beita6969
- 128 skills
- 0 followers
- last month last updated
- ▌ 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.
- ▌ Reproducibility · beita6969Promotes research reproducibility through guidance on pre-registration, open data/code sharing, replication study design, computational reproducibility, and open science best practices; trigger when users discuss replication, open science, pre-registration, data sharing, or research transparency.
- ▌ Research Ethics · beita6969Guides research ethics compliance including IRB protocol preparation, informed consent document drafting, research integrity standards, data management plans, and ethical considerations for human/animal subjects; trigger when users discuss IRB, ethical approval, consent forms, or responsible conduct of research.
- ▌ Scikit Learn Ml · beita6969Machine learning with scikit-learn. Use when: classification, regression, clustering, dimensionality reduction, model evaluation, feature engineering. NOT for: deep learning (use transformers/pytorch), time series forecasting (use statsmodels), big data (use spark).
- ▌
- ▌ Skill Evolution · beita6969Track and improve skill effectiveness over time using VOYAGER-style skill library patterns. Use when: analyzing which tools/strategies worked best, proposing skill improvements, or storing reusable research patterns. NOT for: active research tasks or immediate problem-solving.
- ▌ Ssrn Econpapers · beita6969Search social science research papers across SSRN, RePEc/IDEAS, CrossRef, and Semantic Scholar. Use when: (1) finding working papers in economics, finance, law, or political science, (2) searching RePEc for economics papers, (3) querying CrossRef for social science journal articles, (4) retrieving citation metadata for social science research. NOT for: natural sciences (use arxiv-search or pubmed-search), computer science preprints (use arxiv-search), general academic search (use semantic-scholar).
- ▌ Uniprot Protein · beita6969Query the UniProt REST API for protein sequences, function annotations, structure info, and cross-references. Use when the user needs protein data, gene-to-protein mapping, functional annotation, or FASTA sequences. NOT for nucleotide sequences (use NCBI), 3D structure files (use PDB), or pathway data (use KEGG).
- ▌ World Bank Data · beita6969World Bank Open Data API for development indicators. Use when: user asks about GDP, population, poverty, health, or education statistics by country. NOT for: real-time financial data or stock prices.
- ▌ Bioinformatics · beita6969Performs bioinformatics analyses including pathway enrichment, gene ontology analysis, protein-protein interaction networks, multi-omics integration, and biological sequence database querying; trigger when users discuss gene sets, biological pathways, functional annotation, or omics data integration.
- ▌ Biorxiv Search · beita6969Search bioRxiv biology preprints with natural language queries. Semantic search powered by Valyu.
- ▌ Clinical Trial · beita6969Designs and analyzes clinical trials including sample size calculation, randomization schemes, endpoint selection, CONSORT reporting, and interim analysis planning; trigger when users ask about RCTs, Phase I-IV trials, or clinical study design.
- ▌ Drug Discovery · beita6969Supports drug discovery workflows including target identification, virtual screening, ADMET prediction, lead optimization, pharmacokinetics modeling, and drug repurposing analyses; trigger when users discuss drug targets, compound libraries, medicinal chemistry, or pharmaceutical development.
- ▌ Energy Systems · beita6969Analyzes energy systems including renewable energy resource assessment, power grid modeling, battery storage optimization, energy efficiency evaluation, and techno-economic analysis of energy technologies; trigger when users discuss solar, wind, grid integration, energy storage, or power system design.
- ▌ Hypothesis Gen · beita6969Structured hypothesis generation workflow. Use when: user needs to formulate testable scientific hypotheses from observations, gaps, or preliminary data. NOT for: testing hypotheses or running experiments.
- ▌ Legal Analysis · beita6969Analyze legal contracts, extract clauses, and perform legal research with structured frameworks
- ▌ Matplotlib Viz · beita6969Scientific visualization via Matplotlib. Use when: user asks for plots, charts, or data visualization. NOT for: interactive dashboards or web-based charts.
- ▌ Paper Analysis · beita6969Read, summarize, and critically analyze scientific papers. Extract key findings, methodology, limitations, and contributions. Use when user shares a paper (PDF/URL/DOI), asks to summarize a paper, critique methodology, extract data from a paper, compare papers, or do a critical review. Triggers on "summarize this paper", "analyze this study", "what does this paper say", "critique this methodology", "extract findings from".
- ▌ Physics Solver · beita6969Physics problem solving including classical mechanics, electromagnetism, thermodynamics, quantum mechanics, optics, and computational physics. Use when user asks to solve physics problems, simulate physical systems, derive equations, or do unit conversions. Triggers on "physics problem", "Newton's law", "electromagnetic", "quantum", "thermodynamics", "optics", "wave equation", "Schrödinger", "relativity", "unit conversion", "circuit analysis".
- ▌ Scienceclaw Ie · beita6969Extract structured information from scientific texts: entities, relations, data tables, methods, results. Use when: (1) parsing papers for key data, (2) extracting experimental parameters, (3) building knowledge graphs from literature, (4) NER on scientific documents, (5) extracting methods/results sections. NOT for: summarization (use scienceclaw-summarization), full text retrieval (use scienceclaw-retrieval).
- ▌ Scienceclaw QA · beita6969 bundleAnswer scientific questions across all disciplines with evidence-based responses and citations. Use when: (1) user asks factual science questions, (2) needs explanation of concepts/theories/methods, (3) multi-step scientific reasoning needed. Covers natural sciences (physics, chemistry, biology, medicine, materials, astronomy, earth science, math, CS) and social sciences (economics, sociology, psychology, political science, linguistics, history, law, philosophy, education). NOT for: opinion-based questions, non-scientific queries, or when code execution is needed (use code-execution skill).
- ▌ Scipy Analysis · beita6969Scientific computing and statistical analysis with SciPy, NumPy, and pandas. Use when: (1) statistical hypothesis testing, (2) optimization problems, (3) signal processing, (4) numerical integration, (5) data manipulation and analysis. NOT for: symbolic math (use sympy-math), machine learning (use sklearn directly), or visualization (use matplotlib-viz).
- ▌ Medical QA · beita6969Medical question answering using structured biomedical knowledge bases and clinical datasets
- ▌ Sympy Math · beita6969Symbolic mathematics via SymPy. Use when: user asks for algebraic manipulation, calculus, equation solving, or mathematical proofs. NOT for: numerical computation (use scipy) or statistical analysis.
- ▌ Spacy Nlp · beita6969Natural language processing with spaCy. Use when: (1) named entity recognition, (2) POS tagging and dependency parsing, (3) text tokenization and linguistic analysis, (4) rule-based pattern matching, (5) custom NER pipelines. NOT for: LLM inference or text generation (use transformers), sentiment analysis at scale (use dedicated models), or machine translation.