Research

Context and reference for building UI with shadcn-vue components. Load when adding, modifying, or debugging UI components.

This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.

Do experiment-driven research (hypotheses → minimal repros → evidence) and continuously improve research skills + tooling. Use when behavior is uncertain, contested, or performance-sensitive.

PROACTIVELY use when exploring unfamiliar codebases, analyzing remote repositories, generating reference skills from code, or needing AI-optimized context for code review. Triggers on "analyze repo", "explore codebase", "pack repository", "generate skill from", "understand this codebase", "code context".

Execute GraphQL queries against Sonar ISP API. Use when querying customer data, services, billing, invoices, payments, tickets, jobs, or network info from Sonar. Supports live mode via fetch_customer_live(). Reference: src/apis/sonar_client.py

Generates design token documentation with visual swatches and code examples. Use when documenting token values, creating token reference guides, or building searchable design system documentation.

Delegates research to Google Gemini. Use when user says "이거 좀 찾아봐", "Gemini한테 물어봐", "문서 검색해줘", "best practice 알려줘", "리서치해줘", "최신 정보 찾아줘", or needs web search, documentation lookup.

Researches SEO competition, keywords, and content gaps for Italian business/fiscal topics. Use when you need to research article topics, analyze competition, find keyword opportunities, or validate content strategy for the Italian market.

Load when analyzing performance metrics, creating reports, setting up tracking, evaluating growth experiments, or any task involving data-driven decision making for content and audience growth. Contains KPIs, benchmarks, and reporting frameworks.

Conducts external research for competitive analysis, standards, and APIs

Resolves ambiguous organism names to precise NCBI taxonomy IDs and scientific names, then recommends appropriate IWC (Intergalactic Workflow Commission) Galaxy workflows for analysis. Use this skill when users provide common names (like "malaria parasite", "E. coli", "mouse"), abbreviated names, or when you need to convert any organism reference to an exact scientific name for API queries. This skill handles disambiguation through conversation, validates taxonomy IDs via NCBI Taxonomy API, provides ENA FASTQ search capabilities, and ALWAYS recommends existing IWC workflows rather than producing custom scripts or analysis steps.

Comprehensive systematic search using MeSH and synonyms. Triggers: 系統性搜尋, 完整搜尋, 文獻回顧, systematic search, comprehensive, MeSH expansion, 同義詞

ALWAYS USE when working with Pydantic models, BaseModel, Field, validators, or data contracts. MUST be loaded before creating any Pydantic schemas, configuration classes, or API contracts. Provides v2 syntax validation and SDK research steps.

This skill should be used when users need to create Jira tickets for the RD (Research & Development) project. It supports creating features, bugs, and tasks with proper field mapping including assignee, team, sprint, and state. The skill uses Jira CLI commands and provides templates for different ticket types.

調査→論点整理→出典付きレポート化。ユーザーが「調べて」「比較して」「根拠/出典付きで」等を求めたら使う。

Generate neat, clean flashcards in markdown table format from a topic title or reference file. Use when you need to create study materials, review cards, or learning aids for any subject.

This skill should be used when the user asks to "find something to write about", "brainstorm topics", "what should I write about", "find writing ideas", "gather sources for", "pull references on", or needs help discovering topics from their reading highlights. Leverages Readwise MCP to surface patterns and gather references.

Look up Fannie Mae underwriting guidelines for income, assets, credit, or collateral verification. Use when questions involve DTI, income documentation, asset requirements, credit standards, or any B3/B4 guideline references. Reads guidelines dynamically from configs/guidelines/ - never hardcodes content.

research-designer for evidence-based learning research and evaluation.

Training monitoring dashboard setup with TensorBoard and Weights & Biases (WandB) including real-time metrics tracking, experiment comparison, hyperparameter visualization, and integration patterns. Use when setting up training monitoring, tracking experiments, visualizing metrics, comparing model runs, or when user mentions TensorBoard, WandB, training metrics, experiment tracking, or monitoring dashboard.