Caching
Caching strategies and implementation
pseudobulkdeg
by pwwang
Performs pseudo-bulk differential gene expression analysis using DESeq2 or edgeR. Aggregates single-cell counts to sample-level pseudo-bulk data, then identifies differentially expressed genes between conditions while accounting for biological replicates. Supports complex experimental designs including batch effects, paired samples, and interaction terms.
seuratmap2ref
by pwwang
Map query single-cell datasets to high-quality reference atlases using Seurat's reference mapping workflow. Performs label transfer, UMAP projection, and integration with reference annotations without modifying query expression data. Enables transfer learning from curated atlases like Azimuth PBMC or custom tissue-specific references.
build-optimization
by NickCrew
Build system optimization covering compilation, caching, incremental builds, and developer tooling. Use when improving build times, configuring CI pipelines, or designing developer tools.
email-assistant
by yangliu2060
AI智能邮件助手，分析邮件内容生成摘要，判断是否需要回复，并基于上下文生成专业回复草稿。
nextjs-knowledge-patch
by Nevaberry
This skill should be used when writing Next.js code, using App Router, Server Components, Server Actions, Turbopack, or any Next.js 15.3+ / Next.js 16 features (2025-2026). It covers proxy.ts (middleware.ts replacement), "use cache", Cache Components, navigation hooks (onNavigate, useLinkStatus), caching APIs (updateTag, refresh, revalidateTag), typed routes, auto-generated PageProps, and breaking changes from 15.x to 16.x.
docker-compose-skill
by ScientiaCapital
"Local dev environments with Docker Compose - multi-service setups, databases, hot reload, debugging. Use when: docker compose, local dev, postgres container, redis local, dev environment."
salvo-caching
by salvo-rs
Implement caching strategies for improved performance. Use for reducing database load and speeding up responses.
ghost-repo-context
by ghostsecurity
"Scans directory structure, detects projects, maps dependencies, and documents code organization into a repo.md file. Use when the user needs a codebase overview, project structure map, or repository context before security analysis."
uv-expert
by bahayonghang
Expert guidance for uv Python package and project manager. Use when working with uv, Python dependency management, project setup, virtual environments, or when users mention uv commands, pip alternatives, or fast Python package management.
compound-docs
by nth5693
Document solved problems for knowledge persistence
workos-authkit-vanilla-js
by workos
Integrate WorkOS AuthKit with vanilla JavaScript applications. No framework required, browser-only. Use when project is plain HTML/JS, doesn't use React/Vue/etc, or mentions vanilla JavaScript authentication.
questions-are-not-instructions
by NTCoding
"Engage with what the user said before taking action. Triggers on: questions ('?'), feedback ('this is wrong', 'that doesn't look right', 'there are issues'), challenges ('why did you', 'have you considered'), criticism ('this isn't working', 'I don't like'), observations ('I notice', 'it seems like'), naming a skill or concept. STOP and respond to the user's actual words before doing anything."
email-drafter
by rysweet
Generates professional emails from bullet points or conversation summaries. Use when you need to draft emails quickly with consistent style and tone. Supports multiple tones: formal, casual, technical Supports contexts: status updates, requests, announcements, follow-ups
Performance Optimization Skill
by nth5693
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vercel-react-best-practices
by ZhanlinCui
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
state-management
by conorluddy
Cache management, configuration best practices, and progressive disclosure patterns for efficient context window usage. Use when working with large responses, optimizing token costs, or managing plugin state across operations.
deep-research
by joaquimscosta
Deep research on technical topics using EXA tools with intelligent two-tier caching. Use when user asks to research a topic, investigate best practices, look up information, find patterns, or explore architectures. Also invoked by /research command. Triggers: "research", "look up", "investigate", "deep dive", "find information about", "what are best practices for", "how do others implement".
vercel-react-best-practices
by jarrodwatts
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
check-docker-layer-efficiency
by dykyi-roman
Checks Docker layer efficiency for PHP builds. Analyzes layer ordering, cache utilization, and identifies optimization opportunities.
architecture-doc-template
by dykyi-roman
Generates ARCHITECTURE.md files for PHP projects. Creates layer documentation, component descriptions, and architectural diagrams.
check-distributed-locks
by dykyi-roman
Analyzes PHP code for distributed lock issues. Detects missing TTL on locks, lock without try/finally, unsafe Redis SETNX patterns, missing lock release, and deadlock risks.
analyze-docker-image-size
by dykyi-roman
Analyzes Docker image size for PHP projects. Identifies bloated layers, unnecessary packages, and provides size reduction strategies.
check-caching-strategy
by dykyi-roman
Analyzes PHP code for caching opportunities and issues. Detects missing cache, cache invalidation problems, over-caching, repeated expensive operations.
analyze-ci-config
by dykyi-roman
Analyzes existing CI/CD configurations. Detects issues in GitHub Actions and GitLab CI files, checks for best practices, caching efficiency, and security concerns.