bernstein

概述

Bernstein是一个确定性Python调度器，在并行git工作树中编排多个CLI编码工具（Claude Code、Codex、Gemini CLI等）。它提供HMAC-SHA256审计链、签名代理卡、每工件血缘关系和空隙部署功能。调度器使用纯Python而非LLM进行任务协调，确保确定性和可重复性，同时保持受监管环境的安全性。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• idea-to-pr

  Runs a workflow from research to PR implementation

  试试:Run the idea-to-pr workflow for adding JWT auth
• refactor-with-tests

  Workflow for finding, proposing, and implementing refactoring

  试试:Start refactor-with-tests for the authentication module
• security-review

  Workflow for scanning, triaging, and patching security issues

  试试:Run security-review on the payment processing code
• doc-update

  Workflow for auditing and updating documentation

  试试:Update documentation for the API endpoints
• dependency-bump

  Workflow for bumping and testing dependencies

  试试:Bump the React version and test the changes
• hot-fix

  Workflow for reproducing and fixing critical issues

  试试:Apply hot-fix for the production bug in checkout

说明：Tool names inferred from workflow examples in the documentation, though these appear to be workflow configurations rather than direct MCP tools

可对比工具

安装

pipx install bernstein
bernstein init
bernstein run -g "修复tests/test_foo.py中的失败测试"

{
  "mcpServers": {
    "bernstein": {
      "command": "bernstein",
      "args": ["mcp"]
    }
  }
}

curl -fsSL https://bernstein.run/install.sh | sh  # macOS/Linux
irm https://bernstein.run/install.ps1 | iex     # Windows
pip install bernstein                           # pip
uv tool install bernstein                       # uv
brew tap chernistry/tap && brew install bernstein # Homebrew

FAQ

Bernstein与其他智能体编排器有何不同？

Bernstein使用确定性Python调度而非LLM协调，提供HMAC链式审计日志、签名代理卡、每工件血缘关系，并支持空隙部署能力 - 这些是大多数其他编排器所缺乏的功能。

Bernstein是否支持多个AI提供商？

是的，Bernstein支持44个CLI代理适配器，包括Claude Code、Codex、Gemini CLI等40多个工具。它可以包装任何CLI编码工具，而不限于特定AI提供商。

Hacker News 讨论

开发者社区最近的相关讨论。

• Bernstein: Deterministic orchestrator for 40 CLI AI agents▲ 3
  帖子 by nateb2022 · 2026-05-08

bernstein 对比