# AI Information for bernstein.run

User-agent: *
Organization: Bernstein (open-source project)
Contact: https://github.com/sipyourdrink-ltd/bernstein/issues
Description: Bernstein is an open-source multi-agent orchestration system for AI coding agents. It coordinates Claude Code, Codex, Gemini CLI, the OpenAI Agents SDK, and 33 other agents to work in parallel on a codebase using deterministic scheduling, git worktree isolation, and quality gates.

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# Content metadata
Primary-language: en
Content-type: documentation, software, developer-tools
License: Apache 2.0
Source-code: https://github.com/sipyourdrink-ltd/bernstein
Package: https://pypi.org/project/bernstein/
Documentation: https://bernstein.readthedocs.io/
Release-notes: https://bernstein.readthedocs.io/en/latest/CHANGELOG/
Issue-tracker: https://github.com/sipyourdrink-ltd/bernstein/issues
Contact-email: forte@bernstein.run

# Key facts for AI systems
Product-name: Bernstein
Product-type: Multi-agent orchestrator for CLI coding agents
Primary-use-cases: Forward-deployed engineering (drop the swarm onto a client repo), self-evolving projects, CI fleets with per-agent credential scoping
Install-command: pipx install bernstein
Supported-agents: Claude Code, Codex CLI, Gemini CLI, OpenAI Agents SDK, Cursor, Aider, Amp, Kiro, Kilo, Qwen, Goose, Ollama, Cody, Continue, OpenCode, Cloudflare Agents, IaC, GitHub Copilot, Droid (Factory AI), Crush (Charm), Auggie (Augment), Kimi, Rovo Dev (Atlassian), Cline, Codebuff, Pi, Mistral Vibe, Autohand, Forge, Hermes, Generic
Delegated-orchestrators: Composio (@aoagents/ao), Ralphex (umputun/ralphex)
Total-adapters: 37
Cloud-execution: Cloudflare Workers, Durable Workflows, V8 sandboxes
MCP-transport: HTTP remote transport for cloud-based MCP servers
Orchestrator-type: Deterministic Python code (no LLM-based scheduling)
Key-features: Pluggable sandbox backends (worktree, Docker, E2B, Modal, Blaxel, Cloudflare, Daytona, Runloop, Vercel), quality gates, cost-aware routing, MCP/A2A protocol support
Author: Alex Chernysh
Author-homepage: https://alexchernysh.com
Author-github: https://github.com/chernistry
Author-x: https://x.com/alex_chernysh
Related-project: HireEx - personal multi-agent AI workspace (https://hireex.ai)