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zircote-plugins/autoresearch

Autonomous skill improvement loop for Claude Code plugins — inspired by Karpathy's autoresearch. Modify → evaluate → keep/discard → repeat until convergence. Zero-touch quality iteration at scale.

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autoresearch

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zircote-plugins/autoresearch

Skill Claude CodeCodex

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).…

1 5mo ago C 173 tokens original MIT