[COLM'26] SkillLearnBench is the first benchmark for evaluating continual learning methods that automatically generate agent skills.

Continual Learning & Self-improving skills system for Claude Code - learn from corrections, never repeat mistakes

Co-creation infrastructure for humans and code agents — visual environment, skills, continuous learning, and distribution.

DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.

AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution

Automatically create new skills based on past agent traces