agentful

Research best practices for tech stacks and product domains using Context7 or WebSearch

Guides deployment preparation and production readiness validation

Test strategy, patterns, and coverage optimization for quality assurance

Runs production readiness validation checks. Includes type checking, linting, tests, coverage, security, and dead code detection. Stack-agnostic.

Natural language understanding, intent classification, context management, reference resolution, and conversation history analysis for agentful

Analyzes product specifications for completeness, identifies gaps, and guides refinement

Tracks product completion progress across domains, features, subtasks, and quality gates. Supports hierarchical product structure.