autoresearch 是做什么的？
自主迭代循环：针对任意指标进行修改、验证、保留/丢弃
自主迭代循环：针对任意指标进行修改、验证、保留/丢弃
该技能提供了一个自主迭代循环机制，允许AI代理自动执行以下步骤：修改代码或内容、根据预定义指标进行验证、然后决定保留或丢弃更改。这类似于一个自动化实验系统，可以针对用户指定的任何指标（如代码正确性、性能、文本质量等）进行优化。它支持在Claude Code、Cursor等AI代理平台上使用，通过标准化的工作流实现高效的迭代开发。用户只需定义修改规则和验证指标，技能便会自动循环，直到满足条件或达到最大迭代次数。这对于需要快速探索多个解决方案或进行超参数调优的场景特别有用。
npx skills add https://github.com/uditgoenka/autoresearch/tree/main/skills/autoresearchInstalled? Explore more 研究与数据分析 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →
自主迭代循环：针对任意指标进行修改、验证、保留/丢弃
USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging.
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Agent skill repository discovered by 10x-chat research.
Review backend code for quality, security, maintainability, and best practices based on established checklist rules. Use when the user requests a review, analysis, or improvement of backend files (e.g., `.py`) under the `api/` directory. Do NOT use for frontend files (e.g., `.tsx`, `.ts`, `.js`). Supports pending-change review, code snippets review, and file-focused review.