bernstein
★ 516
vs
dagu
★ 3.4k
bernstein vs dagu
bernstein: Bernstein is a declarative agent orchestration tool that takes a goal, decomposes it into tasks, runs multiple AI coding agents in parallel, verifies outputs, and commits the results. It supports multiple CLI agents (Claude Code, Codex, etc.) and is provider-agnostic.; dagu: Dagu is a local-first, self-hosted control plane designed for existing operations automation and AI agent workflows. It allows defining complex pipelines in simple declarative YAML, executing them anywhere with a single binary, and distributing tasks across workers. It comes with a built-in Web UI for debugging and monitoring, eliminating the need for external databases or message brokers.
01
TL;DR
Choose bernstein if…Automating code generation and refactoring for engineering teams
Choose dagu if…ETL and data operations: Turn data extraction scripts, SQL queries, dbt commands, and data-processing runbooks into observable pipelines.
02
Side-by-Side Comparison
03
Features
bernstein01Declarative orchestration with YAML
02Multi-agent parallel execution
03Built-in verification (janitor)
04Provider-agnostic (multiple CLI agents)
05Self-evolution capability
dagu01Local-first and self-hosted with a single binary
02Language-agnostic workflow definition (YAML for shell, Docker, K8s, etc.)
03Built-in Web UI for observability and debugging
04Integrated AI agent support (via MCP server, harness)
05Built-in secret management and human-in-the-loop approvals
04
Use Cases
bernstein↳Automating code generation and refactoring for engineering teams
↳Running CI autofix pipelines
↳Multi-model collaborative coding
dagu↳ETL and data operations: Turn data extraction scripts, SQL queries, dbt commands, and data-processing runbooks into observable pipelines.
↳Cron and legacy script management: Transform complex, interdependent jobs into maintainable DAGs with a UI, automatic logging, retries, and notifications.
↳Container and Kubernetes workflows: Run Docker containers and Kubernetes Jobs as steps in workflows without building a custom control plane.
05
Best For
bernsteinMulti-AgentWorkflow Automation
daguWorkflow AutomationDev Tooling
FAQ
FAQ
What is the difference between bernstein and dagu?
Both bernstein and dagu are in the Multi-Agent category. bernstein has 516 stars, while dagu has 3.4k stars.
Which is better, bernstein or dagu?
The best choice depends on your use case. Choose bernstein if Automating code generation and refactoring for engineering teams, and dagu if ETL and data operations: Turn data extraction scripts, SQL queries, dbt commands, and data-processing runbooks into observable pipelines..
Is bernstein free or open source?
Yes, bernstein is open source on GitHub (Apache-2.0).
Is dagu free or open source?
Yes, dagu is open source on GitHub (GPL-3.0).
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