scikit-survival
Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival Forests, Gradient Boosting models, or Survival SVMs, evaluating survival predictions with concordance index or Brier score, handling competing risks, or implementing any survival analysis workflow with the scikit-survival library.
networkx
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks, or visualizing network topologies. Applicable to social networks, biological networks, transportation systems, citation networks, and any domain involving pairwise relationships.
plotly
Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.
scientific-visualization
Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-safe palettes, and specific journal formatting (Nature, Science, Cell). Orchestrates matplotlib/seaborn/plotly with publication styles. For quick exploration use seaborn or plotly directly.
citation-management
Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.
markitdown
Convert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs and more.
paper-2-web
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.
peer-review
Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedback. Best for actual review writing, manuscript revision. For evaluating claims/evidence quality use scientific-critical-thinking; for quantitative scoring frameworks use scholar-evaluation.
pptx-posters
Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user explicitly requests PowerPoint/PPTX poster format. For standard research posters, use latex-posters instead. This skill provides modern web-based poster design with responsive layouts and easy visual integration.
scientific-schematics
Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.
scientific-writing
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), for research papers and journal submissions.
venue-templates
Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
brainstorming
创意工作前的必备技能 - 用于探索用户意图、需求和设计。适用于创建功能、构建组件、添加新特性或修改行为。You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior.
dispatching-parallel-agents
当面临 2+ 个独立任务时使用，这些任务可以并行处理，无共享状态或顺序依赖。Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch one agent per independent problem domain.
executing-plans
当有书面实施计划需要执行时使用，在单独会话中执行并设置审查检查点。Use when you have a written implementation plan to execute in a separate session with review checkpoints. Batch execution with checkpoints for architect review.
finishing-a-development-branch
当实现完成、所有测试通过，需要决定如何集成工作时使用。通过展示 merge、PR 或 cleanup 的结构化选项来引导完成开发工作。Use when implementation is complete, all tests pass, and you need to decide how to integrate the work.
receiving-code-review
接收代码审查反馈时使用，在实施建议之前，特别是当反馈不清晰或技术上有疑问时。需要技术严谨和验证，而不是盲目实施。Use when receiving code review feedback - requires technical rigor and verification, not blind implementation.
requesting-code-review
完成任务、实现主要功能或合并前使用，验证工作是否满足要求。Use when completing tasks, implementing major features, or before merging to verify work meets requirements. Review early, review often.
subagent-driven-development
在当前会话中执行包含独立任务的实施计划时使用。每个任务派送新的子Agent，并进行两阶段审查。Use when executing implementation plans with independent tasks - dispatch fresh subagent per task + two-stage review (spec then quality).
systematic-debugging
遇到任何 bug、测试失败或意外行为时使用，在提出修复方案之前进行系统化调试。Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes. Follow the four phases: Root Cause Investigation, Pattern Analysis, Hypothesis Testing, Implementation.
test-driven-development
实现任何功能或修复 bug 时使用，在编写实现代码之前先写测试。Use when implementing any feature or bugfix - write the test first, watch it fail, write minimal code to pass. TDD 红绿重构循环。
using-git-worktrees
开始需要与当前工作区隔离的功能开发或执行实施计划前使用。创建隔离的 git worktrees，智能选择目录并进行安全验证。Use for feature work isolation or before implementation plans - creates isolated git worktrees with smart directory selection.
using-superpowers
开始任何对话时使用 - 确立如何查找和使用技能。在任何响应之前（包括澄清问题）都需要调用 Skill 工具。Use when starting any conversation - establishes how to find and use skills. If a skill might apply (even 1% chance), you MUST invoke it.
verification-before-completion
在声称工作完成、修复或通过之前使用，在提交或创建 PR 之前。需要运行验证命令并确认输出后才能声称成功。证据先于断言。Use when about to claim work is complete - evidence before assertions always.
writing-plans
当有多步骤任务的规格或需求时使用，在动代码之前。编写全面的实施计划，假设工程师对代码库零上下文。Use when you have a spec or requirements for a multi-step task, before touching code. Write comprehensive implementation plans.
writing-skills
创建新技能、编辑现有技能或部署前验证技能时使用。将 TDD 应用于流程文档编写。Use when creating new skills, editing existing skills, or verifying skills work before deployment. Writing skills IS Test-Driven Development applied to process documentation.
ha-pr-reviewer
Reviews Home Assistant GitHub pull requests and provides feedback comments. This is the top skill to use for reviewing Pull Requests from GitHub.
ha-review
Reviews Home Assistant code changes and provides constructive feedback. Should be used when a review is requested to provide a consistent review behavior and output format. This skill can be used for code reviews in general, not just for GitHub pull requests.
ha-merge-queue
Finds open Home Assistant pull requests that are genuinely ready to merge, checking CI, the merge-gate statuses, code-owner approval, merge conflicts, requested changes and unresolved review threads. Use when looking for PRs to merge, doing merge-queue triage, or asking for "quick wins" from the open PR backlog.
ha-quality-scale-verify
Verifies that a Home Assistant integration follows a specific quality scale rule, checking whether it implements the required patterns, configurations, or code structures defined by the quality scale system. Use when asked to check a rule (e.g. "check if the peblar integration follows the config-flow rule") or to verify an integration reaches a quality tier (Bronze, Silver, Gold, Platinum).
bump-dependency
Bumps a Python package dependency across Home Assistant Core integrations, regenerates core requirement files, runs verification tests and prek lint, and prepares a pull request with proper release/compare links.
ha-integration-knowledge
Everything you need to know to build, test and review Home Assistant Integrations. If you're looking at an integration, you must use this as your primary reference.
ha-pr-comment-audit
Audits the review comment threads on a Home Assistant GitHub pull request, flagging unaddressed comments and requests for clarification. Use when checking whether PR feedback has been handled, either standalone or as part of a full PR review.
vue
Vue.js progressive JavaScript framework. Use when building Vue components, working with reactivity (ref, reactive, computed, watch), or implementing Vue Composition API patterns.
vueuse-functions
Apply VueUse composables where appropriate to build concise, maintainable Vue.js / Nuxt features.
pinia
Pinia official Vue state management library, type-safe and extensible. Use when defining stores, working with state/getters/actions, or implementing store patterns in Vue apps.
uni-helper
Comprehensive skill reference for uni-helper ecosystem - AI-powered development tools for uni-app
uni-app
Comprehensive skill reference for uni-app cross-platform development framework
vite
Vite next-generation frontend build tool with fast HMR and optimized builds. Use when configuring Vite, adding plugins, working with dev server, or building for production.
vue-best-practices
MUST be used for Vue.js tasks. Strongly recommends Composition API with `<script setup>` and TypeScript as the standard approach. Covers Vue 3, SSR, Volar, vue-tsc. Load for any Vue, .vue files, Vue Router, Pinia, or Vite with Vue work. ALWAYS use Composition API unless the project explicitly requires Options API.
unocss
UnoCSS instant atomic CSS engine, superset of Tailwind CSS. Use when configuring UnoCSS, writing utility rules, shortcuts, or working with presets like Wind, Icons, Attributify.
web-design-guidelines
Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or "check my site against best practices".
clawhub-installer
Installs 425 bioinformatics skills covering sequence analysis, RNA-seq, single-cell, variant calling, metagenomics, structural biology, and 56 more categories. Use when setting up bioinformatics capabilities or when a bioinformatics task requires specialized skills not yet installed.
spec-assistant
Guide spec-driven development using collaborative interrogation and iterative Q&A to build production-ready specifications. Use when the user wants to build specifications, plan features, gather requirements, create technical blueprints, or asks about spec-driven development, requirements gathering, feature planning, or specification writing.
gluestack-ui-v4:components
Component usage patterns for gluestack-ui v4 - covers component selection, props vs className, compound patterns, icons, and provider setup.
gluestack-ui-v4
Enforces constrained, opinionated styling patterns for gluestack-ui v4. Main overview skill that coordinates specialized sub-skills for setup, components, styling, variants, performance, and validation.
gluestack-ui-v4:creating-components
Step-by-step guide for creating components with gluestack-ui v4 - covers planning, structure, styling, TypeScript, and common component patterns.
migrate-to-v5
Migrate a gluestack-ui project from v2, v3, or v4 to v5 (NativeWind v5 or UniWind). Covers automated CLI upgrade and manual step-by-step migration for all source versions.
gluestack-ui-v4:performance
Performance optimization and cross-platform patterns for gluestack-ui v4 - covers native/web compatibility, TypeScript, memoization, animations, and best practices.
gluestack-ui-v4:setup
Guide for installing gluestack-ui v4 per the official Installation doc - CLI and Manual paths only. Follow https://v4.gluestack.io/ui/docs/home/getting-started/installation strictly.
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