Caching
Caching strategies and implementation
seuratsubclustering
by pwwang
Performs fine-grained re-clustering on specific subsets of cells (e.g., individual clusters, cell types, or custom subsets). Unlike Seurat::FindSubCluster which only finds subclusters within a single cluster, this process performs the complete clustering workflow (PCA, UMAP, FindNeighbors, FindClusters) on any subset of cells defined by metadata filters or cell barcode lists.
seuratclusteringofallcells
by pwwang
Performs coarse clustering on ALL cells (including T cells, B cells, and non-T/B cells) before cell type selection. This process identifies broad cell populations to enable subsequent T/B cell selection via TOrBCellSelection. Unlike SeuratClustering which works on already-selected T/B cells, this provides initial clustering on heterogeneous cell populations.
seuratclusterstats
by pwwang
Generates comprehensive cluster statistics and visualizations for Seurat objects, including dimension reduction plots, gene expression visualizations, cluster quality metrics, and clustree diagrams. This process is essential for exploring and validating clustering results.
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.
strategy-memo
by lanej
Create Amazon 6-pager-style data-backed strategy memos as Quarto documents (QMD → PDF). Use when asked to write a strategy pre-read, leadership memo, director briefing, executive narrative report, or any data-driven document following Amazon 6-pager conventions. Provides: an interview-then-scaffold workflow, a complete template QMD with caching/visualization/LaTeX patterns already wired, and supporting build tooling (Justfile, figure preview, cache validation). Auto-load when user says "strategy memo", "pre-read", "6-pager", "director briefing", "leadership document", "data-backed narrative", or "strategy document".
cloudflare-workers-url-shortner
by ferminrp
Build and operate a URL shortner on Cloudflare Workers with Upstash Redis and D1. Use when the user asks to create shortlinks, redirects, click tracking, analytics, request metadata capture (country/city/ip/user-agent), non-blocking tracking, or resilient alerting (for example Telegram) on failures.
quantum-fourier-transform
by unitarylab
Skill for implementing and using the Quantum Fourier Transform (QFT) via the PennyLane QFT operation. Covers circuit construction, gate decomposition, matrix access, adjoint (inverse QFT), and integration into larger circuits such as QPE and Shor's algorithm.
aws-cloudfront-cdn
by aj-geddes
Distribute content globally using CloudFront with caching, security headers, WAF integration, and origin configuration. Use for low-latency content delivery.
caching-strategy
by aj-geddes
Implement efficient caching strategies using Redis, Memcached, CDN, and cache invalidation patterns. Use when optimizing application performance, reducing database load, or improving response times.
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."
clear-plugin-cache
by melodic-software
Clear cached plugin copies (requires reinstall after)
redis
by chaterm
Redis 数据库管理
nextjs-v16
by bobmatnyc
Next.js 16 migration guide (async request APIs, "use cache", Turbopack)
turborepo
by acedergren
Turborepo monorepo architecture decisions and anti-patterns. Use when: (1) choosing between monorepo vs polyrepo, (2) deciding when to split packages, (3) debugging cache misses, (4) setting package boundaries, (5) avoiding circular dependencies. NOT for CLI syntax (see turbo --help). Focuses on architectural decisions that prevent monorepo sprawl and maintenance nightmares. Triggers: turborepo, monorepo, package boundaries, when to split packages, turbo cache miss, circular dependency, workspace organization, task dependencies.
sector-rotation-detector
by Geeksfino
Detect sector rotation signals by analyzing macroeconomic indicators and business cycle positioning to identify which sectors are likely to outperform or underperform over the next 6–12 months. Use when the user asks about sector rotation, macro-driven sector allocation, business cycle investing, which sectors to overweight or underweight, interest rate impact on sectors, inflation plays, or macro investment strategy.
agent-usage-optimizer-step-1-read-and-validate-quota-cache
by vamseeachanta
"Sub-skill of agent-usage-optimizer: Step 1 \u2014 Read and Validate\
state-directory-manager
by vamseeachanta
Manage persistent state directories for bash scripts
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.
agent-usage-optimizer-step-2-display-quota-headroom
by vamseeachanta
"Sub-skill of agent-usage-optimizer: Step 2 \u2014 Display Quota Headroom."
dotnet-testing-datetime-testing-timeprovider
by kevintsengtw
使用 TimeProvider 測試時間相依邏輯的專門技能。當需要測試 DateTime、控制時間流逝、處理時區轉換、測試過期邏輯時使用。涵蓋 TimeProvider 抽象化、FakeTimeProvider 時間控制、時間凍結與快轉等。 Keywords: datetime, time testing, 時間測試, TimeProvider, FakeTimeProvider, DateTime.Now, 時間相依, 快取過期, token 過期, Microsoft.Bcl.TimeProvider, GetUtcNow, SetUtcNow, Advance, time freeze, 時間凍結, 時間快轉
dotnet-testing-advanced-testcontainers-nosql
by kevintsengtw
Testcontainers NoSQL 整合測試完整指南。當需要對 MongoDB 或 Redis 進行容器化整合測試時使用。涵蓋 MongoDB 文件操作、Redis 五種資料結構、Collection Fixture 模式。包含 BSON 序列化、索引效能測試、資料隔離策略與容器生命週期管理。 Keywords: testcontainers mongodb, testcontainers redis, mongodb integration test, redis integration test, nosql testing, MongoDbContainer, RedisContainer, IMongoDatabase, IConnectionMultiplexer, BSON serialization, BsonDocument, 文件模型測試, 快取測試, Collection Fixture
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."
cache-diagnostic
by ProxiBlue
Specialized Magento 2 cache diagnostic skill for analyzing cache configuration, performance, hit rates, and optimization opportunities across all cache layers (Full Page Cache, Application Cache, Redis, Varnish).