", "A/B test", "factorial design", "survey design".
- ▌ Fact Verification · beita6969Verify scientific claims, political statements, and environmental assertions against evidence
- ▌ Genomics Analysis · beita6969Orchestrates a genomics analysis workflow from gene query through expression analysis to pathway enrichment. Use when investigating gene function, analyzing expression data, or performing pathway-level interpretation. NOT for pure protein structure modeling or drug-target interaction analysis.
- ▌ Geopandas Spatial · beita6969Geospatial and climate data analysis with geopandas and xarray. Use when: (1) geographic vector data analysis, (2) climate and weather NetCDF data, (3) spatial joins and overlay operations, (4) map visualization, (5) CRS transformations and area calculations. NOT for: satellite imagery ML (use rasterio/torchgeo), real-time GPS tracking, or interactive web maps (use folium/leaflet directly).
- ▌ Literature Search · beita6969Comprehensive multi-database scientific literature search orchestrating Semantic Scholar, OpenAlex, arXiv, PubMed, and CrossRef. Use when: (1) systematic literature review, (2) finding all relevant papers on a topic, (3) checking state of the art, (4) building comprehensive bibliographies. NOT for: single-database queries (use specific search skills), data analysis (use code-execution).
- ▌ Materials Project · beita6969Query the Materials Project API v3 for crystal structures, band gaps, formation energies, and thermodynamic stability of 150k+ inorganic materials. Use when: (1) searching materials by chemical formula, (2) looking up material properties by MP ID, (3) filtering materials by band gap, energy, or density, (4) finding stable phases for a composition. NOT for: organic molecules (use pubchem-compound), proteins (use uniprot-protein), drug compounds (use chembl-drug).
- ▌ Materials Science · beita6969Analyzes material properties including crystal structures, phase diagrams, mechanical/thermal/electronic properties, and supports materials discovery through computational approaches; trigger when users discuss alloys, ceramics, polymers, nanomaterials, or materials characterization.
- ▌ Political Science · beita6969Analyze political data, fact-check claims, and study policy impacts using evidence-based methods
- ▌ Protein Structure · beita6969Analyzes protein 3D structures, performs homology modeling, interprets AlphaFold predictions, conducts molecular docking, and evaluates protein-ligand interactions; trigger when users ask about PDB files, folding, binding sites, or structural biology.
- ▌ Quantum Computing · beita6969Designs and analyzes quantum computing solutions including quantum circuit construction, algorithm implementation, error correction, and quantum advantage assessment; trigger when users discuss qubits, quantum gates, quantum algorithms, or quantum hardware.
- ▌ Scanpy Singlecell · beita6969Single-cell RNA-seq analysis with scanpy and anndata. Use when: (1) scRNA-seq preprocessing and QC, (2) clustering and cell type annotation, (3) differential expression analysis, (4) trajectory and pseudotime analysis, (5) UMAP/tSNE visualization. NOT for: bulk RNA-seq differential expression (use DESeq2/edgeR), protein structure analysis (use pdb-structure), or imaging data.
- ▌ Signal Processing · beita6969Performs signal processing tasks including spectral analysis (FFT), digital filtering, time-frequency decomposition, noise reduction, and modulation/demodulation; trigger when users discuss waveforms, frequency spectra, filters, or time series in engineering contexts.
- ▌ Statsmodels Stats · beita6969Statistical analysis via statsmodels. Use when: user asks for regression, hypothesis testing, or time series analysis. NOT for: machine learning models or deep learning.
- ▌ Systematic Review · beita6969Orchestrates a systematic review and meta-analysis workflow following PRISMA 2020 guidelines, from protocol development through multi-database search, screening, data extraction, and evidence synthesis. Use when conducting evidence-based reviews, meta-analyses, or scoping reviews. NOT for single-study analysis or narrative literature surveys.
- ▌ Math Computation · beita6969Mathematical computation including symbolic math, numerical methods, linear algebra, calculus, differential equations, optimization, and mathematical modeling. Uses Python with SymPy, NumPy, SciPy. Use when user asks to solve equations, compute integrals/derivatives, do matrix operations, solve ODEs/PDEs, optimize functions, or build mathematical models. Triggers on "solve equation", "integral", "derivative", "matrix", "eigenvalue", "differential equation", "optimization", "linear algebra", "symbolic math", "proof".
- ▌ Nltk Linguistics · beita6969NLP and corpus analysis via NLTK. Use when: user asks about tokenization, POS tagging, parsing, sentiment, or corpus statistics. NOT for: deep learning NLP or transformer models.
- ▌ Pubchem Compound · beita6969Search and retrieve chemical compound data from PubChem's PUG REST API (110M+ compounds). Use when the user needs compound properties, molecular structures, similarity searches, substructure searches, or bioactivity data. NOT for protein structures (use pdb-structure), NOT for drug-target interactions (use chembl-drug), NOT for gene-disease associations (use open-targets).
- ▌ Semantic Scholar · beita6969Search Semantic Scholar for academic papers across all disciplines with citation graph analysis. Use when: (1) finding papers across disciplines, (2) citation/reference graph traversal, (3) author search, (4) paper recommendations, (5) large-scale bibliometric analysis. NOT for: specific database access (use pubmed for biomedical, arxiv for preprints).
- ▌ Wikipedia Search · beita6969 bundleSearch and fetch structured content from Wikipedia using the MediaWiki API for reliable, encyclopedic information
- ▌ Chemistry Tools · beita6969Computational chemistry tools including molecular structure, chemical reactions, thermodynamics, spectroscopy analysis, and cheminformatics. Use when user works with chemical formulas, molecular structures, reaction balancing, thermodynamic calculations, or chemical databases (PubChem, ChemSpider). Triggers on "chemical structure", "molecular weight", "balance equation", "reaction", "thermodynamics", "spectroscopy", "SMILES", "PubChem", "chemical formula", "stoichiometry".
- ▌ Crossref Search · beita6969Academic metadata search via CrossRef API. Use when: user needs DOI resolution, citation counts, journal metadata, or publisher info. NOT for: full-text access or downloading papers.
- ▌ Genome Analysis · beita6969Performs genomics analyses including gene expression profiling, BLAST sequence alignment, GWAS interpretation, variant calling, and genome assembly tasks; trigger when the user mentions DNA/RNA sequences, SNPs, gene panels, or comparative genomics.
- ▌ Nano Banana Pro · beita6969 bundleGenerate or edit images via Gemini 3 Pro Image (Nano Banana Pro).
- ▌ Networkx Social · beita6969Social network and graph analysis via NetworkX. Use when: graph analysis, community detection, centrality measures, network visualization, knowledge graphs, bipartite networks, graph I/O. NOT for: large-scale graph processing (>1M nodes), GPU graph analytics (use cuGraph).
- ▌ Openalex Search · beita6969Open academic metadata via OpenAlex API. Use when: user needs author profiles, institution data, concept mapping, or open citation data. NOT for: full-text search or downloading papers.
- ▌ Patent Analysis · beita6969Conducts patent landscape analysis including prior art searches, patent claim interpretation, freedom-to-operate assessment, and intellectual property strategy for scientific inventions; trigger when users discuss patents, prior art, IP protection, or technology licensing.
- ▌ Rdkit Chemistry · beita6969Molecular chemistry operations via RDKit. Use when: user asks about molecular structures, SMILES, chemical properties, or fingerprints. NOT for: reaction databases or wet lab protocols.