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MCP MCP server · io.github.sipyourdrink-ltd

io.github.sipyourdrink-ltd/bernstein

The open-source governance layer for AI agents. Byte-identical run receipts, 40+ adapters, air-gap.

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Bernstein is an open-source governance layer for AI agents, distributed as an MCP server over stdio. It orchestrates multiple CLI coding agents through YAML-declared runs with phases, roles, and dependencies, and records byte-identical run receipts for audit.

Reach for it when you need deterministic, auditable orchestration of a crew of coding agents rather than running them ad hoc.

Use it to

  • Declare multi-phase agent runs in YAML and execute them deterministically
  • Enable audit mode and verify recorded run receipts
  • Automate PRs, schedules, and chat bridges via operator commands
  • Mark issues as open to volunteer compute for account-free contribution
  • Run in an air-gapped environment

For Teams orchestrating multiple CLI coding agents

Runs
installed — on your machine
Transport
stdio
Packaged as
pypi:bernstein, oci:ghcr.io/sipyourdrink-ltd/bernstein:3.19.2
Install
uvx bernstein
Version
3.19.2
Last release
2026-09-10
topicsagent-orchestrationgovernanceauditmcp-servercli-agentsyaml