Self-improving skills toolkit that watches real agent sessions, detects missed triggers, grades execution quality, and evolves skills through a package evaluation pipeline (replay, baseline, grading, unit tests, and post-deploy watch). Use when verifying skill packages, publishing improvements, evolving skill descriptions or routing tables, discovering reusable workflows, scaffolding new workflow skills, checking skill health, viewing the dashboard, ingesting sessions from other platforms, auditing installed skill portfolios, safely quarantining inactive skills, creating reusable project skill sets, linking pinned skills into projects, reconciling the local Skill Library, or running autonomous improvement loops. Make sure to use this skill whenever the user mentions skill improvement, skill performance, skill triggers, skill evolution, skill health, undertriggering, overtriggering, session grading, or wants to know how their skills are doing — even if they don't say "selftune" explicitly.
When the user wants help with SEO on their website.
Reviews code for quality, security issues, and best practices. Provides structured feedback.
Helps deploy applications to production environments with safety checks, rollback support, and monitoring.
Facilitates creation of visual content using generative AI models including DALL-E, Midjourney prompts, and Stable Diffusion workflows.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities.
Delivers instruction on UI/UX design principles for web applications including layout, typography, color theory, and responsive design.