GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026
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Decision brief
Bernstein is an open-source framework for governing and orchestrating AI agents, allowing users to write rules declaratively and enforce them with verifiable and replayable records.
Good fit when
- When you need a framework that supports the governance and orchestration of AI agents with a focus on verifiable and replayable records.
- If your project requires deterministic replay and reproducibility of AI agent actions, ensuring compliance and auditability.
Avoid when
- If your project does not require the level of governance and auditability that Bernstein provides, and simpler orchestration tools would suffice.
- When working in environments where the overhead of maintaining verifiable and replayable records is not necessary or feasible.
Observed Sep 18, 2026 · Source: enrich:decision_facts
Verify the decision
Maintenance and security
Full trust report- Maintenance
- Very active (0d since push)
- As of Sep 18, 2026
- Provenance
- Not a fork · Organization account
- As of Sep 18, 2026
- Security (OSV)
- 1 medium, 1 low (1 medium, 1 low)
- As of Sep 18, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install bernsteinSimilar tools
Same-category neighbours. No typed graph edges are catalogued for this tool yet.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
Bernstein is an open-source framework for governing and orchestrating AI agents, enabling users to write rules declaratively and enforce them with verifiable and replayable records.
Capability facts
- Deploy
- Self-host
Source: dockerfile:Dockerfile · Sep 18, 2026
- Docker
- Dockerfile present
Source: dockerfile:Dockerfile · Sep 18, 2026
- CLI
- CLI entrypoint
Source: pyproject.toml:[project.scripts] · Sep 18, 2026
- MCP server
- No MCP server detected
Source: repo_scan · Sep 18, 2026
- Languages
- python
Source: github.language+pyproject.toml · Sep 18, 2026
Categories
Tags
README
install in 30 seconds pipx, pip, brew, dnf, npm, and Docker are covered in the install guide; the air gapped wheelhouse has its own air gap guide. <img alt="A real bernstein demo run: mock agents fix four seeded bugs, ending on the run's signed receipt verifying offline" src="htt...
For agents
This page has a .md twin and JSON over the API.