Orchestrate multi-agent workflows declaratively for engineering teams. Define agent roles, tasks, and dependencies in configuration, then execute coordinated automation without writing glue code.
io.github.chernistry/bernstein
Local install
STDIO
No auth required
How models use it and what it is built for.
Orchestrate multi-agent workflows declaratively for engineering teams. Define agent roles, tasks, and dependencies in configuration, then execute coordinated automation without writing glue code.
Local install — runs as a subprocess.
Where to find authoritative docs and source for Chernistry Bernstein.
Paste any of these into Agent Studio after connecting Chernistry Bernstein.
Common questions about connecting and running Chernistry Bernstein.
What is Bernstein and who should use it?
Bernstein is a declarative agent orchestration tool designed for engineering teams to coordinate multi-agent workflows. Instead of writing custom orchestration code, you define agents, roles, and task dependencies in configuration, then execute them as a coordinated system.
How do I install and get started with Bernstein?
Install via `uvx bernstein@1.5.0`. The server runs over stdio transport, so you can integrate it into your MCP-compatible chat or automation tool. Refer to the project documentation for schema and configuration examples.
What transport does Bernstein use?
Bernstein uses stdio transport, meaning it communicates via standard input/output streams. This makes it compatible with MCP clients and allows easy integration into existing development environments and CI/CD pipelines.
Can I run agents in parallel or only sequentially?
Bernstein supports declarative task ordering, which means you can define both sequential and parallel execution patterns. The exact syntax and capabilities depend on your workflow configuration—check the project docs for dependency and concurrency options.
Is there a cost or licensing requirement?
Bernstein is available as an open-source package installable via `uvx`. No additional licensing or subscription is mentioned in the registry metadata; refer to the project repository for full license details.
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