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Alternatives and Comparisons

OptionBest when
This frameworkYou need its state, tools, and orchestration.
Plain scriptThe process is deterministic and testable.
ChatbotThe task is explanation and conversation.
Another agent frameworkIts abstraction better matches the team.

A tool is a good fit when the team can debug its failures. Scripts fail with logs. Chatbots produce weak answers. Terminal agents can change files. Multi-agent workflows can hide which step introduced the problem.

OptionGood fit
SwarmsPython multi-agent orchestration.
LangGraphGraph-first stateful workflows.
CrewAI-style toolsRole/task metaphors.
Custom scriptsDeterministic process.

Use deterministic code for stable parts, an agent framework for ambiguous reasoning, and manual approval where publication, money, accounts, or production systems are involved.