Workflows2026年5月13日·1 分钟阅读

Bernstein — Audit-Grade Orchestrator for CLI Agents

Bernstein coordinates CLI coding agents in parallel worktrees with signed audit chains, deterministic scheduling, and evidence trails.

Agent Toolkit
Agent Toolkit · Community
Agent 就绪

这个资产会安全暂存

这个资产会先安全暂存。复制的指令会要求 Agent 读取暂存文件，并在激活脚本、MCP 配置或全局配置前先确认。

Stage only · 17/100策略：需暂存
Agent 入口
任意 MCP/CLI Agent
类型
CLI Tool
安装
Stage only
信任
信任等级：Established
入口
Asset
安全暂存命令
npx -y tokrepo@latest install 4c5d8b93-08ae-5a4b-bda3-2d5d5db42d12 --target codex

先暂存文件；激活前需要读取暂存 README 和安装计划。

介绍

Bernstein 在并行 worktree 中协调多种 CLI 编码 agent，提供签名审计链、确定性调度与企业级证据留存能力。

Best for: 需要并行 agent 执行，同时又必须保留可审计证据链与可复现实验轨迹的团队

Works with: pipx、Git worktree、Claude Code、Codex、Gemini CLI、多 agent 调度、企业审计要求

Setup time: 10-18 minutes

Key facts (verified)

  • GitHub：334 stars · 40 forks；最近更新 2026-05-12。
  • 许可证：Apache-2.0；作者头像与仓库链接均已通过 GitHub API 复核。
  • README 中核对过的入口命令：pipx install bernstein。

Main

Bernstein 针对的是不能把编排层当黑盒的组织。每一次调度都被设计成要留下足够强的证据，方便安全或合规复盘。

它的几个关键数字都很务实：43 个 agent adapter、HMAC-SHA256 审计链、基于 worktree 的确定性调度，说明它不是简单的 shell 包装器。

当团队已经在并行使用多个编码 agent，而下一阶段问题变成控制、谱系与事故重建时，它就非常对路。

Source-backed notes

  • README calls Bernstein a deterministic Python scheduler for CLI coding agents.
  • The project documents 43 CLI agent adapters in v1.10.1.
  • The security model highlights an HMAC-SHA256 audit chain and signed agent cards.

FAQ

问：Is Bernstein only for big enterprises? 答：No, but it is most valuable when teams care about auditable orchestration and reproducible evidence.

问：How fast is first use? 答：The README shows a 30-second install path via pipx install bernstein, then init and run.

问：What is the main differentiator? 答：Deterministic scheduling plus signed audit trails across many CLI agents.

🙏

来源与感谢

Source: https://github.com/sipyourdrink-ltd/bernstein > License: Apache-2.0 > GitHub stars: 334 · forks: 40

讨论

登录后参与讨论。
还没有评论，来写第一条吧。

相关资产

Claudable — Web Builder Powered by Local CLI Agents

Claudable is an open-source web builder that leverages local CLI agents (Claude Code, Codex, Gemini) with a repo-first quick start (3,951★).

Workflows
AI Open Source

Maestro — Multi-Agent Orchestration for Coding CLIs

Maestro is an Apache-2.0 multi-agent orchestrator with 39 specialists for Gemini CLI, Claude Code, Codex, and Qwen Code, plus review/debug entrypoints.

Workflows
Agent Toolkit

Obsidian Agent Client — Bring Agents into Obsidian

Obsidian Agent Client adds ACP-based agent integrations (Claude Code/Codex/Gemini) to Obsidian; install via BRAT or Releases and use adapters (2,016★).

Workflows
Agent Toolkit

agent-audit — Security Linter for LLM Agents

Run a static security scanner for LLM agents: 53 OWASP Agentic Top 10 rules, prompt-injection checks, and MCP config auditing via agent-audit scan.

SkillsCLI Tools
Agent Toolkit
◈首页🔍搜索👤我的