scvelo-complete
scVelo RNA速度分析工具包 - 100%覆盖文档(78个文件:完整API+教程+动态建模+可视化)
scVelo RNA速度分析工具包 - 100%覆盖文档(78个文件:完整API+教程+动态建模+可视化)
scGLUE 单细胞多组学数据整合工具包 - 100%覆盖文档(完整API+教程+数据整合+图谱分析)
Comprehensive guide to phylogenetic tree building methods including distance-based (UPGMA, Neighbor-Joining), maximum likelihood (RAxML, IQ-TREE), and Bayesian inference (MrBayes). Covers multiple sequence alignment, distance matrices, bootstrap analysis, consensus methods, tree formats (Newick, Nexus), and tree comparison metrics. Includes implementation patterns for tree visualization and evaluation.
Comprehensive skill for working with Balkan Family Tree JS libraries (V1 and V2). Use when creating family tree visualizations, genealogy applications, org charts with family relationships, or when migrating between library versions. Covers initialization, data structures, templates, events, node manipulation, and V1→V2 migration patterns.
Phase 2 of MIP pipeline - Orchestrate parallel annotation of all 9 chapters using subagents. Each chapter analyzed independently for metaphors.
Seurat 文档本地镜像(Satija Lab docs,包含 seurat/ 子目录与 archive)
Patterns for hierarchical/multilevel Bayesian models including random effects, partial pooling, and centered vs non-centered parameterizations.
Advanced visibility analysis using head pose, face mesh, and temporal patterns. Use for face-visible vs body-only breakdowns.
Helps construct RwEq (rewrite equivalence) proofs using transitivity, congruence, and canonical lemmas from the LND_EQ-TRS system. Use when proving path equalities, working with quotients, or establishing rewrite equivalences in the ComputationalPaths library.
Execute the complete dsRNA design workflow with human confirmation at each step
Python-based single cell analysis using Scanpy for .h5ad files in conda scanpy environment
This skill should be used when the user asks to analyze, filter, or inspect VCF/BCF variant files from WGS/WES sequencing. Triggers include requests to calculate variant statistics, filter variants by quality/depth/frequency, extract variants from specific chromosomes or regions, or export variant data as JSON for downstream analysis.
scArches 单细胞深度学习参考图谱框架 - 100%覆盖文档(26个HTML文件,包含完整API、教程、模型训练、多模态整合)
Liana-py 细胞互作分析工具包 - 100%覆盖文档(60个核心文件+72个图片文件)
GPU-accelerated correlation matrix computation with persistent SQLite caching to eliminate bottleneck at correlation calculation during symbol selection
Organ Axis tutorial docs - 100%覆盖文档(模型应用+公式+注释采样+教程)
Fill gaps between checkpoints using hybrid GPS (70%) + address (30%) template matching with high confidence
Download CDS sequences from NCBI RefSeq for a target species
Orquesta analisis semantico del vault (conceptos, grafo, embeddings y busqueda) con procesamiento por lotes y manejo de errores.
Statistical genetics toolkit for fine-mapping (SuSiE), LD score regression (LDSC), and TWAS simulation, with support for GWAS summary statistics, heritability estimation, genetic correlations, and publication-ready reports
Diagnose and fix broken bone/blend shape/annotation mappings on 3D characters. Analyzes model data, compares against presets, extracts animation data, and generates corrected mappings. Use when annotations don't work, AUs don't animate correctly, or importing new character models. Primary focus on skeletal-only models like the Betta fish.
Trial Sequential Analysis for meta-analyses with information size calculations
单细胞分析最佳实践集合 - 100%完整覆盖(410个文件:407个HTML文档+3个项目文档)