Design e Frontend

Protein grouping and inference from peptide identifications. Use when resolving protein ambiguity from shared peptides. Handles protein groups and protein-level FDR control using parsimony and probabilistic approaches.

Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech debt analyzer, team scaling calculator, engineering metrics frameworks, technology evaluation tools, and ADR templates. Use when assessing technical debt, scaling engineering teams, evaluating technologies, making architecture decisions, establishing engineering metrics, or when user

After any kaggle submission, diff against the prior best submission, fetch the new public score, write the outcome to the competition's submissions/LOG.md, and capture a learning if the delta is notable. Triggered automatically by a PostToolUse hook on `kaggle competitions submit`. Also use when the user says "review that submission" or "what did that submission do".

Create pull requests following Sentry conventions. Use when opening PRs, writing PR descriptions, or preparing changes for review. Follows Sentry's code review guidelines.

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Gera uma especificação de arquitetura de referência a partir de frameworks analisados. Utilize ao projetar um novo framework de agente, definir primitivos centrais (tipos de Mensagem, Estado, Ferramenta), especificar protocolos de interface, criar pseudocódigo de loop de execução ou produzir diagramas de arquitetura e roteiros de implementação.

Build production React Native apps with Expo, navigation, native modules, offline sync, and cross-platform patterns. Use when developing mobile apps, implementing native integrations, or architecting React Native projects.

Reconstruct ancestral states at internal phylogenetic nodes for sequences (PAML codeml, IQ-TREE --ancestral, GRASP, FastML), discrete traits (corHMM hidden-rate Markov, ape::ace, phytools::make.simmap stochastic mapping, BayesTraits), and continuous traits (phytools::fastAnc, geiger Brownian/OU, RPANDA). Use when designing constructs for ancestral protein resurrection, tracing trait evolution alon

三省六部架构全景图与六部角色定义(roles-liubu.md)。适用：新 Teammate 入职、理解全局架构时

When the user wants to optimize logo placement, linking, or branding on a website. Also use when the user mentions "logo," "brand logo," "header logo," "logo placement," "AI logo design," "logo link," "logo alt text," "logo sizing," "favicon logo," or "logo usage." For full brand visuals, use brand-visual-generator.

Habilidades, convenções e regras de comportamento obrigatórias para o desenvolvimento de UI em Avalonia utilizando o toolkit Zafiro.

Esta camada de direção criativa para Google Stitch (mcp__stitch__*) melhora drasticamente a qualidade dos designs. Utilize-a antes de qualquer chamada de ferramenta Stitch MCP para design de UIs, criação de projetos, geração de telas ou construção de sistemas de design.