Automated iterative code refactoring with swarm-orchestrated specialist agents including deep codebase discovery, confidence-scored code review, and security analysis. Use this skill when the user wants to improve existing code quality, clean up messy code, restructure, simplify, reduce tech debt, or perform…
Autonomous skill improvement loop inspired by Karpathy's autoresearch pattern. Iteratively modifies skills, evaluates against fixed evals, and keeps or discards changes to converge on higher quality. Includes eval management and convergence reporting.
Autonomous skill and MCP server improvement loop inspired by Karpathy's autoresearch pattern. Iteratively modifies skills or MCP server code, evaluates against fixed evals, keeps or discards changes to converge on higher quality. Supports skill evals (evals.json) and MCP server evals (evaluation.xml with QA pairs).…
This agent is spawned during the autoresearch improvement loop when a candidate skill needs modification based on eval results. It runs once per iteration, reading grading failures and modifying the candidate skill to address them.
Automatically filters angry, hostile, and profane language from user prompts before they reach Claude. Preserves intent while replacing hostility with constructive phrasing.