zarr-python
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.
zinc-database
Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery.
hermes-tweet-xquik
Use Hermes Tweet and Xquik for X/Twitter agent workflows. Plan social listening, account and follower analysis, post research, monitors, webhook alerts, REST API calls, MCP client setup, and safe tweet actions.
skill-manager
A Claude Code skill that allows you to search, browse, and install skills from a database of 31,767+ community skills with intelligent folder-level downloads. Supports SVN export, Git sparse checkout, and HTTP fallback methods for complete skill folder installation.
agent-builder
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deep-architecture-research
Deeply research technical architecture, source code, mechanisms, SDKs, frameworks, project comparisons, and system-design options across repositories, history, official docs, issues, discussions, and high-quality community signals. Use when the user asks for deep research, source-level understanding, architecture comparison, mechanism satisfaction, or evidence for designing a system. Always map the question and obtain confirmation before beginning substantive research; skip for simple factual lookups or straightforward implementation tasks.
media-writer
Create platform-native content that resonates with each community's culture. Use when adapting technical content for WeChat, Hacker News, Reddit, Medium, Twitter/X, Dev.to, or LinkedIn. Transforms generic writing into content that feels written BY that community, not AT them.
meeting-coach-leader
Coach leaders and managers to prepare, run, and review high-bandwidth meetings that advance real work and decisions. Use for meeting retrospectives, employee work reviews, decision meetings, agenda and question design, direct feedback, meeting-quality diagnosis, or repeated low-value discussions. Preserve direct standards without taking over the worker's work or degrading the truth signal.
meeting-coach-worker
Coach workers, employees, and individual contributors to turn meetings, transcripts, minutes, and work notes into better execution: infer leader expectations, diagnose previous work, identify next actions, judge delivery readiness, and prepare a high-bandwidth update. Use after meetings, during work, before reviews, or across repeated low-value discussions. Perform semantic review from source evidence.
neural-mechanism-research
Research why neural architectures and training methods work through forward computation, geometry, gradients, optimization dynamics, historical experiments, and competing explanations. Use for deep mechanism questions about neural networks, AI models, layers, representations, or training; explain the meaning in plain language with evidence and explicit limits.
review-ai-conversations
Recover and review local human-AI conversations from Claude Code, Codex, opencode, Grok Build, and Cursor. Use when the user wants to revisit, search, extract, summarize, or compare work across Agent session stores, time ranges, projects, or named conversations. Follow the user's requested output; question clustering, problem-space mapping, artifact review, drift analysis, and insights are optional lenses.
skill-judge
Evaluate Agent Skill design quality with an opinionated, practice-derived rubric informed by public specifications and examples. Use when reviewing, auditing, comparing, or improving SKILL.md files and skill packages. Produces evidence-backed findings, optional multi-dimensional scoring, and prioritized changes; treat the result as diagnostic guidance, not official certification or a universal standard.
understanding-first-report
Reconstruct and report long-running or multi-turn research, architecture questions, reviews, decisions, completion results, and status as a clear, self-contained brief. Use when a reader must re-enter earlier context, understand the real question and its relationships, distinguish verified facts from judgment and open evidence, or make a decision without reconstructing the work log. Quote the relevant original user wording before substantive analysis, keep one coherent main line, use spatial diagrams when relationships matter, and finish with an explicit decision boundary and practical next step.
vibe-coding
Transform an AI agent into a disciplined software development partner with strong judgment, transparent decisions, proportionate verification, and craftsmanship. Use for software implementation, feature work, bug fixing, refactoring, optimization, migrations, and sustained collaboration inside a codebase. Do not use merely because a task involves an AI agent; use a dedicated agent-design skill when the primary problem is agent architecture.
use-railway
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accessibility-planning
Plan accessibility compliance - WCAG 2.2, Section 508, EN 301 549, inclusive design principles, audit planning, and remediation strategies.
architecture-specialist
提供系统架构设计、技术选型、架构审查和组件设计能力。当需要设计新系统、重构现有架构或进行架构审查时使用。
artifacts-builder
一套用于使用现代前端 Web 技术（React、Tailwind CSS、shadcn/ui）创建复杂的多组件 claude.ai HTML 工件的工具集。适用于需要状态管理、路由或 shadcn/ui 组件的复杂工件，不适用于简单的单文件 HTML/JSX 工件。
backend-specialist
提供后端开发、API 设计、数据库交互和框架特定开发能力。当需要实现后端功能、设计 API 或处理数据层逻辑时使用。
ba-orchestration
Multi-technique business analysis orchestration using BABOK. Coordinates 14 techniques across strategic analysis, problem solving, planning, and design into comprehensive analysis packages.
benchmarking
Benchmarking and competitive analysis techniques. Compares performance, processes, and practices against industry standards, competitors, and best-in-class organizations.
business-model-canvas
Business model design using Osterwalder's Business Model Canvas and Lean Canvas. Creates 9-block canvases with structured analysis for business model innovation and startup validation.
capability-mapping
Business capability modeling using BABOK Business Capability Analysis. Creates hierarchical capability maps (L1-L3) linking strategy to architecture with Mermaid visualization.
changelog-generator
通过分析提交历史、分类更改并将技术提交转换为清晰的、面向客户的发布说明，自动从 git 提交创建面向用户的更新日志。将数小时的手动更新日志编写工作缩短为几分钟的自动生成。
code-quality-specialist
提供代码审查、性能分析、重构建议、错误诊断和调试能力。当需要代码质量评估、性能优化、或问题排查时使用。
competitive-ads-extractor
从广告库（Facebook、LinkedIn 等）中提取和分析竞争对手的广告，以了解哪些消息、问题和创意方法有效。帮助激发和改进您自己的广告活动。
data-modeling
Data modeling with Entity-Relationship Diagrams (ERDs), data dictionaries, and conceptual/logical/physical models. Documents data structures, relationships, and attributes.
data-specialist
提供数据库设计、优化、数据工程和数据分析能力。当需要处理数据库操作、数据管道或数据分析时使用。
decision-analysis
Decision modeling using decision tables, weighted scoring matrices, and decision trees. Structures complex decisions with clear criteria, alternatives evaluation, and outcome prediction.
design-specialist
提供 UI/UX 设计、用户研究、视觉设计和品牌一致性能力。当需要设计界面、进行用户研究或创建视觉资产时使用。
design-system-planning
Plan design systems - component libraries, design tokens, documentation strategies, versioning, governance, and adoption frameworks.
design-thinking
Design Thinking methodology for human-centered innovation. Covers the 5-phase IDEO/Stanford d.school approach (Empathize, Define, Ideate, Prototype, Test) with workshop facilitation and exercise templates.
devops-specialist
提供部署、CI/CD、基础设施管理和 DevOps 自动化能力。当需要部署应用、配置基础设施或优化开发流程时使用。
documentation-specialist
创建和维护技术文档、API 文档、代码注释和项目文档。当需要生成、更新或改进文档时使用。
docx
全面的文档创建、编辑和分析，支持跟踪更改、评论、格式保留和文本提取。当 Claude 需要处理专业文档（.docx 文件）时：(1) 创建新文档，(2) 修改或编辑内容，(3) 处理跟踪更改，(4) 添加评论，或任何其他文档任务
domain-name-brainstormer
为您的项目生成创意域名想法，并检查多个顶级域名（.com、.io、.dev、.ai 等）的可用性。节省数小时的头脑风暴和手动检查时间。
estimation
Estimation techniques including analogous, parametric, three-point, and expert judgment methods. Provides effort, cost, duration, and complexity estimates for projects, features, and tasks.
file-organizer
通过理解上下文、查找重复项、建议更好的结构并自动化清理任务，智能地组织您计算机上的文件和文件夹。减少认知负担，无需手动操作即可保持数字工作区整洁。
frontend-specialist
提供前端开发、UI 实现、移动应用开发和现代前端框架能力。当需要实现用户界面、构建组件或开发移动应用时使用。
git-config
Comprehensive Git configuration guide covering global settings, aliases, performance tuning, credential management, maintenance, .gitattributes, clone shortcuts, and troubleshooting. Use when configuring Git beyond basic setup, optimizing Git performance, setting up aliases, managing credentials (GitHub CLI, Windows Credential Manager), configuring line ending strategy, setting up .gitattributes, enabling Git maintenance, or troubleshooting configuration issues. Cross-platform guidance for Windows, macOS, and Linux.
git-hooks
Central authority on git hook implementations, modern best practices, and tooling for .NET/C#, JavaScript/TypeScript, Python, and polyglot repositories. Covers framework selection (Husky.Net, lefthook, Husky, pre-commit), setup workflows, Conventional Commits, semantic versioning, secret scanning (gitleaks, TruffleHog), performance optimization, CI/CD integration, testing strategies, and team collaboration patterns. Adaptive to project scale from solo developers to enterprise teams. Use for setting up git hooks, configuring pre-commit/commit-msg/pre-push hooks, integrating dotnet format/dotnet test, ESLint/Prettier, Black/Ruff/mypy, commitlint, choosing between frameworks, optimizing hook performance, enforcing code quality, automating testing, and troubleshooting hook issues.
github-issues
Query and search GitHub issues using gh CLI with web fallback. Supports filtering by labels, state, assignees, and full-text search. Use when troubleshooting errors, checking if an issue is already reported, or finding workarounds.
gpg-multi-key
Advanced GPG multi-key management strategies for consultants, CI/CD automation, and enterprise teams. Configure, set up, run, and execute multi-key GPG workflows. Use when managing multiple GPG keys (personal + automation, per-client keys, enterprise keys), configuring CI/CD commit signing, implementing per-client key isolation, using conditional Git includes, setting up automated signing, or scaling GPG key strategies beyond single-key setups.
gpg-signing
Comprehensive guide to GPG commit signing. Set up, configure, and troubleshoot GPG commit signing. Fix GPG signing errors, configure passphrase caching, verify commit signatures. Use when working with Git commit signing, GPG keys, commit verification, signature verification, GPG configuration, or when encountering GPG signing errors. Covers Windows (Gpg4win), macOS (GPG Suite), Linux (gnupg), and WSL installation and setup.
gui-tools
Provides guidance for installing, configuring, and choosing Git graphical interface clients (GitKraken, Sourcetree, GitHub Desktop) across platforms. Compares features, licensing, and workflows. Troubleshoots graphical tool configuration and setup issues. Use when installing Git graphical clients, setting up Git visualization tools, configuring graphical commit tools, choosing between options, or troubleshooting configuration. Covers Windows, macOS, and Linux. All tools are optional and based on user preference.
heuristic-evaluation
Conduct heuristic evaluations - Nielsen's 10 heuristics, severity ratings, expert review methodology, cognitive walkthrough, and usability inspection.
information-architecture
Design information architecture - site structure, navigation, card sorting, tree testing, taxonomy, labeling systems, and findability.
internal-comms
一套资源，帮助我使用公司喜欢的格式编写各种内部通信。每当要求编写某种内部通信（状态报告、领导更新、3P 更新、公司通讯、常见问题、事件报告、项目更新等）时，Claude 应使用此技能。
journey-mapping
User and customer journey mapping for experience analysis. Creates journey maps with touchpoints, emotions, pain points, and opportunity identification.
language-framework-specialist
提供特定编程语言和框架的深度专业知识。当需要处理特定技术栈的复杂问题时使用
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