Data & AI

Automated generation of journal article drafts from HTA systematic review reports. Use when users want to (1) convert an HTA/systematic review report into a journal submission, (2) extract clinical and cost-effectiveness data from HTA reports, (3) generate first drafts following specific journal guidelines, or (4) process NICE, ICER, CADTH, or similar HTA agency reports for publication. Triggers include phrases like "convert this report to a journal article", "draft a manuscript from this systematic review", "prepare for journal submission", "extract data for publication", "ingest HTA report", "start drafting".

Auto-generate Pydantic models from schema descriptions with type hints, validation rules, examples, and JSON schema export. 75% token savings (2,000→500).

Update app ChangeLog entries under apps/*/ChangeLog and keep app version metadata in sync. Use when updating app versions or recording app-level changes; touches apps/*/ChangeLog and apps/*/src/*.app.src.

Expert guidance for GabeDA v2.1 architecture (34 modules) - implementing models, features, debugging 4-case logic, and maintaining the /src codebase.

오케스트레이션 업데이트가 필요할 때 orchestration-update-agent 활용 가이드

Expert on Aptos blockchain, Move language, smart contracts, NFTs, DeFi, and Aptos development. Triggers on keywords aptos, move, blockchain, smart contract, nft, defi, web3, mainnet, testnet, devnet

Comprehensive skill for scARCHES - Deep learning library for single-cell analysis of chromatin accessibility data. Use for scATAC-seq data processing, model training, batch correction, integration with scRNA-seq, and spatial chromatin analysis.

TDD London School (mockist) specialist for mock-driven, outside-in development. Use for behavior verification testing, contract-driven development, testing object collaborations, or when focusing on HOW objects interact rather than WHAT they contain.

Fix compatibility shims that fail to export private functions. Trigger when: (1) import errors for _prefixed functions after module reorganization, (2) 'cannot import name' errors from shim files, (3) creating backwards-compat shims for moved modules.

Automatically invoked when reviewing game simulation logs. Retrieves saved game data by ID and formats it for analysis.

Runs the full gdunit4 test suite in a headless Godot instance and parses the 'junit_report.xml' output into structured JSON pass/fail results.

Architecture rules and validation patterns for Claude Code marketplace components ensuring self-contained skills, proper skill usage, and clean reference patterns

Create Dockerfiles, docker-compose configurations, and container workflows for Python projects with UV. Use when containerizing applications, setting up development environments, or deploying with Docker.

Run code on cloud GPUs with GPU CLI. Use when user wants to run Python/ML code on remote GPUs, install GPU CLI, configure gpu.toml, troubleshoot pods, or manage cloud GPU resources via RunPod.

Analyzes prompts and produces improved versions using Anthropic's prompt engineering best practices. Use when asked to improve, optimize, or review a prompt. Works with standalone prompts or prompts embedded in code/files.

Audits skills for discoverability and triggering effectiveness. Use when analyzing skill descriptions, checking trigger phrase coverage, validating progressive disclosure, reviewing SKILL.md structure, ensuring skill discoverability, testing skill triggering, improving skill descriptions, fixing skills that aren't being invoked, debugging discovery issues, or evaluating whether a skill will be invoked appropriately. Also triggers when user asks about skill best practices, wants to improve skill discoverability, or needs help with skill structure.

Set up the embedding model for semantic search. model2vec-rs downloads models automatically; use when build fails or model download issues occur.

Master semantic HTML5, advanced CSS layouts, responsive design, animations, and modern CSS techniques including Flexbox, Grid, and custom properties.

Comprehensive shadcn/ui component library with theming, customization patterns, and accessibility. Use when building modern React UIs with Tailwind CSS. IMPORTANT - Always use MCP server tools first when available.

Apply project-specific security and privacy guardrails (auth, headers, rate limiting, logging). Use when touching authentication, request handling, metrics exposure, or anything that could leak sensitive data.