Development

Visualize enrichment results using enrichplot package functions. Use when creating publication-quality figures from clusterProfiler results. Covers dotplot, barplot, cnetplot, emapplot, gseaplot2, ridgeplot, and treeplot.

Predict metagenome functional content from 16S rRNA marker gene data using PICRUSt2. Infer KEGG, MetaCyc, and EC abundances from ASV tables. Use when functional profiling is needed from 16S data without shotgun metagenomics sequencing.

Detect antimicrobial resistance genes using AMRFinderPlus, ResFinder, and CARD. Screen isolates and metagenomes for resistance determinants. Use when characterizing resistance profiles in clinical isolates, surveillance samples, or metagenomic data.

Queries myvariant.info BioThings aggregator for ClinVar, gnomAD, dbSNP, dbNSFP, COSMIC, CADD, and CIViC annotations in batched, version-tracked requests. Use when annotating variant lists from multiple databases simultaneously without managing per-source APIs, and when reproducibility-grade analyses require recording source data versions via _meta.

Calls HLA class I and class II alleles at 2/4/6/8-field resolution from WGS/WES/RNA-seq/long-read data using OptiType, HLA-LA, T1K, Polysolver, HLA-HD, arcasHLA, StarPhase, or HIBAG imputation. Use when typing for HSCT, solid-organ transplant, neoantigen prediction, PGx screening (B*57:01, B*15:02, etc.), or disease-association studies, with reconciliation across tools and IPD-IMGT/HLA version mismatch handling.

生成图文并茂的分析报告/实验报告/质检报告（固定模版）。当用户要求"生成报告/总结报告/实验报告/质检报告/QC报告"，或分析流程收尾需要交付报告时使用。报告必须基于真实分析输出，包含固定章节结构、关键指标表格和真实结果图。

Audits an existing rendered interface or frontend diff for hierarchy, content clarity, interaction states, accessibility, responsive behavior, visual consistency, performance-sensitive UI patterns, and anti-generic design defects. Use for a UI/UX review, redesign audit, screenshot review, pre-release visual check, or design-system consistency pass. Not for building a new interface from scratch or for backend-only review.

Designs, builds, or refactors user-facing web or application interfaces with deliberate visual direction, typography, color and spacing tokens, content hierarchy, responsive behavior, accessible interaction states, and real rendered-surface verification. Use for pages, components, dashboards, landing pages, design systems, and frontend polish. Not for backend logic, API-only work, or visual claims that cannot be rendered or inspected.

Tests a real web user flow with a browser by asserting semantic behavior, network and loading states, keyboard access, responsive layouts, and stable visual evidence. Use for browser bugs, end-to-end UI behavior, responsive or accessibility checks, and screenshot baselines. Not for static source review without a browser or for backend-only tests.

Designs or reviews HTTP, REST, GraphQL, RPC, CLI, webhook, event, and service interfaces with explicit inputs, outputs, errors, compatibility, idempotency, pagination, authentication, versioning, and observability. Use when introducing or changing an API or cross-component contract. Not for internal implementation details with no boundary or for debugging one API failure; use root-cause-debugging there.

Modern Angular (v20+) expert with deep knowledge of Signals, Standalone Components, Zoneless applications, SSR/Hydration, and reactive patterns. Use PROACTIVELY for Angular development, component architecture, state management, performance optimization, and migration to modern patterns.

Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states.

Master modern Angular state management with Signals, NgRx, and RxJS. Use when setting up global state, managing component stores, choosing between state solutions, or migrating from legacy patterns.

Angular performance optimization and best practices guide. Use when writing, reviewing, or refactoring Angular code for optimal performance, bundle size, and rendering efficiency.

제안서·공문서·사업기획안·보고서에 들어가는 삽도(도식)를 스타일 고정 그림으로 만드는 스킬. 문서를 주면 어디에 어떤 그림이 필요한지 짚어 제안하고, 말로 지시하면 바로 한 장 그린다. 템플릿 11종(일정도·간트·프로세스·판정 흐름·구성도·계층 스택·추진체계도·논증 도해·비교표·히트맵·레인 매핑)과 프리셋 3벌(공공 네이비·공문서 무채색·기획안 강조)로 렌더하며, 한글 라벨·수치·정렬은 코드가 그려 글자 깨짐이 구조적으로 불가능하다. 삽도·삽화·도식·도해·인포그래픽·개념도·구조도·일정도·추진체계도·조직도·흐름도·다이어그램·비교표 그림을 그리거나, 문서의 그림 자리를 채우거나, 그림을 수정·재렌더·스타일 변경할 때 반드시 사용. 외부 API 키 불필요. ※ 본문 표 조판이나 사진풍 자유 일러스트에는 쓰지 않는다 — 정밀 도식 전용.

YouTube data toolkit via ScraperSocial — transcripts, captions and subtitles, video and channel stats, comments and replies, Shorts, search, trending and media URLs.

X (Twitter) data toolkit via ScraperSocial — video transcripts, AI summaries, post stats, profiles, user tweets, list tweets and keyword search.

Twitch data toolkit via ScraperSocial — streamer profiles, clips and user video listings as clean JSON.

Truth Social data toolkit via ScraperSocial — public profiles and user post timelines as clean JSON.

Trustpilot data toolkit via ScraperSocial — company review listings as clean JSON.

Tripadvisor data toolkit via ScraperSocial — property and attraction search plus full review listings.

TikTok Shop data toolkit via ScraperSocial — product detail, product reviews, shop catalogues, creator showcases and product search.

TikTok data toolkit via ScraperSocial — video transcripts, AI summaries, post and channel stats, comments, follower lists, song lookups, keyword and hashtag search.

Threads data toolkit via ScraperSocial — profiles, user post timelines, post stats, keyword search and user search.