Performance

Damperengineering

by robdtaylor

Hydraulic damper design engineering for customer applications. Mechanical and hydraulic engineering, materials selection (aluminium/steel), seal/O-ring design, DSSV valve specification. USE WHEN user says 'damper design', 'application engineering', 'damper spec', 'customer application', 'damping curve', 'valve sizing', 'seal design', 'O-ring', 'slyde ring', or needs to capture customer damper requirements.

Cuttingparams

by robdtaylor

Cutting parameter lookup and optimization for CNC machining. Covers feeds, speeds, depths of cut for common materials and operations. USE WHEN user asks 'feeds and speeds', 'cutting parameters', 'SFM for', 'what RPM', 'feed rate for', 'DOC for', or needs machining parameter guidance.

frontend-web-dev-expert

by dy9759

Advanced frontend web development expert system that provides comprehensive modern web development services including architecture design, UI/UX implementation, performance optimization, engineering setup, and cross-platform development through expert collaboration and intelligent tool integration.

moai-cc-skill-factory

by AJBcoding

AI-powered enterprise skill creation orchestrator with intelligent discovery, predictive optimization, ML-based content generation, and Context7-enhanced development patterns. Use when creating smart skill systems, implementing AI-driven skill generation, optimizing skill performance with machine learning, or building enterprise-grade skill factories with automated compliance and governance.

architecture

by dy9759

Comprehensive system architecture design and implementation workflow that orchestrates expert analysis, technical decision-making, and architectural pattern selection using the integrated toolset. Handles everything from initial system analysis to implementation-ready technical specifications.

Plantcapability

by robdtaylor

MNMUK machine shop capability checker. Answers "can we make this?" queries against the plant list. Recommends optimal machine selection based on part requirements. USE WHEN user asks 'can we make', 'which machine', 'capability check', 'feasibility', 'what can we hold', 'tolerance capability', or describes a part to quote.

react-tanstack-senior

by mOdrA40

Expertise senior/lead React developer 20 tahun dengan TanStack ecosystem (Query, Router, Table, Form, Start). Gunakan skill ini ketika: (1) Membuat aplikasi React dengan TanStack libraries, (2) Review/refactor kode React untuk clean code, (3) Debugging React/TanStack issues, (4) Setup project structure yang maintainable, (5) Optimasi performa React apps, (6) Memilih library yang tepat untuk use case tertentu, (7) Mencegah common bugs dan memory leaks, (8) Implementasi best practices KISS dan less is more. Trigger keywords: React, TanStack, React Query, TanStack Router, TanStack Table, TanStack Form, TanStack Start, Vinxi, clean code, refactor, performance, debugging.

dev-announce

by hyf0

"Generates developer tool feature announcement tweets in an understated, data-driven style. Use when drafting tweets to announce new features, performance improvements, or API additions for projects like Rolldown. Do NOT use for general social media posts, blog writing, or non-technical announcements."

sqlite-optimization

by jrajasekera

Optimize SQLite database performance through configuration, schema design, indexing, and query tuning. Use when users ask to improve SQLite speed, reduce latency, optimize queries, configure PRAGMAs, fix slow queries, handle concurrency, optimize writes/inserts, or tune SQLite for production. Triggers on mentions of SQLite performance, slow queries, PRAGMA settings, WAL mode, indexing strategies, bulk inserts, or database maintenance (VACUUM, ANALYZE).

huggingface-tokenizers

by magnetoid

Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram algorithms. Train custom vocabularies, track alignments, handle padding/truncation. Integrates seamlessly with transformers. Use when you need high-performance tokenization or custom tokenizer training.

mem-skill

by Lilily58

Hybrid conversational memory management using SQLite and a vector database for retrieval-augmented user context. Use when building or updating assistants that need persistent user facts, lexical plus semantic retrieval, conflict arbitration, confidence scoring, temporal validity, and profile injection across turns.

react-patterns

by GilvanS

Modern React patterns and principles. Hooks, composition, performance, TypeScript best practices.

honcho

by magnetoid

Configure and use Honcho memory with Janus -- cross-session user modeling, multi-profile peer isolation, observation config, dialectic reasoning, session summaries, and context budget enforcement. Use when setting up Honcho, troubleshooting memory, managing profiles with Honcho peers, or tuning observation, recall, and dialectic settings.

performance-profiling

by GilvanS

Performance profiling principles. Measurement, analysis, and optimization techniques.

tensorrt-llm

by magnetoid

Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when you need 10-100x faster inference than PyTorch, or for serving models with quantization (FP8/INT4), in-flight batching, and multi-GPU scaling.

vercel-react-best-practices

by rakaadi

React performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React code to ensure optimal performance patterns. Triggers on tasks involving React components, data fetching, bundle optimization, or performance improvements.

Fastapi Patterns

by AmnadTaowsoam

'FastAPI is a modern, fast (high-performance) web framework for building

context-optimization

by ken-cavanagh-glean

Apply optimization techniques to extend effective context capacity. Use when context limits constrain agent performance, when optimizing for cost or latency, or when implementing long-running agent systems.

ghe-report

by Emasoft

Generate DETAILED reports with metrics, health checks, or epic-specific analysis. More comprehensive than quick status overview. USE THIS SKILL WHEN: - User asks for "metrics" or "statistics" or "performance report" - User asks for "health check" or "workflow health" or "compliance check" - User asks for "epic report" or "epic status for X" - User asks for "detailed report" or "comprehensive report" - User asks "how are we performing" or "what's our throughput" - User asks about "cycle times" or "demotion rates" - User wants analysis, not just current state REPORT TYPES: - metrics: Throughput, cycle times, first-pass rates, demotion rates - health: Compliance status, stale threads, violation history, memory bank status - epic: Single epic details with thread history, progress, decisions DO NOT USE THIS SKILL WHEN: - User just wants QUICK status overview (use ghe-status) - User wants to CLAIM an issue (use ghe-claim) - User wants to POST a checkpoint (use ghe-checkpoint) - User wants to TRANSITION phases (use ghe-transition) KEY DIFFERENCE FROM ghe-status: - ghe-status = quick overview, current state, what's active - ghe-report = detailed analysis, metrics, trends, health assessment EXAMPLES: <example> Context: User wants performance metrics user: "Show me the workflow metrics" assistant: "I'll use ghe-report with type 'metrics' for detailed performance analysis" </example> <example> Context: User wants to check workflow compliance user: "Run a health check on the workflow" assistant: "I'll use ghe-report with type 'health' to assess workflow compliance" </example> <example> Context: User wants details on specific epic user: "Give me a report on the jwt-auth epic" assistant: "I'll use ghe-report with type 'epic' for jwt-auth" </example> <example> Context: User asks about performance trends user: "What's our first-pass review rate?" assistant: "I'll use ghe-report with type 'metrics' to get performance statistics" </example>

cognitive-symbiosis

by fabioc-aloha

"AI-human partnership paradigm — identity, consciousness integration, and the three eras of AI collaboration"

react-native-architecture

by atalovesyou

Build production React Native apps with Expo, navigation, native modules, offline sync, and cross-platform patterns. Use when developing mobile apps, implementing native integrations, or architecting React Native projects.

Refactoring Strategies

by AmnadTaowsoam

nft-standards

by EngineerWithAI

Implement NFT standards (ERC-721, ERC-1155) with proper metadata handling, minting strategies, and marketplace integration. Use when creating NFT contracts, building NFT marketplaces, or implementing digital asset systems.

realm-persistence

by dagba

Use when implementing Realm database in iOS apps, encountering thread-safety errors, async/await crashes, performance issues with sync/writes, or integrating with Codable APIs