Generates sequences of high-leverage tasks that increase understanding and improve the code. Use when: - "what should I work on next?" - suggests prioritized tasks - "create a plan for this repo" - generates a curriculum - "what's the roadmap?" - shows curriculum overview - "help me onboard to this codebase" - creates learning tasks - "plan a refactor" - structures improvement work - "prioritize these features" - organizes work into tracks - "make an onboarding plan" - creates a learning path - "create a learning path for this repo" - sequences learning tasks - "roadmap this refactor" - plans improvement work - "write the curriculum to disk" - persists plan artifacts
Persistent working memory for coding sessions. Automatically tracks what you're doing, why you're doing it, decisions made, and what's next. Trigger phrases: - "resume where we left off" - "what were we doing?" - "recap this repo" / "catch me up" - "remember this decision: ..." - "why did we decide to ..." / "what was the rationale for ..." - "what's next?" / "what should I work on?" - "what are the open questions?" - "save this as a project rule"
Self-improving skill library for programming workflows. Mines transcripts and patterns to propose and scaffold new skills. Use when you hear: - "turn this workflow into a skill" - "make a skill for our PR review process" - "generate a new skill" - "automate this repeated process" - "create a skill for X" - "what skills could I create?" - "propose some skills"
Feedback-driven skill improvement through tool outcome analysis. Collects execution data and surfaces insights for skill refinement. Use this skill when you want to: - Understand how skills are performing ("show skill feedback", "how are skills doing") - Get insights on skill effectiveness ("skill insights", "what skills need improvement") - Identify skills that need improvement ("which skills have errors") - Analyze tool usage patterns ("what tools are failing", "error hotspots") - Set up feedback collection ("enable feedback", "setup feedback tracking")
Semantic search over skill libraries using ColBERT embeddings. Use when: - "find a skill for..." or "search for skills that..." - "what skill handles..." or "which skill can..." - "index my skills" or "rebuild the skill index" - "show me relevant skills for this task"