Configure AssemblyAI local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration…
Implement AssemblyAI rate limiting, backoff, and queue-based throttling. Use when handling rate limit errors, implementing retry logic, or managing concurrent transcription…
Implement AssemblyAI reference architecture with best-practice project layout. Use when designing new AssemblyAI transcription services, reviewing project structure, or building…
AssemblyScript TypeScript→WebAssembly compilation. Typed arrays, memory management (heap/Arena), loader for JS host, --optimize flags.
Guide for writing effective test assertions with clear, meaningful error messages across different testing frameworks
Analyzes the variety and depth of assertions across .NET test suites. Use when the user asks to evaluate assertion quality, find shallow testing, identify assertion-free — from…
Assess current and commencing Australian privacy transparency obligations for automated and AI-assisted decisions, including Privacy Act APP 1.7–1.9 commencing 10 December 2026…
Assess project-wide structural technical debt: complexity hotspots, deprecated API usage, duplication clusters, architecture rot, and low-value tests.
Use when assessing codebase architecture and you feel pressure to soften critique, lead with strengths, or frame problems diplomatically - provides evidence-based critical…
Pre-change blast-radius report for a symbol or file. Walks tree-sitting references, augments with a plain-text scan over non-parsed files (configs, plain docs), and clusters…
Performs end-to-end platform scalability assessments using a phased methodology, maturity scoring model, risk classification, and prioritized remediation planning.
Comprehensive guide for skill assessment, career evaluation, learning paths, knowledge testing, and professional development.
Creates assessments with varied question types (MCQ, code-completion, debugging, projects) aligned to learning objectives with meaningful distractors based on common misc — from…
Creates assessments with varied question types (MCQ, code-completion, debugging, projects) aligned to learning objectives with meaningful distractors based on common misc — from…
Audit a proposed assessment for construct validity, reliability, and alignment to learning objectives. Use when reviewing or quality-assuring assessments before deployment.
Assess a plugin and create refactoring task files for parallel agent execution
Final build step — render all Marp slides, validate SSML, synthesize the course manifest, and package bundle.zip.
Create and configure Databricks Asset Bundles (DABs) with best practices for multi-environment deployments.
Enforce platform-specific image and video dimensions — X 16:9, Instagram 4:5 or 1:1, LinkedIn 4:5, TikTok 9:16 — plus safe zones, resolution targets, and file format guidance.
Optimize design assets for production deployment with format-specific compression, resolution scaling, and bundle optimization
Run CIP-26 and CIP-68 wire-shape regression tests for the assets-ext extension against the cf-token-metadata-registry V2 API on mainnet.
Guide for assistant-ui library - AI chat UI components. Use when asking about architecture, debugging, or understanding the codebase.
Use when debugging bugs, failing tests, flaky behavior, build failures, integration problems, or confusing symptoms where guessing would be tempting.
Plan how to test the assumptions behind a product idea before building — decompose the idea into its load-bearing beliefs, prioritize the riskiest, phrase them as falsifiable…
Code generation from AST back to source text. esotope-style compact code output, format-preserving reprint, and round-trip AST → source pipelines for codemods and refactoring…
Write AST-based code search and rewrite rules using ast-grep YAML. Create linting rules, code modernizations, and API migrations with auto-fix.
Find and replace code patterns structurally using ast-grep. Use when you need to match code by its AST structure (not just text), such as finding all functions with specific…
Statically scan agent-generated JavaScript and shell scripts for dangerous patterns using AST analysis (acorn/swc).
Use Go AST-aware analysis to enumerate symbols, extract signatures, and propose mechanically safe refactors (read-only by default).
ast-grep를 활용한 구조적 코드 검색 및 리팩토링. 텍스트 매칭이 아닌 AST(추상 구문 트리) 기반으로 코드 패턴을 정밀하게 검색하고 치환합니다. Use when performing structural code transformations or finding patterns across the c — from…
ast-grep를 활용한 구조적 코드 검색 및 리팩토링. 텍스트 매칭이 아닌 AST(추상 구문 트리) 기반으로 코드 패턴을 정밀하게 검색하고 치환합니다. Use when performing structural code transformations or finding patterns across the c — from…
Executes safe, automated code transformations using Abstract Syntax Tree (AST) manipulation.
How autonomous agents generate and execute local Abstract Syntax Tree (AST) scripts (libcst, ts-morph, jscodeshift) for batch codebase migrations, eliminating 99% of token costs.
Detect and triage OWASP AST10 Cross-Platform Reuse — security metadata (risk_tier, permissions, signatures) silently dropped when a skill is ported between OpenClaw, Claude Code,…
AI-powered code review with intelligent model routing — saves 40%+ vs always using the most expensive model
Fast Python package and project management using Astral's uv. Use when installing packages, managing virtual environments, running Python scripts, or initializing Python projects.
Reference for the standalone Astrale CLI (`astrale`) - setup, graph reads and mutations, kernel calls, instances, domains, identities, delegation, journals, views, output,…
Build content-focused websites with Astro — zero JS by default, islands architecture, multi-framework components, and Markdown/MDX support.
Expert Astro 6 framework — routing, output modes, middleware, Vite Environment API, Rust compiler, Content Security Policy, Live Collections, Fonts API.
Expert Astro 7 framework (stable, 7.0.9) — routing, output modes, middleware, Vite Environment API, single Rust compiler, Content Security Policy, Live Collections, Fonts API.
Accessibility patterns for Astro lead generation sites. WCAG 2.1 AA compliance, screen readers, keyboard navigation, focus management, ARIA.
Expert Astro Server Actions — defineAction, astro:actions, Zod validation, ActionError, HTML form actions, accept form, progressive enhancement, redirect patterns.
Inspect and debug Airflow on Astronomer (Astro) deployments — fetch DAG runs, task instance logs, container logs, env vars, and deployment state without installing an MCP plugin.
Animation patterns for Astro sites. Scroll animations, micro-interactions, transitions, loading states. Performance-focused, accessibility-aware.
Astro 6+ standards — islands architecture with zero JS by default, Content Layer collections with loader + Zod schema validation, `