afrexai-go-productionExpertise in Go project architecture, error handling, concurrency safety, testing, observability, configuration, CI/CD, and documentation for production depl...
Install via ClawdBot CLI:
clawdbot install 1kalin/afrexai-go-productionGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
http://localhost:6060/debug/pprof/heapAudited Apr 16, 2026 · audit v1.0
Generated Mar 21, 2026
Building scalable HTTP/gRPC APIs for microservices architectures, using chi or echo for routing, pgx for PostgreSQL, and implementing structured logging with slog. Ensures clean project layout with internal/domain separation and dependency injection for testability.
Developing a concurrent order processing engine with background workers in cmd/worker, using sqlc for type-safe database queries and goose for migrations. Implements error handling with sentinel errors and validation to ensure data integrity and observability with metrics.
Creating a service to aggregate and process financial data from multiple sources, leveraging concurrency safety with goroutines and context propagation. Uses viper for configuration management and OTel SDK for tracing to monitor performance and errors in production.
Building a platform to manage IoT devices with real-time data ingestion, using cobra for CLI tools and connect-go for gRPC communication. Ensures high test coverage with testify and race detector checks, following the 12-factor app principles for configuration.
Developing analytics services for CDN performance monitoring, implementing structured logging with zerolog and metrics with prometheus client. Uses internal packages to enforce boundaries and avoid circular imports, with CI/CD pipelines for linting and building.
Offering Go-based API services or microservices platforms to enterprises on a subscription basis, with tiered pricing based on usage or features. Revenue generated from monthly/annual fees, with potential for custom development add-ons.
Providing expert Go production engineering consulting to help companies refactor legacy systems or build new applications, following the skill's phases for architecture and error handling. Revenue comes from project-based contracts or hourly rates.
Developing and maintaining open-source Go libraries or tools (e.g., for configuration or migrations) while offering paid support, training, or enterprise features. Revenue generated from support contracts, licensing, or premium integrations.
💬 Integration Tip
Integrate this skill by applying the quick health check to assess existing projects, then use the dependency injection pattern from Phase 1 to refactor codebases for better testability and maintainability.
Scored Jun 19, 2026
Write, run, and manage unit, integration, and E2E tests across TypeScript, Python, and Swift using recommended frameworks.
Control desktop applications on Windows — launch, close, focus, resize, move windows, simulate keyboard/mouse input, manage processes, control VSCode, read clipboard, and capture screen info. Use when the user wants to interact with any running program, switch windows, type text, press shortcuts, open files in VSCode, manage running processes, or get system display information.
Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
Coding style memory that adapts to your preferences, conventions, and patterns for consistent coding.
Pragmatic coding standards for writing clean, maintainable code — naming, functions, structure, anti-patterns, and pre-edit safety checks. Use when writing new code, refactoring existing code, reviewing code quality, or establishing coding standards.
Provides AI agents with authoritative knowledge on modern software development, emerging technologies, AI, AI systems, and applied engineering practices.