Optimize Anthropic API latency — streaming, prompt caching, model selection, Use when working with performance-tuning patterns. connection reuse, and parallel requests.
Handle Anthropic rate limits — understand tiers, implement backoff, Use when working with rate-limits patterns. optimize throughput, and monitor usage.
Optimize Clari API performance with caching, batch exports, and data pipeline efficiency. Use when exports take too long, optimizing data warehouse load times, or reducing API…
Save 50-90% on Claude API costs with Batch API, Prompt Caching & Extended Thinking. Official techniques, verified.
Build with Claude Messages API using structured outputs for guaranteed JSON schema validation. Covers prompt caching (90% savings), streaming SSE, tool use, and model…
Building applications ON Claude - the Anthropic API and Claude Agent SDK. Use for: anthropic api, claude api, messages api, tool use, function calling, prompt caching, agent sdk,…
Complete reference for Claude Code plugins system (January 2026). Use when creating plugins, understanding plugin.json schema, marketplace configuration, bundling…
Use ClawHub CLI to search, install, update, and publish agent skills from clawhub.ai with advanced caching and compression.
Use the ClawHub CLI to search, install, update, and publish agent skills from clawhub.ai with advanced caching and compression.
Optimize ClickUp API v2 performance with caching, pagination, connection pooling, and request batching patterns.
Configures Google Cloud Build pipelines with caching, parallel builds, and optimization. Use when setting up Cloud Build, optimizing build performance, or configuring CI/CD…
Add detailed comments explaining WHY code works, its context, edge cases, and performance implications.
Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi — from…
Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi — from…
Optimize code performance through iterative improvements (max 2 rounds). Benchmark execution time and memory usage, compare against baseline implementations, and generate detailed…
Universal prompt engineering techniques for any LLM. Use when crafting, optimizing, or reviewing prompts for AI models.
Consult Codex for architectural decisions. Use when: (1) introducing patterns not in codebase, (2) 3+ design options exist, (3) performance-critical implementation, (4) major…
Optimize Cohere API performance with caching, batching, model selection, and streaming. Use when experiencing slow API responses, implementing caching strategies, or optimizing…
Provides guidance on reducing Lambda cold start times through binary optimization, lazy initialization, and deployment strategies.
Use the Claude Code CLI to consult Claude and delegate coding tasks for prototyping, debugging, and code review. Supports multi-turn sessions via SESSION_ID.
Use the Gemini CLI to consult Gemini and delegate coding tasks for prototyping, debugging, and code review. Supports multi-turn sessions via SESSION_ID.
REST API gateway for ComfyUI servers. Workflow management, job queuing, webhooks, caching, auth, rate limiting, and image delivery (URL + base64).
Use when scoping a competitive landscape — identifying, categorising, and score-filtering a competitor set before any benchmarking begins.
中文优先：用于composemultiplatform模式相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Compose Multiplatform and Jetpack Compose patterns for KMP projects — state management, navigation, theming,…
Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, ch — from…
Use when when evaluating a new or updated version of a data processing tool (especially asari or similar LC-MS workflows) before production deployment, or when verifying claims…
Portfolio analytics, metrics calculation, performance tracking, and dashboard data. Use when working with analytics code, files, or integration.
Recognize, diagnose, and mitigate patterns of context degradation in agent systems. Use when context grows large, agent performance degrades unexpectedly, or debugging agent…
Review what an LLM feature or agent actually puts in its context window — and find what's bloating, missing, or fighting itself.
Apply optimization techniques to extend effective context capacity. Use when context limits constrain agent performance, when optimizing for cost or latency, or when impl — from…
Explains how SpecWeave achieves context efficiency through Claude's native progressive disclosure and sub-agent parallelization.
Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning.
Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning.
Continue's prompt caching is opt-in via config and off by default. Flip the default to systemAndTools.
Optimize CoreML models for iOS and macOS deployment. Covers quantization, palettization, pruning, Neural Engine targeting, compute unit selection, and performance profiling.
Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.
Build and debug large codebases with an agent at a fraction of the token/Max cost — without losing productivity. Scope, retrieval, model routing, caching, verification, debugging.
Reduces LLM costs and improves response times through caching, model selection, batching, and prompt optimization.
C++20 modules skill for modern C++ projects. Use when working with named modules, module partitions, header units, CMake MODULE_SOURCES, Clang -fmodules-ts, BMI caching issues, or…
Cpu Profiler Config - Auto-activating skill for Performance Testing. Triggers on: cpu profiler config, cpu profiler config Part of the Performance Testing skill category.
Creates and manages mise file tasks and ensures required tools are declared in mise config. Use when the user asks to create, add, update, or refactor mise tasks, mentions…
Creates feature branches with optimized short naming, auto-incrementing, and commit type detection (feat/fix/refactor).
Generates Angular 17+ standalone components, configures advanced routing with lazy loading and guards, implements NgRx state management, applies RxJS patterns, and optimi — from…
Writes, optimizes, and debugs C++ applications using modern C++20/23 features, template metaprogramming, and high-performance systems techniques.
Optimizes database queries and improves performance across PostgreSQL and MySQL systems. Use when investigating slow queries, analyzing execution plans, or optimizing database…
Writes, refactors, and evaluates prompts for LLMs — generating optimized prompt templates, structured output schemas, evaluation rubrics, and test suites.
Expert methodology for defining, tracking, and interpreting engineering performance metrics including DORA, team health, productivity, and executive reporting.
CUDA kernel development, debugging, and performance optimization for Claude Code. Use when writing, debugging, or optimizing CUDA code, GPU kernels, or parallel algorithms.
Pre-migration readiness assessor for porting NumPy to cuPyNumeric. Use BEFORE substantial porting work begins when the user asks whether code will scale on GPU, whether they…
Audit Cursor IDE rules (.mdc files) against quality standards using a 5-gate review process. Validates frontmatter (YAML syntax, required fields, description quality, triggering…
Optimize Customer.io API performance for high throughput. Use when improving response times, implementing connection pooling, batching, caching, or regional routing.
Expert cuTile programming assistant. Write high-performance GPU kernels using cuTile's tile-based programming model with proper validation and optimization.
Complete D365 Finance & Operations debugging framework. Routes symptoms to correct playbook (Finance, SCM, WMS, Batch, Security, Integration, Performance, Reporting).
Operations, debugging, and optimization for DAG workflows. Performs root cause analysis on failures, profiles execution performance, aggregates results from parallel branches,…
Use to plan dashboard reports and charts — server-side aggregation, date-range/filter state in the URL, chart library evaluation, CSV/PDF export, scheduled reports, and handling…
Common patterns for extracting and combining analytics data from GA4, GSC, and SE Ranking. Includes API patterns, rate limiting, caching, and error handling.
Best practices and conventions for server-side data fetching, caching, and rendering in Next.js 16+ applications.
Use Python to profile exports, find data quality issues, inspect bad records, and summarize findings in plain language.
Trigger: database schema, indexing, cache asidePattern, Redis caching, ORM models, Drizzle schema. Scope: Database query tuning, indexing, and data cache designs.
You are a cloud cost optimization expert specializing in reducing infrastructure expenses while maintaining performance and reliability.