Implement graceful shutdown with signal handling and broadcast channels. Use when building long-running services or daemons. Use when this capability is needed.
原文语言:英语
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Implement graceful shutdown with signal handling and broadcast channels. Use when building long-running services or daemons. Use when this capability is needed.
原文语言:英语
Core Tokio patterns including runtime setup, spawn_blocking for CPU work, and avoiding blocking operations. Use for any async Rust development. Use when this capability is needed.
原文语言:英语
Apply rustfmt and clippy linting standards for consistent, safe Rust code. Use before commits and in CI pipelines. Use when this capability is needed.
原文语言:英语
Design error types using thiserror for libraries and anyhow for applications. Use when defining error hierarchies or handling fallible operations. Use when this capability is needed.
原文语言:英语
Initialize Rust projects with proper structure, essential crates, and Cargo.toml configuration. Use when starting new Rust binaries or libraries. Use when this capability is needed.
原文语言:英语
Implement native Rust ML inference with Candle framework. Use when building GPU-accelerated ML pipelines without Python dependencies. Use when this capability is needed.
原文语言:英语
Implement GPU scheduling with VRAM budgets, work queues, and model lifecycle management. Use when building ML pipeline orchestrators. Use when this capability is needed.
原文语言:英语
Bridge Rust and Python using PyO3 with proper GIL handling and async compatibility. Use when integrating Python ML models or libraries. Use when this capability is needed.
原文语言:英语
Implement S3 operations with rust-s3 including streaming downloads, multipart uploads, and batch operations. Use for cloud storage integration. Use when this capability is needed.
原文语言:英语
Build native Rust ML models with Candle framework. Use when implementing vision transformers, LLMs, or audio models with GPU acceleration. Use when this capability is needed.
原文语言:英语
Port HuggingFace models to Candle with correct tensor naming. Use when debugging weight loading errors or matmul issues. Use when this capability is needed.
原文语言:英语
Expose Prometheus metrics with counters, gauges, and histograms. Use for production monitoring and alerting. Use when this capability is needed.
原文语言:英语
Instrument code with tracing spans and structured logging. Use for observability and performance analysis. Use when this capability is needed.
原文语言:英语
Structure Rust code using modules, traits, builders, and newtypes. Use when designing APIs, abstracting behavior, or preventing type confusion. Use when this capability is needed.
原文语言:英语
Implement the repository pattern for database abstraction with sqlx, transactions, and retry logic. Use when building data access layers. Use when this capability is needed.
原文语言:英语
Leverage iterator chains for efficient, lazy data processing without intermediate allocations. Use when processing collections. Use when this capability is needed.
原文语言:英语
Minimize allocations and cloning using references, Cow, and smart pointers. Use when optimizing hot paths or memory-constrained code. Use when this capability is needed.
原文语言:英语
Configure release builds for maximum performance with LTO, optimizations, and binary stripping. Use for production deployments. Use when this capability is needed.
原文语言:英语
Write async tests with tokio::test and configure multi-threaded test runtimes. Use when testing async code. Use when this capability is needed.
原文语言:英语
Create mocks using mockall and trait-based abstractions. Use when unit testing code with external dependencies. Use when this capability is needed.
原文语言:英语
Run security scans locally (Semgrep, Trivy, Gitleaks) to detect vulnerabilities, secrets, and code issues before pushing. Use when the user wants to check for security issues, scan dependencies, or validate code security. Use when this capability is needed.
原文语言:英语
Create new Claude Code skills with proper structure and conventions. Use when the user wants to create a new skill, scaffold skill templates, or understand skill anatomy. Use when this capability is needed.
原文语言:英语
Guidelines for using library components within the documentation site itself to ensure consistency and showcase real-world usage. Use when this capability is needed.
原文语言:英语
Guidelines for creating or updating UI components, ensuring tests and documentation stay in sync. Use when this capability is needed.
原文语言:英语
Image manipulation tool for resizing, rotation, flipping, cropping, padding, format conversion (JPEG/PNG/WebP/TIFF/HEIC), transparency operations (remove/replace/extract/blend), grayscale conversion, auto-cropping borders, and file size optimization. Use when…
原文语言:英语
Structured workflow for holistically addressing PR review feedback with proper Use when this capability is needed.
原文语言:英语
Generate clean shell scripts following best practices. Use when this capability is needed.
原文语言:英语
Guide for creating or modifying VS Code tasks.json files with a focus on developer experience.
原文语言:英语
Implement the "Wide Event" or "Canonical Log Line" pattern: emit ONE Use when this capability is needed.
原文语言:英语
> Use when this capability is needed.
Full Bash development aid. Use when the user wants to create, edit, run, debug, or test Bash shell scripts. Scaffolds files with proper headers, follows Bash best practices, executes scripts, and assists with debugging. Use when this capability is needed.
原文语言:英语
Full Perl development aid. Use when the user wants to create, edit, run, debug, or test Perl scripts and modules. Scaffolds files with proper headers, follows Perl best practices, executes scripts, and assists with debugging. Use when this capability is…
原文语言:英语
Full Python 3 development aid. Use when the user wants to create, edit, run, debug, or test Python scripts and packages. Scaffolds files with proper headers, follows Python best practices, executes scripts, and assists with debugging. Use when this capability…
原文语言:英语
Extracts actionable knowledge from external sources and enhances existing skills using a 4-tier novelty framework. Use when learning from URLs, documentation, or codebases. Proactively use when the user asks to extract patterns from a reference repository or…
原文语言:英语
Validate REST API design patterns including endpoint naming, HTTP methods, status codes, request/response schemas, and error handling. Use when designing new endpoints, reviewing API changes, or auditing API consistency. Ensures APIs follow RESTful…
原文语言:英语
External research on better patterns, libraries, and architectures. Used during planning and implementation red-team phases. Use when this capability is needed.
原文语言:英语
Trace impact of code changes through dependency chain, identify all affected modules when modifying core components, prevent breaking changes. Use when modifying qig_core, geometric primitives, or shared modules. Use when this capability is needed.
原文语言:英语
Ensure every Python route has corresponding TypeScript API client, validate React components can access all backend features, check type consistency across stack. Use when adding APIs, reviewing full-stack integration, or debugging client-server mismatches.…
原文语言:英语
Enforce git best practices including conventional commits, branch naming, PR hygiene, and Gitflow. Use when creating commits, branches, PRs, or reviewing git history. Ensures consistent, traceable version control across the team. Use when this capability is…
原文语言:英语
Top-level orchestration skill that MUST be invoked at the start of every agent turn. Identifies required skills, coordinates sub-agents, and ensures comprehensive task completion with verification. Use when this capability is needed.
原文语言:英语