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autoresearch
autoresearch contains 3 collected skills from zircote-plugins, with repository-level occupation coverage and site-owned skill detail pages.
Skills in this repository
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). Includes eval management and convergence reporting. Use when users want to automatically improve a skill's quality, improve an MCP server, create or fix evals for a skill or MCP server, or view improvement loop results. Triggers on "autoresearch", "improve skill automatically", "auto-improve", "skill improvement loop", "run improvement loop", "eval doctor", "fix evals", "create evals for skill", "skill quality", "autonomous improvement", "improve MCP server", "MCP eval".
A sample skill for testing autoresearch.
A sample skill for testing autoresearch.