Use when completing tasks, implementing major features, or before merging to verify work meets requirements — from bg-szy/TOP-SKILLS
When the user wants to create, optimize, or audit glossary page content and structure. Also use when the user mentions "glossary," "definitions," "terminology," "industry terms,"…
Use when building frontend Web apps that talk to CloudBase Relational Database via @cloudbase/js-sdk – provides the canonical init pattern so you can then use Supabase-st — from…
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or simila — from…
Identify spatial domains and tissue regions in spatial transcriptomics data using Squidpy and Scanpy.
Filter and select sequences by criteria (length, ID, GC content, patterns) using Biopython. Use when subsetting sequences, removing unwanted records, or selecting by spec — from…
Use when Codex, Hermes, OpenClaw, Claude Code, Cowork, or another AI agent needs to plan, review, implement, audit, or improve email work focused on workflow maps, lifecy — from…
Advanced single-cell multi-omics analysis including scRNA-seq, scCITE-seq, scATAC-seq, and TARGET-seq.
Use when you have a spec or requirements for a multi-step task, before touching code — from bg-szy/TOP-SKILLS
Still-to-video conversion guide: model selection, motion prompting, and camera movement. Covers Wan 2.5 i2v, Seedance, Fabric, Grok Video with when to use each.
Compute genome-to-genome distances (ANI, AAI, dDDH, k-mer Mash) and assign taxonomic classifications using skani (Shaw 2023), FastANI (Jain 2018), pyani / pyANI ANIb / ANIm,…
DNA methylation analysis with methylKit in R. Import Bismark coverage files, filter by coverage, normalize samples, and perform statistical comparisons.
Suggest better variable, function, and class names based on context and conventions. — from bg-szy/TOP-SKILLS
Create a source-grounded interactive digital-human SaaS or software product explainer that website visitors can question and embed through PersonWise.
Computes and interprets sequencing read depth and coverage over a genome, windows, or target regions with mosdepth (windowed depth, cumulative distribution, --quantize callable…
Python population genetics with scikit-allel. Read VCF files, compute allele frequencies, calculate diversity statistics, perform PCA, and run selection scans using Genot — from…
Clusters genes by temporal expression profile shape using Mfuzz soft clustering, TCseq, and DEGreport degPatterns.
Generate variant statistics, sample concordance, and quality metrics using bcftools stats and gtcheck.
Predicts whether a DNA variant alters mRNA splicing using sequence-based deep-learning tools — SpliceAI (10kb context dilated CNN, clinical default), Pangolin (multi-tissue),…
Use when selecting and placing approved supporting icons, images, SVGs, diagrams, or infographics in an editable PPTX deck.
Predict peptide-MHC class I and II binding affinity using MHCflurry and NetMHCpan neural network models. Identify potential T-cell epitopes from protein sequences.
Gene Set Enrichment Analysis using clusterProfiler gseGO and gseKEGG. Use when analyzing ranked gene lists to find coordinated expression changes in gene sets without arb — from…
Corrects fluorophore spillover (conventional compensation) or spectral overlap (spectral unmixing) and applies variance-stabilizing transforms (logicle/biexponential, arcsinh,…
Use when completing tasks, implementing major features, or before merging to verify work meets requirements — from bg-szy/TOP-SKILLS
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory — from…
Use when executing implementation plans with independent tasks in the current session - dispatches fresh subagent for each task with code review between tasks, enabling f — from…
Create restriction maps showing enzyme cut positions on DNA sequences using Biopython Bio.Restriction.
Four-phase debugging methodology with root cause analysis. Use when investigating bugs, fixing test failures, or troubleshooting unexpected behavior.
Production-ready microscopy image analysis and quantitative imaging data skill for colony morphometry, cell counting, fluorescence quantification, and statistical analysis of…
Extracts and analyzes competitors' ads from ad libraries (Facebook, LinkedIn, etc.) to understand what messaging, problems, and creative approaches are working.
Builds Agent-to-Agent (A2A) servers and clients following Google's open protocol for agent interoperability.
Quality control for pooled CRISPR screens covering library representation, Gini index, log-skew, replicate Pearson and Spearman concordance, essentialome precision-recall AUC…
Complete Git workflow from conventional commits to pre-completion verification. Use for all Git operations including commits, branches, and releases.
Generate and edit images on RunComfy via the `runcomfy` CLI — a smart router across the full image-model catalog: FLUX 2 (Klein 9B/4B, Pro, Dev, Flash, Turbo, Max), Googl — from…
Build tools that agents can use effectively, including architectural reduction patterns — from bg-szy/TOP-SKILLS
When the user wants to optimize videos for Google Search, video sitemap, VideoObject schema, or video SEO on websites.
Word (.docx) manipulation via MCP server. Use for reading, creating, editing, formatting Word documents including tables, footnotes, comments, images, headers, styles, and PDF…
Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, .ai, etc.).
Build webpages with vanilla HTML/CSS/JS — no frameworks, no build steps. Covers modern CSS (nesting, @layer, :has, clamp, container queries), vanilla JS, design tokens,…
Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness. — from bg-szy/TOP-SKILLS
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before makin — from…
Read, write, and convert phylogenetic tree files using Biopython Bio.Phylo. Use when parsing Newick, Nexus, PhyloXML, or NeXML tree formats, converting between formats, o — from…
Analyzes alternative splicing from PacBio Iso-Seq (HiFi, Kinnex/MAS-Iso-seq) and Oxford Nanopore (direct cDNA, direct RNA, R10.4.1+) long-read RNA-seq with full-isoform r — from…
Generate images with Google Gemini 3.1 Flash Image Preview (Nano Banana 2) via inference.sh CLI. Capabilities: text-to-image, image editing, multi-image input (up to 14 i — from…
Build, manage, and search spectral libraries for proteomics. Use when creating or working with spectral libraries for DIA analysis.
Execute implementation plans with batch processing and review checkpoints. Use when given a plan document.
Build image, video, and audio generation workflows on RouterBase. Use when calling RouterBase image, video, audio, speech, or media APIs; selecting media model IDs; handling…
AI-assisted pair programming with multiple modes (driver/navigator/switch), real-time verification, quality monitoring, and comprehensive testing.
Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit code on the c — from…
Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code analysis, best practice checking, security scanning, and re — from…
基于本地 git diff 的代码审查技能。用于在提交 PR 前先做自检评审，严格复用 pr-review 的三维度标准（代码质量标准、FastGPT 风格规范、常见问题清单），支持审查未暂存改动、已暂存改动、某次提交、或当前分支相对基线分支的全部改动。
Estimate causal effects between exposures and outcomes using genetic variants as instrumental variables with TwoSampleMR.
Comprehensive immune repertoire analysis for T-cell and B-cell receptor sequencing data. Analyze TCR/BCR repertoires to assess clonality, diversity, V(D)J gene usage, CDR3…
Swap a face / character into video or images on RunComfy via the `runcomfy` CLI. Routes across community Wan 2-2 Animate (audio-driven character animation + identity swap — from…
Batch effect correction for CRISPR screens. Covers normalization across batches, technical replicate handling, and batch-aware analysis.
Create AI avatar, talking-head, and lip-sync videos on RunComfy via the `runcomfy` CLI. Routes across ByteDance OmniHuman (audio-driven full-body avatar), Wan-AI Wan 2-7 — from…
Wallet profiler — balance, PnL, labels, transactions, counterparties, related wallets, batch, trace, compare.
Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code analysis, best practice checking, security scanning, and re — from…
Call accessible chromatin regions from ATAC-seq data using MACS3 with ATAC-specific parameters. Use when identifying open chromatin regions from aligned ATAC-seq BAM file — from…
Browser automation for AI agents via inference.sh. Navigate web pages, interact with elements using @e refs, take screenshots, record video.