Top Agent Skills

This skill should be used when working with single-cell omics data analysis using scvi-tools, including scRNA-seq, scATAC-seq, CITE-seq, spatial transcriptomics, and other single-cell modalities. Use this skill for probabilistic modeling, batch correction, dimensionality reduction, differential expression, cell type annotation, multimodal integration, and spatial analysis tasks.

UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.

A skill that creates new Claude skills and automatically shares them on Slack using Rube for seamless team collaboration and skill discovery.

Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual database skills (uniprot-database, kegg-database).

This skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web), presentation videos (Paper2Video), and conference posters (Paper2Poster). Use this skill for tasks involving paper dissemination, conference preparation, creating explorable academic homepages, generating video abstracts, or producing print-ready posters from LaTeX or PDF sources.

Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.

Create a concise plan. Use when a user explicitly asks for a plan related to a coding task.

Generate faq generator operations. Auto-activating skill for Technical Documentation. Triggers on: faq generator, faq generator Part of the Technical Documentation skill category. Use when working with faq generator functionality. Trigger with phrases like "faq generator", "faq generator", "faq".

Manage document merger operations. Auto-activating skill for Business Automation. Triggers on: document merger, document merger Part of the Business Automation skill category. Use when working with document merger functionality. Trigger with phrases like "document merger", "document merger", "document".

Configure sns topic config operations. Auto-activating skill for AWS Skills. Triggers on: sns topic config, sns topic config Part of the AWS Skills skill category. Use when configuring systems or services. Trigger with phrases like "sns topic config", "sns config", "sns".

Configure oauth client setup operations. Auto-activating skill for API Integration. Triggers on: oauth client setup, oauth client setup Part of the API Integration skill category. Use when working with oauth client setup functionality. Trigger with phrases like "oauth client setup", "oauth setup", "oauth".

Configure gcs bucket config operations. Auto-activating skill for GCP Skills. Triggers on: gcs bucket config, gcs bucket config Part of the GCP Skills skill category. Use when configuring systems or services. Trigger with phrases like "gcs bucket config", "gcs config", "gcs".

Generate roadmap generator operations. Auto-activating skill for Enterprise Workflows. Triggers on: roadmap generator, roadmap generator Part of the Enterprise Workflows skill category. Use when working with roadmap generator functionality. Trigger with phrases like "roadmap generator", "roadmap generator", "roadmap".

Create slack bot creator operations. Auto-activating skill for Business Automation. Triggers on: slack bot creator, slack bot creator Part of the Business Automation skill category. Use when working with slack bot creator functionality. Trigger with phrases like "slack bot creator", "slack creator", "slack".

Detect env secret detector operations. Auto-activating skill for Security Fundamentals. Triggers on: env secret detector, env secret detector Part of the Security Fundamentals skill category. Use when working with env secret detector functionality. Trigger with phrases like "env secret detector", "env detector", "env".

Configure rate limiter config operations. Auto-activating skill for Security Fundamentals. Triggers on: rate limiter config, rate limiter config Part of the Security Fundamentals skill category. Use when configuring systems or services. Trigger with phrases like "rate limiter config", "rate config", "rate".

Manage cron job scheduler operations. Auto-activating skill for Backend Development. Triggers on: cron job scheduler, cron job scheduler Part of the Backend Development skill category. Use when working with cron job scheduler functionality. Trigger with phrases like "cron job scheduler", "cron scheduler", "cron".

Configure eks cluster config operations. Auto-activating skill for AWS Skills. Triggers on: eks cluster config, eks cluster config Part of the AWS Skills skill category. Use when configuring systems or services. Trigger with phrases like "eks cluster config", "eks config", "eks".

Configure elasticache config operations. Auto-activating skill for AWS Skills. Triggers on: elasticache config, elasticache config Part of the AWS Skills skill category. Use when configuring systems or services. Trigger with phrases like "elasticache config", "elasticache config", "elasticache".

Configure memorystore config operations. Auto-activating skill for GCP Skills. Triggers on: memorystore config, memorystore config Part of the GCP Skills skill category. Use when configuring systems or services. Trigger with phrases like "memorystore config", "memorystore config", "memorystore".

Configure pubsub topic setup operations. Auto-activating skill for GCP Skills. Triggers on: pubsub topic setup, pubsub topic setup Part of the GCP Skills skill category. Use when working with pubsub topic setup functionality. Trigger with phrases like "pubsub topic setup", "pubsub setup", "pubsub".

Configure rds instance setup operations. Auto-activating skill for AWS Skills. Triggers on: rds instance setup, rds instance setup Part of the AWS Skills skill category. Use when working with rds instance setup functionality. Trigger with phrases like "rds instance setup", "rds setup", "rds".

Generate go test generator operations. Auto-activating skill for Test Automation. Triggers on: go test generator, go test generator Part of the Test Automation skill category. Use when writing or running tests. Trigger with phrases like "go test generator", "go generator", "go".

Test Data Builder - Auto-activating skill for Test Automation. Triggers on: test data builder, test data builder Part of the Test Automation skill category. Use when writing or running tests. Trigger with phrases like "test data builder", "test builder", "test".

Deploy argocd app deployer operations. Auto-activating skill for DevOps Advanced. Triggers on: argocd app deployer, argocd app deployer Part of the DevOps Advanced skill category. Use when deploying applications or services. Trigger with phrases like "argocd app deployer", "argocd deployer", "deploy argocd app er".

Generate cdk stack generator operations. Auto-activating skill for AWS Skills. Triggers on: cdk stack generator, cdk stack generator Part of the AWS Skills skill category. Use when working with cdk stack generator functionality. Trigger with phrases like "cdk stack generator", "cdk generator", "cdk".

Generate k6 script generator operations. Auto-activating skill for Performance Testing. Triggers on: k6 script generator, k6 script generator Part of the Performance Testing skill category. Use when working with k6 script generator functionality. Trigger with phrases like "k6 script generator", "k6 generator", "k6".

Generate graphviz dot generator operations. Auto-activating skill for Visual Content. Triggers on: graphviz dot generator, graphviz dot generator Part of the Visual Content skill category. Use when working with graphviz dot generator functionality. Trigger with phrases like "graphviz dot generator", "graphviz generator", "graphviz".

Generate tensorboard visualizer operations. Auto-activating skill for ML Training. Triggers on: tensorboard visualizer, tensorboard visualizer Part of the ML Training skill category. Use when working with tensorboard visualizer functionality. Trigger with phrases like "tensorboard visualizer", "tensorboard visualizer", "tensorboard".

Validate schema validator operations. Auto-activating skill for Data Pipelines. Triggers on: schema validator, schema validator Part of the Data Pipelines skill category. Use when working with schema validator functionality. Trigger with phrases like "schema validator", "schema validator", "schema".

Instruction Tuning with GPT-4

Sigmoid Loss for Language Image Pre-Training

Kinetics-400: A Large Video Understanding Dataset

DreamLIP: Language-Image Pre-training with Long Captions

No Robots: A Dataset of Personally Written Instructions

Search local markdown knowledge bases, notes, docs, and wikis with QMD. Use when users ask to find notes, retrieve documents, inspect a wiki, answer from indexed markdown, or set up QMD access.

P9 Tech Lead mode — write Task Prompts, manage P8 agent teams, never write code yourself. Use when user says 'P9模式', 'tech-lead', '帮我管理这个项目', '任务拆解', or when coordinating 3+ parallel agents. Produces: Task Prompts (六要素) + P8 team delivery.

P10 CTO mode — define strategic direction, design org topology, manage P9 teams. Use when user says 'CTO模式', 'P10', '战略规划', '架构委员会', or when facing cross-team architectural decisions. Produces: strategic input templates + org design.

PUA Pro extensions: self-evolution notes, compaction state continuity, KPI-style summaries, flavor switching, and feedback tools.

Use for PUA/try-harder productivity coaching when the user expresses frustration, repeated failure, quality complaint, passive behavior, says retry/change approach/don't give up, asks for evidence/completion check/test before done, or wants Ding-style workplace reminders. Triggers include: try harder, stop giving up, figure it out, again??, why still failing, change approach, no evidence, run tests, done without proof, 换个方法, 再试试, 别摆烂, 别偷懒, 为什么还不行, 又错了, 证据呢, 没跑测试别说完成, 验收, 闭环, 自嗨, 置身钉外, 无招, 老板体感. Do not use for calm first-attempt requests.

Runs a six-phase research workflow that turns unfamiliar domains, source bundles, or collected material into publish-ready output. Use when users ask in any language to research, study, deep-dive, compile sources, synthesize unfamiliar material, or turn a source bundle into a coherent reference. Not for quick lookups or single-file reads.

Turns rough ideas into approved, decision-complete plans with validated structure before coding. Use when users ask in any language for planning, architecture, design direction, feasibility, value judgment, or whether a feature is worth doing before implementation. Not for bug fixes or small edits.

Rewrites and polishes prose in Chinese or English, removes AI-like wording, and reviews product localization copy while preserving intent for drafts, docs, release notes, launch copy, and social posts. Use when users ask in any language to draft, rewrite, proofread, localize, polish release notes, remove AI-like wording, or prepare launch and social copy. Not for code comments, commit messages, or inline docs.

Run vet immediately after ANY logical unit of code changes. Do not batch your changes, do not wait to be asked to run vet, make sure you are proactive.

Tend the Allium garden. Use when the user wants to write, edit, update, add to, improve, clarify, refine, restructure, fix or migrate Allium specs. Covers adding entities, rules, triggers, surfaces and contracts, fixing syntax or validation errors, renaming or refactoring within specs, migrating specs to a new language version, and translating requirements into well-formed specifications. Pushes back on vague requirements.

Weed the Allium garden. Find where Allium specifications and implementation code have diverged, and help resolve the divergences. Use when the user wants to check spec-code alignment, compare specs against implementation, audit for spec drift or violations, sync specs with code or code with specs, or verify whether the implementation matches what the spec says.

Manages shadcn components and projects — adding, searching, fixing, debugging, styling, and composing UI, including chat interfaces. Provides project context, component docs, and usage examples. Applies when working with shadcn/ui, component registries, presets, --preset codes, or any project with a components.json file. Also triggers for "shadcn init", "create an app with --preset", or "switch to --preset".

妈妈唠叨模式 — 中国式妈妈提醒风格的生产力 coaching。底层行为仍是结构化排障、证据优先、完成质量检查。

Nuxt full-stack Vue framework with SSR, auto-imports, and file-based routing. Use when working with Nuxt apps, server routes, useFetch, middleware, or hybrid rendering.

Node.js package manager with strict dependency resolution. Use when running pnpm specific commands, configuring workspaces via pnpm-workspace.yaml, or managing dependencies with catalogs, patches, overrides, config dependencies, or the global virtual store.

Vite build tool configuration, plugin API, SSR, and Vite 8 Rolldown migration. Use when working with Vite projects, vite.config.ts, Vite plugins, or building libraries/SSR apps with Vite.

查询中国地区的天气预报，支持15天及逐小时预报、各种生活指数

X/Twitter API integration for posting tweets, threads, reading timelines, search, and analytics. Covers OAuth auth patterns, rate limits, and platform-native content posting. Use when the user wants to interact with X programmatically.

Anthony Fu's opinionated tooling and conventions for JavaScript/TypeScript projects. Use when setting up new projects, configuring ESLint/Prettier alternatives, monorepos, library publishing, or when the user mentions Anthony Fu's preferences.

Next.js framework for building React applications with App Router, Server Components, and optimized performance. Use when working with Next.js apps, routing, data fetching, caching, Server Actions, or building full-stack React applications.

Give your AI agents something more useful than a prompt. Velocity through clarity.

Run a structured discovery session to build an Allium specification through conversation. Use when the user wants to create a new spec from scratch, elicit or gather requirements, capture domain behaviour, specify a feature or system, define what a system should do, or is describing functionality and needs help shaping it into a specification.

日本語の生産性コーチングモード。明示的な依頼、反復失敗、受け身、検証不足、品質不満のときに、構造化トラブルシューティングと証拠ベースの完了確認を促す。

Deploy HTML content to EdgeOne Pages, return the public URL.

商品价格全网对比技能，获取商品在淘宝(Taobao)、天猫(TMall)、京东(JD.com)、拼多多(PinDuoDuo)、抖音(Douyin)、快手(KaiShou)的最优价格、优惠券，当用户想购物或者获取优惠信息时使用。Get the best price, coupons for goods on Chinese e-commerce platforms, compare product prices, and use when users want to shop or get discount information.