缓存
缓存策略与实现
用途与选择建议
这类技能适用于服务接口设计、数据模型变更，以及身份认证和缓存集成。选择时检查支持的数据库或服务商、迁移行为和凭证要求，优先选用能在测试环境验证的工作流。
data-fetching-architecture
lobehub
'LobeHub data-fetching pipeline guide. Use for service layer, Zustand store, SWR, lambdaClient, useClientDataSWR, useFetchXxx hooks, or migrating useEffect fetches.'
caching
zebbern
Caching strategies — invalidation, TTL guidelines, cache keys, cache layers, and when not to cache. Use when implementing or reviewing caching logic.
compare-cache-runs
tuist
Compares two tuist cache runs to identify cache hit rate changes and root-cause analysis of cache invalidation. Can be invoked with cache run IDs, dashboard URLs, or branch names.
compare-gradle-builds
tuist
Compares two Gradle build runs to identify duration regressions, cache changes, and task outcome differences. Can be invoked with build IDs, dashboard URLs, or branch names.
analyze-selective-testing
tuist
Analyzes Xcode selective testing effectiveness for a test run, showing which test targets were skipped or ran, and diagnosing regressions in test selection. Can compare two test runs to identify what changed.
compare-generations
tuist
Compares two tuist generate runs to identify cache hit rate changes and root-cause analysis of cache invalidation. Can be invoked with generation IDs, dashboard URLs, or branch names.
frontend-cache-coherence
hushh-labs
Use when auditing or changing Hussh frontend cache-first screen behavior, warm-cache UX, stale-while-revalidate resources, route TTL policy, or reviewer-backed cache coherence checks.
account-state
vitorpamplona
Account state and in-memory event store patterns in Amethyst. Use when working with Account.kt (per-user state objects — kind3FollowList, nip65RelayList, muteList, bookmarkState, each exposing a .flow StateFlow), LocalCache (the object-level event store backed by LargeCache), User/Note model classes, or any ViewModel that reads user-specific state. Covers how account events cascade from relay arrival to UI state, how to add a new account-scoped setting, and when to read from LocalCache vs subscribe to a StateFlow.
feed-patterns
vitorpamplona
Feed composition and data-access layer patterns in Amethyst. Use when adding or modifying a feed (home, profile, hashtag, bookmarks, notifications, DMs, communities), working with the shared FeedFilter / AdditiveFeedFilter / ChangesFlowFilter / FeedContentState in commons/.../ui/feeds/, the Android-only AdditiveComplexFeedFilter / FilterByListParams in amethyst/.../ui/dal/, or extending the FeedViewModel family in commons/.../viewmodels/. Covers how feeds scan LocalCache, react to changes, apply ordering, and render through Compose.
image-compress
xiaowu89
对图片进行智能压缩优化。支持本地路径、文件夹和远程 URL，直传 NX API 压缩后返回 CDN 地址和压缩率。适用于用户提到图片压缩、图片优化、减小图片体积、TinyPNG、JPG/PNG/WebP 压缩的场景。
vercel-react-best-practices
Arize-ai
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.
performance-optimization
dj-bolt
"Apply systematic performance optimization techniques for Python and Rust code: estimation + profiling, API/bulk design, algorithmic wins, cache-friendly memory layout, fewer allocations, fast paths, caching, and compiler-friendly hot loops. Use for performance code reviews, refactors, and profiling-driven optimizations. Keywords: performance, latency, throughput, cache, allocation, memory layout, PyO3, msgspec, tokio, async, pprof, py-spy, perf."
vercel-react-best-practices
inkeep
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.
vercel-react-best-practices
calcom
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.
turborepo
antfu
Turborepo monorepo build system guidance. Triggers on: turbo.json, task pipelines, dependsOn, caching, remote cache, the "turbo" CLI, --filter, --affected, CI optimization, environment variables, internal packages, monorepo structure/best practices, and boundaries. Use when user: configures tasks/workflows/pipelines, creates packages, sets up monorepo, shares code between apps, runs changed/affected packages, debugs cache, or has apps/packages directories.
ccal
x-cmd
Chinese Calendar with Lunar-Solar Conversion
Bun Redis
secondsky
Use when working with Redis in Bun (ioredis, Upstash), caching, pub/sub, session storage, or key-value operations.
browser-5e5f1396
FuRongJun-1999
扫码 / 浏览器-扫码 / scan 检。用户提到这些词时使用本技能。 场景：对照：BarcodeDetector——条码/二维码检测与缓存。 【不适用】Not for 以下场景：op 非 {cache, last, scan} 时
browser-cf9f812e
FuRongJun-1999
缓存策略 / PWA-缓存策略 / PWA Service / PWA 缓 / cache-first / / stale 陈。用户提到这些词时使用本技能。 场景：对照：PWA Service Worker——缓存策略（缓存优先/网络优先/陈旧再验证）。 【不适用】Not for 以下场景：strategy 非 {cache-first, network-first} 时
api-rate-limiting
secondsky
Implements API rate limiting using token bucket, sliding window, and Redis-based algorithms to protect against abuse. Use when securing public APIs, implementing tiered access, or preventing denial-of-service attacks.
stac-troubleshooter
StacDev
Diagnose Stac build, deploy, rendering, caching, and navigation issues using repeatable checks. Use when users report stac build finding no screens, deploy mismatches, runtime unknown widget/action errors, cache staleness, or migration regressions.
edge-concept-synthesizer
tradermonty
Abstract detector tickets and hints into reusable edge concepts with thesis, invalidation signals, and strategy playbooks before strategy design/export.
laravel-queues
fusengine
Implement background jobs with queues, workers, batches, chains, middleware, and failure handling. Use when processing async tasks or handling long-running operations.
pwa-development
alinaqi
Progressive Web Apps - service workers, caching strategies, offline, Workbox