Explorar skills

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. v2.1 adds project-scoped instincts to prevent cross-project contamination.

Evaluate Agent Skill design quality against official specifications and best practices. Use when reviewing, auditing, or improving SKILL.md files and skill packages. Provides multi-dimensional scoring and actionable improvement suggestions.

Test-Driven Development workflow - write tests first, then implementation

Port PyTorch / CUDA diffusion, transformer, LLM, audio, or 3D models to Apple MLX for Apple-Silicon inference. Invoke whenever the user is working on an MLX port — scaffolding a `-mlx` fork, translating attention / RoPE / VAE / norm layers, setting up PyTorch vs MLX parity tests, diagnosing wrong numerics (black images, cyan textures, gray output, garbage tokens, shape-safe silent failures), picki

Use picocom to interact with IoT device UART consoles for pentesting operations including device enumeration, vulnerability discovery, bootloader manipulation, and gaining root shells. Use when the user needs to interact with embedded devices, IoT hardware, or serial consoles.

Wycheproof provides test vectors for validating cryptographic implementations. Use when testing crypto code for known attacks and edge cases.

Validate a business idea using the minimalist entrepreneur framework. Use when someone has a business idea and wants to test if it's worth pursuing before building anything.

When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'free trial,' 'packaging,' 'price increase,' 'value metric,' 'Van Westendorp,' 'willingness to pay,' 'monetization,' 'how much should I charge,' 'my pricing is wrong,' 'pricing page,' 'annual vs monthly,' 'per seat pricing,' or 'should I offe

CI/CD principles — pipeline taxonomy, trigger design, supply-chain hygiene (SHA-pinned actions), OIDC cloud auth, caching, matrix strategy, test gates, release automation, deployment strategies. Suggestion-mode (trade-offs over mandates). GitHub Actions recipes in RECIPES.md. Use when designing, reviewing, or scaffolding CI/CD workflows.

pytest testing patterns for Python. Triggers on: pytest, fixture, mark, parametrize, mock, conftest, test coverage, unit test, integration test, pytest.raises.

Structured EDA audit for tabular competitions — target distribution, missing values, leakage scan, class imbalance, feature types, outliers, train/test shift. Use when the user says "do EDA", "audit the data", "explore the dataset", "check for leakage", or when starting a new tabular competition.

Use when implementing any feature or bugfix, before writing implementation code