发现 Skills

Detects fabricated content, false citations, and unverifiable claims in agent outputs. Uses source verification and consistency checking. Activate on 'detect hallucination', 'fact check', 'verify claims', 'check accuracy', 'find fabrications'. NOT for validation (use dag-output-validator) or confidence scoring (use dag-confidence-scorer).

Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.

End-to-end multiome workflow for joint scRNA-seq + scATAC-seq analysis. Covers data loading, separate modality processing, and WNN integration with Seurat/Signac. Use when analyzing joint scRNA+scATAC data.

Use when the user explicitly requests "check/optimize the citations in the body of `{topic}_review.tex`" or "run check-review-alignment". Check each citation against the literature content through the semantic understanding of the host AI, and only make minimal rewrites to the "sentences containing citations" when a fatal citation error is found. Reuse the rendering script of `systematic-literature-review` to output PDF/Word (the script does not directly call the LLM API locally). Core principle: **do not change just for the sake of changing**. When it is unclear whether it is a fatal error, keep it as is and issue a warning in the report. ⚠️ The following situations do not apply: - The user just wants to generate the body of the systematic review (should use systematic-literature-review) - The user just wants to add/verify BibTeX entries (should use a dedicated bib management process)

Notion's UI design system. Use when building interfaces inspired by Notion's aesthetic - light mode, Inter font, 4px grid.

Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh). Pre-installed: NumPy, Pandas, Matplotlib, requests, BeautifulSoup, Selenium, Playwright, MoviePy, Pillow, OpenCV, trimesh, and 100+ more libraries. Use for: data processing, web scraping, image manipulation, video creation, 3D model processing, PDF generation, API calls, automation scripts. Triggers: python, execute code, run script, web scraping, data analysis, image processing, video editing, 3D models, automation, pandas, matplotlib

Full-stack Minecraft mod development skill for both NeoForge (1.21+) and Fabric (1.21+). Scaffolds new mods, adds custom blocks, items, entities, recipes, commands, GUIs, dimensions, and data generation. Knows the NeoForge DeferredRegister + event-bus system and the Fabric Registry + ModInitializer system. Use when the user asks to create a Minecraft mod, add a feature to an existing mod, fix a mod bug, generate JSON assets/data, or migrate between modding platforms. Prefer NeoForge unless the user specifies Fabric or Multiloader.

Generate comprehensive trading plans with risk management, position sizing, entry/exit strategies, and performance tracking to trade with discipline and consistency.

Telegram Bot API integration with managed authentication. Send messages, manage chats, handle updates, and interact with users through your Telegram bot. Use this skill when users want to send messages, create polls, manage bot commands, or interact with Telegram chats. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway).

Calculate cryptocurrency tax obligations with cost basis tracking, capital gains computation, and Form 8949 generation. Use when calculating crypto taxes, generating tax reports, comparing cost basis methods, or identifying taxable events. Trigger with phrases like "calculate crypto taxes", "generate tax report", "cost basis FIFO", "capital gains", "Form 8949", or "crypto taxable events".

Implement production pre-recorded speech-to-text with Deepgram. Use when building audio transcription, batch processing, or implementing diarization and intelligence features. Trigger: "deepgram transcription", "speech to text", "transcribe audio", "batch transcription", "deepgram nova", "diarize audio".

Build discounted cash flow (DCF) valuation models in Excel with free cash flow projections, WACC calculations, and sensitivity analysis for investment banking and corporate finance teams

Implement Langfuse security best practices for API keys and data privacy. Use when securing Langfuse integration, protecting API keys, or implementing data privacy controls for LLM observability. Trigger with phrases like "langfuse security", "langfuse API key security", "langfuse data privacy", "secure langfuse", "langfuse PII".

Generate Office documents (DOCX, XLSX, PDF, PPTX) with TypeScript. Pure JS libraries that work everywhere: Claude Code CLI, Cloudflare Workers, browsers. Uses docx (Word), xlsx/SheetJS (Excel), pdf-lib (PDF), pptxgenjs (PowerPoint). Use when: creating invoices, reports, spreadsheets, presentations, form filling, exporting data to Office formats, or troubleshooting "Packer.toBuffer", "XLSX.utils", "PDFDocument", "pptxgenjs" errors.

Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use hypothesis-generation.

any input (code, docs, papers, images) → knowledge graph → clustered communities → HTML + JSON + audit report

Styles applications using Tailwind CSS v4 utilities. Activates when adding styles, restyling components, working with gradients, spacing, layout, flex, grid, responsive design, dark mode, colors, typography, or borders; or when the user mentions CSS, styling, classes, Tailwind, restyle, hero section, cards, buttons, or any visual/UI changes.

Deploy and evaluate FastWAM (Fast World Action Model) on the LIBERO and LIBERO-Plus benchmarks. Covers environment setup, checkpoint download, Wan2.2 model preparation, single-GPU and multi-GPU evaluation, per-task and per-category result aggregation. Use this skill whenever someone needs to install FastWAM, run inference on LIBERO tasks, debug model loading issues (CUDA version mismatch, HF repo redirects, ActionDiT preprocessing), parallelize evaluation across GPUs, or compare FastWAM results against other VLA models like LingBot-VA.

Sets up Neon Auth for your application. Configures authentication, creates auth routes, and generates UI components. Use when adding authentication to Next.js, React SPA, or Node.js projects.

FiveM NUI (New User Interface) development for creating graphical elements and user interfaces. Use when creating or editing NUI interfaces, HTML/CSS/JS for FiveM, or handling NUI callbacks.

Roblox map design patterns for different game genres including simulators, tycoons, obbies, tower defense, and open world. Covers hub/lobby design, terrain, paths, areas, and visual flow.

Research findings on the Claude Code marketplace, plugin structure, and distribution. Auto-loads when working with marketplace.json, plugin.json, plugin distribution, Claude Code plugin format, SKILL.md frontmatter, tap.json integration, npm skill packages, agentskills.io standard, /plugin install, or designing how skilltap interacts with the Claude Code plugin ecosystem.

Built-in MCP (Model Context Protocol) client that connects to external MCP servers, discovers their tools, and registers them as native Hermes Agent tools. Supports stdio and HTTP transports with automatic reconnection, security filtering, and zero-config tool injection.

Fork, clone to ~/.clank, run installer, edit CLAUDE.md