Bernstein Multi Agent Orchestration
Orchestrates multiple AI coding agents declaratively to automate software development workflows for engineering teams.
Overview
🧩 Bernstein: Control Plane for AI Coding Agents
"Automate development like Kubernetes automates containers."
🚀 Overview
Bernstein is a modern control plane for orchestrating AI coding agents—much like how Kubernetes manages containers. Simply define your high-level development goal, and Bernstein will:
- Decompose the objective into smaller tasks.
- Assign those tasks in parallel to multiple AI agents running within isolated worktrees.
- Verify all outputs using a specialized janitor agent that checks code correctness, runs tests, and prevents regressions.
This results in reliable, thoroughly tested code and a clean, linear Git history—without lock-in to any specific agent vendor.
✨ Key Features
-
Declarative YAML Orchestration
- Define complex dev tasks and workflows with simple configs.
-
Parallel Agent Execution
- Run multiple AI agents (e.g., Claude Code, Codex CLI, Gemini CLI) across providers simultaneously.
-
Automated Output Verification
- Every result is checked by a dedicated janitor agent for code quality and test passing.
-
Vendor-Agnostic & Portable
- Prompts, workflows, and commands remain portable between different AI agent providers.
-
Continuous Self-Improvement
- Bernstein can auto-tune agent performance, refine prompts, and evolve routing logic.
💡 Use Cases
-
Automate Complex Dev Workflows
- Implement new features, refactor code, or generate API docs—starting from a single goal description.
-
Seamless CI/CD Integration
- Embed AI-driven code generation, testing, and repairs directly into your pipelines—enable zero-touch, unattended operations.
-
Feedback-Driven Optimization
- Continuously enhance agent coordination and output through automated feedback loops.
🛠️ Example Bernstein Workflow
goal: "Add OAuth2 support to user authentication module"
agents:
- provider: ClaudeCode
- provider: CodexCLI
janitor:
runs: ["pytest", "eslint"]
Bernstein brings AI agent orchestration and automation to the heart of your software development process.
Server Config
{
"mcpServers": {
"bernstein": {
"command": "bernstein",
"args": [
"mcp"
]
}
}
}Project Info
Created At
2 months agoUpdated At
2 months agoAuthor Name
Alex ChernyshStar
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