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|**Purpose**| Orchestrate multi-agent workflows end-to-end | Connect single LLM to external tools/data |
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|**Best For**| Production multi-agent applications that need reliability | Extending LLM capabilities with APIs and databases |
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|**Planning**| AI dynamically generates execution plans | Developer defines available tools |
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|**Execution**| Stateful workflow coordination with recovery | Direct tool calls via LLM |
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|**State Management**| Persistent orchestration state with audit logs | Stateless request/response |
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|**Error Handling**| Automatic retries, compensation, and rollback | Tool returns error to LLM |
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|**Complexity**| Full workflow orchestration platform | Simple integration protocol |
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|**When to Use**| Building production AI systems with multiple agents | Building AI assistants, enhancing single agents |
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### Real-World Examples
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**Use MCP when:**
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- Adding web search to your Claude chatbot
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- Connecting an LLM to your company's database
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- Building a research assistant that needs multiple data sources
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**Use Orra when:**
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- Orchestrating fraud detection agent pipelines without writing custom abort/retry logic or state management
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- Building incident response agent workflows without implementing failure recovery or escalation infrastructure
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- Creating e-commerce agent workflows without building compensation logic or transaction coordination
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### Can They Work Together?
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Yes! MCP handles the "how do I connect to systems" while orra handles the "how do I coordinate complex workflows." You might use MCP to expose individual agent capabilities, then use Orra to orchestrate those agents in production workflows.
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## Guides
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-[From Fragile to Production-Ready Multi-Agent App](https://github.com/orra-dev/agent-fragile-to-prod-guide)
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