Benchmark Suite Creator - Auto-activating skill for Performance Testing. Triggers on: benchmark suite creator, benchmark suite creator Part of the Performance Testing skill…
Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable.
Generate MSBuild binary logs (binlogs) for build diagnostics and analysis. Only activate in MSBuild/.NET build context.
Estimates cell-type composition from bulk DNA methylation and uses it to defuse the single biggest EWAS confounder.
Read biological sequence files (FASTA, FASTQ, GenBank, EMBL, ABI, SFF) using Biopython Bio.SeqIO. Use when parsing sequence files, iterating multi-sequence files, random — from…
Read biological sequence files (FASTA, FASTQ, GenBank, EMBL, ABI, SFF) using Biopython Bio.SeqIO. Use when parsing sequence files, iterating multi-sequence files, random — from…
Quality control, filtering, and normalization for single-cell RNA-seq using Seurat (R) and Scanpy (Python).
Quality control, filtering, and normalization for single-cell RNA-seq using Seurat (R) and Scanpy (Python).
Покрывает кеширование в Bitrix — Cache (неуправляемый), ManagedCache, TaggedCache, автокеш ORM, кеш компонентов через startResultCache/endResultCache, композитный сайт, настройка…
Use this for CPU/memory profiling, bottleneck diagnosis, query optimization, caching strategy, flame graph reading, and turning performance intuition into evidence-backed fixes.
Designs Redis caching strategies for Braiins API data, optimizing for data freshness vs. API rate limits and response latency.
Optimize Bright Data API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing…
Use when a browser agent needs a profile, cookies, session state, extension access, downloads, or remote debugging access.
Debug client-side issues using browser developer tools. Identify JavaScript errors, styling issues, and performance problems in the browser.
Build acceleration skill for C/C++ projects. Use when reducing compilation times with ccache, sccache, distcc, unity builds, precompiled headers, split DWARF, or IWYU.
Expert build engineer specializing in build system optimization, compilation strategies, and developer productivity.
JVM runtime analysis. Use when: profiling JVM performance, tuning GC, debugging memory leaks, finding dead code with production data.
Diagnose MSBuild build performance bottlenecks using binary log analysis. Only activate in MSBuild/.NET build context.
Definitive, rule-first Bun development/build/runtime guidance + automation. Use when adopting Bun, migrating a repo from Node.js, auditing/fixing Bun package management…
Use when working with Redis in Bun (ioredis, Upstash), caching, pub/sub, session storage, or key-value operations.
Monitor JavaScript bundle size and execution performance. Use when tracking bundle size, identifying large chunks, or optimizing load performance.
Audit Claude Code configuration against prompt caching best practices. Checks system prompt ordering, hook injection patterns, tool stability, model switching, dynamic content…
Analyze prompt-cache effectiveness for Claude Code usage from the Agent Monitor dashboard — cache hit rate (total_cache_read / (total_cache_read + total_input)), cache_write vs…
Covers Dagger Engine caching internals including cache key derivation, invalidation, and the immutable DAG model.
Build forked conversation prefixes that stay identical across turns so prompt caching keeps working.
Use when the user asks about cache hit rate, token usage, or prompt-caching stats. Do NOT use for runtime cache configuration.
Caching patterns, TTL management, eviction policies for Redis implementations. Use when implementing cache-aside, write-through, write-back patterns, TTL management, or cache…
Optimiser les performances backend. Utiliser quand les temps de réponse sont dégradés ou pour ajouter node-cache.
Designs multi-layer caching strategy with edge CDN, server-side caching, cache invalidation, and CDN configuration.
Production caching patterns and memory efficiency laws from 5 repos. In-memory TTL caches, unified KV interfaces, LRU eviction math, consistent hashing for distributed load, and…
Optimize caching strategies for performance. Use when analyzing cache effectiveness, implementing multi-layer caching, optimizing Redis/memory caches, or troubleshooting — from…
Optimize caching strategies for performance. Use when analyzing cache effectiveness, implementing multi-layer caching, optimizing Redis/memory caches, or troubleshooting — from…
Caching strategy patterns: Cache-Aside, Write-Through, Write-Behind, TTL design, cache invalidation, Redis patterns, CDN caching, HTTP cache headers, and cache stampede…
Appliquer des stratégies de cache. Utiliser quand on optimise avec node-cache (backend) ou React.memo (frontend).
Defines caching strategies with cache keys, TTL values, invalidation triggers, consistency patterns, and correctness checklist.
Stratégie de cache adaptée à chaque cas d'usage (Redis, Memcached, in-memory). Se déclenche avec "cache", "Redis", "caching", "mise en cache", "performance", "cache inval — from…
Recommend caching strategies and invalidation patterns. Use when a mid-level developer needs performance guidance.
Optimizes CI/CD pipeline speed by implementing effective caching for dependencies, Docker layers, build outputs, and test results.
Caching der Wuerfelzellen und gezielter Teil-Rerun bei Aenderungen — vermeidet die voll Neuberechnung von tausenden Zellen wenn nur ein Spaltenprompt eine Zeile oder ein…
Guide for using caching utilities in speedy_utils, including memory, disk, and hybrid caching strategies for sync and async functions.
Caching strategies, invalidation, eviction policies, HTTP caching, distributed caching, and anti-patterns.
Recommend posting frequency and per-platform best posting times based on audience activity patterns, industry benchmarks, and platform-specific algorithms.
Optimize Canva Connect API performance with caching, pagination, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing…
Ensure architecture/design docs state traffic assumptions, performance budgets, resource limits, and cost risks for critical paths.
Social media caption and hashtag generation with DARI and BINNA — platform-optimized captions for your card news
Write Instagram and LinkedIn captions with scroll-stopping hooks, value-dense bodies, platform-appropriate CTAs, and strategic hashtag sets — optimized for each platform's reading…
Generate platform-optimized captions and hashtag sets for a piece of content. Different lengths, different voices, platform-specific conventions for IG, TikTok, LinkedIn, X,…
Use when working with Claude Code plugin marketplaces - adding, updating, creating, or understanding how marketplace versioning and caching work.
Use when configuring CDN for media delivery, implementing cache invalidation, or designing signed URL patterns.
Generate structured session summaries optimized for future AI agent consumption. Use when (1) ending a coding/debugging session, (2) user says "compact", "summarize session",…
Recall ChatCrystal memories for debugging tasks involving failing tests, compiler errors, runtime exceptions, dependency issues, environment breakage, or performance regressions.
Analyze performance-related HTML issues on web pages. Use when users ask to check page performance, audit resource loading, verify lazy loading, check preload hints, or analyze…
Chrome DevTools MCP connects an MCP-compatible agent to a live Chrome browser for debugging, automation, and performance work.
JavaScript/Node.js memory leak debugging via Chrome DevTools MCP. Heap snapshot workflow (baseline→target→final), memlab analysis, common leak patterns (detached DOM, closures,…
CI/CD caching optimizer for dependency caching, Docker layer caching, and build speed improvements. Activate on: CI cache, build speed, dependency caching, Docker layer cache,…
GitHub Actions workflow templates, matrix builds, caching, and monorepo CI strategies
Design and maintain .NET CI workflows for F#, C#, and mixed solutions with SDK setup, restore, build, test, format checks, package checks, caching, and matrix decisions.
Expert knowledge in consuming CIA platform JSON exports, validation, caching strategies, and data pipeline integration
GitHub Actions CI guidance for validation gates, workflow permissions, matrices, caching, path filters, artifacts, and workflow verification.
Comprehensive CI/CD and automation audit skill. Catalogs all pipelines, assesses operational health, identifies gaps, and provides prioritized recommendations for optimization.