Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations.
Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations.
Optimize AgentDB vector search performance using quantization for 4-32x memory reduction, HNSW indexing for 150x faster search, caching, and batch operations for scaling to…
Use when Agentforce run costs are climbing, you need to forecast scale, or you want to reduce tokens per conversation without hurting quality.
Design and operate multi-agent orchestration patterns (ReAct loops, evaluator-optimizer, orchestrator-workers, tool routing) for LLM systems.
Use when the user wants to build, initialize, validate, optimize, or refactor a model-powered assistant, internal tool, automation, evaluator, or workflow from a business — from…
Use when the user wants to build, initialize, validate, optimize, or refactor a model-powered assistant, internal tool, automation, evaluator, or workflow fr...
Use when onboarding, scaling, decommissioning, or auditing autonomous agents (or any "software employee") in a fleet.
Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI/CD quality gates, observability, or cost optimization.
Use when lci is installed and user needs dev server, reverse proxy, browser debugging, screenshots, or accessibility/performance/security audits of running page - points at…
Use when the user wants to benchmark or compare AI agents (Claude Code, Codex, OpenCode) on a refactoring, perf, or code-change task in the current repo.
Get AI-powered caching strategy suggestions for your API. Use when performance matters. — from satoshistackalotto/skills
Expert guide for LLM API cost optimization, Prompt Caching, model routing (Flash/Pro/Opus), semantic caching, and token budgeting / Panduan ahli optimasi biaya API LLM, Prompt…
Develop new app features, improve existing behavior, refactor safely, and optimize application logic in the DieteticAi repository.
Official Anthropic SDK patterns for TypeScript/Node.js — client setup, Messages API, streaming, tool use, vision, extended thinking, structured outputs, prompt caching, b — from…
Official TypeScript SDK for Google Gemini — client setup, text generation, multimodal input, function calling, structured output, streaming, embeddings, context caching, and chat…
AI SDK v5 tool creation patterns for this project. Factory functions, Zod schemas, budget tracking, rate limiting, caching, timeout handling.
Optimize Alchemy API costs through CU budgeting, caching, and plan selection. Use when analyzing Alchemy billing, reducing Compute Unit consumption, or choosing the right plan for…
Optimize Alchemy SDK performance with caching, batching, and multi-chain parallelism. Use when reducing latency for blockchain queries, optimizing CU consumption, or scaling dApps…
Optimize Algolia costs: understand search request vs record pricing, reduce operations with batching and caching, monitor usage via Analytics API.
Optimize Algolia search performance: record size, searchable attributes, replica strategy, response caching, and query-time parameter tuning.
Benchmark similar product documentation and API documentation across Alibaba Cloud, AWS, Azure, GCP, Tencent Cloud, Volcano Engine, and Huawei Cloud.
Write, translate, and optimize high-performance SQL queries across major database engines. Diagnoses execution anti-patterns, recommends indexing strategies, and refactor — from…
Write, translate, and optimize high-performance SQL queries across major database engines. Diagnoses execution anti-patterns, recommends indexing strategies, and refactor — from…
Analyzes existing CI/CD configurations. Detects issues in GitHub Actions and GitLab CI files, checks for best practices, caching efficiency, and security concerns.
Scans .NET code for ~50 performance anti-patterns across async, memory, strings, collections, LINQ, regex, serialization, and I/O with tiered severity classification.
Values infrastructure assets with DCF, regulated asset base, and comparable transaction methodologies adjusted for regulatory and contractual frameworks.
Analyze application logs for performance insights and issue detection including slow requests, error patterns, and resource usage.
Use when analyzing requirements or project specifications - guides shannon analyze command, explains 8D complexity output, caching behavior, context-aware mode with --project flag
Optimizes Angular list rendering by using stable identity tracking with trackBy for legacy templates or @for track for modern Angular.
Adopt Angular's NgOptimizedImage for post-upgrade image performance improvements when the app is already stable and the goal is to optimize priority images, preconnects,…
Generates Angular 17+ standalone components, configures advanced routing with lazy loading and guards, implements NgRx state management, applies RxJS patterns, and optimi — from…
Angular performance optimization and best practices guide. Use when writing, reviewing, or refactoring Angular code for optimal performance, bundle size, and rendering efficiency.
Angular performance: NgOptimizedImage, @defer, lazy loading, SSR. Trigger: When optimizing Angular app performance, images, or lazy loading.
Optimize Anima API costs through caching, incremental generation, and tier selection. Use when managing Anima API usage, reducing unnecessary code generations, or right-sizing…
Optimize Anima code generation performance with caching, parallelism, and output tuning. Use when reducing generation latency, optimizing batch component generation, or improving…
Advanced JavaScript animation library skill for creating complex, high-performance web animations.
Optimize Claude API performance with prompt caching, model selection, streaming, and latency reduction techniques.
Use when an Anthropic Claude capability from an approved ai-architecture.md must make cache_control, cache TTL, extended-thinking budget, or long-context packing deliberate…
On-demand review that hunts ONLY over-engineering and reports what to delete - reinvented standard library, unneeded dependencies, speculative abstractions, dead flexibility.
Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt caching, cache prompt, resp — from…
Reviews Advent of Code TypeScript solutions for code quality, TypeScript idioms, and performance. Use when asked to review a day's solution, critique AoC code, or get feedback on…
Use when diagnosing where Apex transactions spend CPU, heap, SOQL, or DML time using the Salesforce diagnostic toolchain: Apex Log Analyzer flame graphs in VS Code, Developer…
Apex String class methods, Pattern/Matcher regex, text parsing, template rendering, and the null-safety landmines that bite every Apex programmer eventually.
Official Anthropic SDK patterns for TypeScript/Node.js — client setup, Messages API, streaming, tool use, vision, extended thinking, structured outputs, prompt caching, b — from…
Application-level caching strategies, HTTP caching, cache invalidation, and stampede prevention
Api Caching Strategy - Auto-activating skill for API Development. Triggers on: api caching strategy, api caching strategy Part of the API Development skill category.
Redis in-memory data store patterns with ioredis and node-redis -- caching, sessions, rate limiting, pub/sub, streams, queues, transactions, cluster
Integrate external REST APIs with proper authentication, rate limiting, error handling, and caching patterns.
Optimizes API performance through query optimization, caching strategies, and connection pooling. Profiles slow queries with EXPLAIN ANALYZE, identifies N+1 patterns in Drizzle…
Optimizes API performance through payload reduction, caching strategies, and compression techniques. Use when improving API response times, reducing bandwidth usage, or i — from…
Optimizes API performance through payload reduction, caching strategies, and compression techniques. Use when improving API response times, reducing bandwidth usage, or i — from…
Deeply analyzes application architecture and structure to perform audit, bottleneck detection, and code/performance optimization / Mempelajari arsitektur dan struktur aplikasi…
Optimize AppFolio API performance with caching and batch operations. Trigger: "appfolio performance".
Guides the usage of the Gemini API on Agent Platform with the Google Gen AI SDK. Use when the user asks about using Gemini in an enterprise environment or explicitly mentions…
Guidelines for ASP.NET Core web development covering API design, authentication, caching, and best practices
AssemblyScript TypeScript→WebAssembly compilation. Typed arrays, memory management (heap/Arena), loader for JS host, --optimize flags.
Performs end-to-end platform scalability assessments using a phased methodology, maturity scoring model, risk classification, and prioritized remediation planning.
Animation patterns for Astro sites. Scroll animations, micro-interactions, transitions, loading states. Performance-focused, accessibility-aware.
Core Web Vitals and performance optimization for Astro sites. LCP, CLS, INP optimization, bundle size, fonts, third-party scripts. Use for performance tuning.