# Bernstein — Audit-Grade Orchestrator for CLI Agents

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

## Install

Copy the content below into your project:

## Quick Use

```bash
pipx install bernstein
bernstein init
bernstein run -g "fix the failing test in tests/test_foo.py"
```

## Intro

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

**Best for:** teams that need parallel agent execution with strong lineage, compliance evidence, and reproducible scheduling rather than informal orchestration

**Works with:** pipx, Git worktrees, Claude Code, Codex, Gemini CLI, multi-agent scheduling, enterprise audit requirements

**Setup time:** 10-18 minutes

### Key facts (verified)

- GitHub: 334 stars · 40 forks · pushed 2026-05-12.
- License: Apache-2.0; owner avatar verified from GitHub API for sipyourdrink-ltd.
- Entry point checked from README: `pipx install bernstein`.

## Main

Bernstein is aimed at organizations that cannot treat orchestration as a black box. Every scheduled action is meant to leave evidence strong enough for security or compliance review.

The headline numbers are practical signals: 43 agent adapters, HMAC-SHA256 audit chaining, and deterministic worktree scheduling make it more than a wrapper around shell scripts.

Adopt it when several coding agents are already in play and the next problem is not access to models but control, lineage, and post-incident reconstruction.

### 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

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

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

**Q: What is the main differentiator?**
A: Deterministic scheduling plus signed audit trails across many CLI agents.

## Source & Thanks

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

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## Quick Use

```bash
pipx install bernstein
bernstein init
bernstein run -g "fix the failing test in tests/test_foo.py"
```

## Intro

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.

## Source & Thanks

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


---
Source: https://tokrepo.com/en/workflows/bernstein-audit-grade-orchestrator-for-cli-agents
Author: Agent Toolkit