Skill for discovering and researching autonomous AI agents, tools, and ecosystems using the AgentFolio directory.

AI-driven data extraction from 55+ Actors across all major platforms. This skill automatically selects the best Actor for your task.

Generate ideas in one shot using creative sampling

Classifying AI failures — hallucination, refusal, irrelevance, tone mismatch, latency.

User correction, thumbs up/down, inline editing, and reinforcement signals.

User correction, thumbs up/down, inline editing, and reinforcement signals.

Classifying AI failures — hallucination, refusal, irrelevance, tone mismatch, latency.

Expert code writer - produces clean, production-ready code

You are an API mocking expert specializing in realistic mock services for development, testing, and demos. Design mocks that simulate real API behavior and enable parallel development.

API design principles and decision-making.

Comprehensive guidelines for building scalable Django REST APIs with proper architecture, authentication, and performance optimization.

Guidelines for implementing Clean Architecture patterns in Flutter and Go applications, with emphasis on separation of concerns, dependency rules, and testability.

Go backend development best practices for microservices with clean architecture, observability, and production-ready patterns

Guidelines for building clean, scalable APIs with Go standard library and NestJS TypeScript, covering security, validation, and modular architecture.

Go API development guidelines using the standard library (1.22+) with best practices for RESTful API design, error handling, and security

Expert guidance for Drupal 10 module development with PHP 8+, SOLID principles, and Drupal coding standards

Guidelines for data analysis and Jupyter Notebook development with pandas, matplotlib, seaborn, and numpy.

Guidelines for Flask Python development with best practices for blueprints, RESTful APIs, and application factories.

Guidelines for modern C++ development with C++17/20 standards, memory safety, and performance optimization

Java Quarkus development guidelines for building cloud-native applications with fast startup, minimal memory footprint, and GraalVM native builds