sipyourdrink-ltd/bernstein

Health v2 · maintenance only

Flags: young

Adoption not part of the score

1079 stars · 149 forks observed · 2026-09-03

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Bernstein is a deterministic Python scheduler that orchestrates CLI coding agents (Claude Code, Codex, Gemini CLI, Aider, and 40+ more) running in parallel, each isolated in its own git worktree. It keeps the model out of the coordination loop so runs replay byte-identically, and provides signed lineage plus an opt-in HMAC audit chain that reviewers can verify offline.

Use cases

• run multiple cli coding agents in parallel on one codebase
• get deterministic, byte-identical replays of agent coding runs
• isolate each agent task in its own git worktree
• audit ai coding agent runs with a tamper-evident hmac log
• deploy agent orchestration on-prem or air-gapped
• gate agent-generated diffs on lint, types, and tests before merging
• orchestrate claude code, codex, and gemini cli from one scheduler

When to choose

• you run several coding agents in parallel and suffer nondeterministic merges
• you need reproducible, provable agent runs with signed lineage for compliance
• you want per-task git worktree isolation with quality gates before merge
• you need air-gapped or on-prem agent orchestration
• you want a model-free coordination loop so scheduling is deterministic

When to avoid

• you need a single-agent assistant rather than a multi-agent orchestrator
• you want the model itself to make coordination and routing decisions
• you need a fully stable tool - it is beta software built by a solo maintainer
• you prefer in-process plugin extensibility over subprocess-isolated adapters

Facets

cli-tool · maturity active

agent-framework workflow-automation developer-tools cli version-control security scheduling developer-tools large-language-models version-control security python cli self-hosted cross-platform agent-orchestrator deterministic-replay git-worktree audit-trail hmac-audit-log air-gap parallel-agents cli-coding-agents provenance reproducibility mcp-server multi-agent beta-software ai-agents automation linux macos docker

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markdown · JSON · MCP: product_card(name="sipyourdrink-ltd/bernstein")