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Bernstein.

Run multiple AI coding agents in parallel on your codebase. Deterministic scheduling. Quality gates.

bernstein.run
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Bernstein. is a ai & ml tool listed on CodeTrendy, available at bernstein.run. Built with Python and Next.js. Added in 2026. Run multiple AI coding agents in parallel on your codebase. Deterministic scheduling. Quality gates.

Bernstein is a deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ more). It runs them in parallel, gates what they produce, and records enough of the run that you can check it afterwards. Air-gap install profile included. Apache-2.0. Status: beta. https://bernstein.run at a glance Four things set it apart; everything after is detail. No LLM in the...

Category
AI & ML
Domain
bernstein.run
Added
Tech
Python, Next.js
Domain Rating
DR 27

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About Bernstein.

Bernstein is a deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ more). It runs them in parallel, gates what they produce, and records enough of the run that you can check it afterwards. Air-gap install profile included. Apache-2.0. Status: beta. https://bernstein.run

at a glance

Four things set it apart; everything after is detail.

  • No LLM in the coordination loop. Scheduling is plain Python, so a run is reproducible end to end. Replay yesterday's plan and get yesterday's task graph.

  • Checkable after the fact. The replay journal records every run, and the always-on lineage spine records every lineage-bearing step; the opt-in HMAC-chained audit log (BERNSTEIN_AUDIT=1) adds receipts you verify offline. Non-determinism surfaces as a hash mismatch at the exact step, not a flaky re-run. Non-code deliverables get the same treatment: a task can declare an artifact contract (report, dataset, action log, ops result) and completes on a signed lineage receipt rather than a git commit.

  • Isolated by construction. Each coding task gets its own git worktree behind merge gates; artifact-mode tasks get a working directory under .sdd/workspaces/. Agents share no mutable workspace by default; the only shared state is the task backlog, which is claimed atomically. Stricter filesystem enforcement is opt-in, from the sandbox backends. Disable worktrees and every task runs in the shared checkout.

  • Broad and local. 40+ CLI agent adapters plus a generic --prompt wrapper, file-based state, no SaaS hop, no third-party data plane.

The full list is on the capabilities page; the feature matrix is the exhaustive index.

install in 30 seconds

uv tool install bernstein # or: pipx install bernstein
bernstein init
bernstein doctor # checks a CLI agent is installed and authenticated
bernstein -g "fix the failing test in tests/test_foo.py"

pipx, pip, brew, dnf, npm, and Docker are covered in the install guide; the air-gapped wheelhouse has its own air-gap guide.

Reviews

Reviews

5.0(3)
S

Sam Chen

3mo ago

Really enjoying Bernstein.

Bernstein: Multi-Agent Orchestration for CLI Coding Agents: Open-source orchestrator for parallel AI coding agents. Run Claude Code, Codex, Gemini CLI. I've been using this for a bit and really appreciate how well it's put together. The interface is clean and it does exactly what it promises. Nice work by the team.

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chernistry
chernistryFounder3mo ago

Thanks Sam. Solo project, no team. Interface comes from being the only user for the first three months - anything rough survived me, so please open an issue.

C

Casey Nguyen

23d ago

Parallel agent loop without the chaos

Tried running Aider and Cursor at the same time on a codebase and nearly broke main. Bernstein actually schedules and gates them. The 18 adapters mean I keep my own agents in the rotation.

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R

Riley Cooper

1mo ago

One command, three agents, no merge fight

Spun up Cursor and two adapters on the same repo. Deterministic scheduling actually means something here.

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