Search patent databases and academic literature for prior art relevant to an invention. Use when user says "现有技术检索", "prior art search", "专利检索", "check patents", or wants to find relevant prior art.

Search patent databases and academic literature for prior art relevant to an invention. Use when user says "现有技术检索", "prior art search", "专利检索", "check patents", or wants to find relevant prior art.

Operate Joel's MinIO legacy/rollback services and S3-compatible object storage checks. Use for MinIO, ASUSTOR MinIO CE, custom Docker/Compose MinIO, Convex MinIO rollback, and MinIO-vs-Garage questions. For canonical local Convex object storage, use Garage/local-convex.

Testing patterns for Spring Boot - JUnit 5, Mockito, MockMvc, Testcontainers, positive and negative test cases. Use when user asks about testing, writing tests, test coverage, or test failures.

Java 21+ features for Spring Boot - records, sealed classes, pattern matching, virtual threads, text blocks. Use when user asks about modern Java, Java 21 features, or when modernizing existing code.

Spring Boot project conventions and mandatory rules. Auto-loads when working with Spring Boot, Java, or Maven projects. Enforces No-Lombok, constructor injection, RestClient, Flyway for relational databases, Problem Details errors, and other standards; adds OpenAPI contract rules when the API is built for a UI.

Probe for hardcoded secrets, injection surfaces, unguarded routes, business logic flaws, and platform-specific weaknesses across backend (Node, Go, Java, Python, Rust), frontend (React, Angular, Vue), and mobile (iOS, Android, Flutter) codebases. Use when performing security audits, vulnerability scans, secrets detection, or penetration testing.

Manage context and prompt-cache costs without losing task state. Use for context management, orchestration cost, token budgets, large tool outputs, cache misses, or long-running conversations.

Use for Vue.js testing. Covers Vitest, Vue Test Utils, component testing, mocking, testing patterns, and Playwright for E2E testing.

Capture conversations and decisions into structured Notion pages; use when turning chats/notes into wiki entries, how-tos, decisions, or FAQs with proper linking.

Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026). Use when user says "优化技能", "meta optimize", "improve skills", "分析使用记录", or wants to optimize ARIS's own harness components based on accumulated experience.

Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships and regulatory interactions. Supports distributed computation for large-scale datasets.

Wrapper skill for running nf-core/rnastructurome — chemical-probing RNA structure analysis (SHAPE/DMS, RT-stop/MaP readout) from FASTQ to per-base reactivity, secondary-structure predictions, and 2D diagrams.

Use when building ANY 2D or 3D game with SpriteKit, SceneKit, or RealityKit, or adding touch controls or game controller support. Covers scene graphs, ECS, physics, actions, game loops, rendering, TouchController, GCController.

Generate or transcribe speech with Voicebox or VoiceStudio, or process existing audio locally. Use for narration, transcripts, timed speech, and loudness conversion; video editing uses oma-video.

Query the local code graph (functions, classes, calls, imports) through the Deeplake mount at memory/graph/. Use when the user asks structural questions about the codebase — "what calls X?", "what does Y import?", "where is Z defined?", "what's the architecture / which subsystems exist?", "what's the impact of changing this?". The graph is an AST-derived map of the repo, queried as files (no build needed — it rebuilds automatically).

Use when setting up, auditing, or modernizing GitHub Actions CI/CD workflows: automated testing, Docker image builds, Kubernetes deployments, security scanning, matrix builds, reusable workflows, and approval-gated production releases. Covers workflow architecture, secret handling, caching, permissions, and environment protection rules. Excludes GitLab CI, CircleCI, Jenkins, or other non-GitHub CI systems (see `gitlab-ci-patterns` for GitLab).

Complete JetBrains MPS workflow guide for DSL projects — models, languages, generators, node JSON blueprints, type queries, validation, MPS MCP tool usage, and the index of companion skills. Use whenever working in an MPS project, when AGENTS.md says to load the MPS workflow skill, or when you need to pick the right MPS aspect-specific skill.

Manage Node.js package managers, dependencies, lockfiles, workspaces, scripts, and module ecosystems across npm, pnpm, yarn, and bun. Use when selecting or migrating package managers, diagnosing dependency conflicts or phantom dependencies, configuring monorepos and Turborepo, hardening package.json, resolving lockfile drift, auditing vulnerabilities, configuring ESM/CJS compatibility, or publishing packages.

Manage, validate, compile, and render MDX (Markdown + JSX) content in modern web applications. Use when building content pipelines, technical documentation, blogs, component mappings, syntax highlighting, Zod frontmatter validation, or RSS feeds.