Comprehensive market analysis using web research, data synthesis, and competitive positioning
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reactome-database
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Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.
scikit-bio
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Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
pydeseq2
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Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
gtars
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High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML...
anndata
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Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use...
research
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Deep research on a topic, creating persistent documentation for future reference. Use for technology decisions, competitive analysis, or complex topics.
product-discovery
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Product discovery and market research expert. Use when validating product ideas, conducting market research, user interviews, competitive analysis, or opportunity assessment. Covers JTBD, Kano...
product-discovery
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Conducts discovery sessions for features/products. Explores concept definition, business model, user journeys, competitive analysis, success metrics, and scoping decisions. Use when you need to...
scanpy
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Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory...
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This skill should be used when the user asks to "分析中国政策", "评估政策落地可能性", "判断政策执行力度", "预判政策走向", "解读政策文件", or needs systematic framework to analyze Chinese government policy implementation likelihood,...
vuln-analysis-expert
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WooYun漏洞分析专家系统。基于88,636个真实漏洞案例提炼的元思考方法论、测试流程、利用技巧、绕过方法。覆盖SQL注入、XSS、命令执行、逻辑漏洞、文件上传、未授权访问等主要漏洞类型。当用户进行漏洞挖掘、渗透测试、安全审计、代码审计时触发。
geniml
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This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis...
roadmap-analyzer
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Analyze project features against ICP (Ideal Customer Profile) needs to identify gaps and recommend roadmap priorities. Use this skill when asked to evaluate current product state, identify what...
geopandas
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Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations,...
product-development
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End-to-end product development for iOS/macOS apps. Covers market research, competitive analysis, PRD generation, architecture specs, UX design, implementation guides, testing, and App Store...
design-archivist
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Long-running design anthropologist that builds comprehensive visual databases from 500-1000 real-world examples, extracting color palettes, typography patterns, layout systems, and interaction...
Deep competitive intelligence combining web scraping, LinkedIn data, social media monitoring, leadership analysis, GitHub activity, Glassdoor sentiment, and community insights. Analyzes...
deep-research-agent
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Build agents specialized in conducting thorough research, gathering information from multiple sources, and synthesizing findings. Covers research planning, source evaluation, and report...