Agent Skillscompanion-inc/feynman › autoresearch

autoresearch

GitHub

用于优化研究指标、运行实验循环、迭代提升模型或检索评估性能,以及基准测试研究假设的自动化研究实验流程。

skills/autoresearch/SKILL.md companion-inc/feynman

Trigger Scenarios

用户要求优化研究指标 用户要求运行实验循环 用户要求迭代改进模型/检索/评估性能 用户要求进行基准测试

Install

npx skills add companion-inc/feynman --skill autoresearch -g -y
More Options

Use without installing

npx skills use companion-inc/feynman@autoresearch

指定 Agent (Claude Code)

npx skills add companion-inc/feynman --skill autoresearch -a claude-code -g -y

安装 repo 全部 skill

npx skills add companion-inc/feynman --all -g -y

预览 repo 内 skill

npx skills add companion-inc/feynman --list

SKILL.md

Frontmatter
{
    "name": "autoresearch",
    "description": "Bounded research experiment loop that tries hypotheses, measures benchmark evidence, keeps what works, and records what fails. Use when the user asks to optimize a research metric, run an experiment loop, improve model\/retrieval\/evaluation performance iteratively, or benchmark a research hypothesis."
}

Autoresearch

Run the /autoresearch workflow. The slash command expands the full workflow instructions in the active session; do not try to read a relative prompt-template path from the installed skill directory.

Optional tools used when visible: init_experiment, run_experiment, log_experiment. Without those tools, run the benchmark through the available shell/tooling and record benchmark result, evidence, and decision in the session files.

Session files: autoresearch.md, autoresearch.sh, autoresearch.jsonl

Version History

  • 54d08a3 Current 2026-07-25 07:14

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Metadata

Files
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Version
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Hash
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Indexed
2026-07-25 07:14

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