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107107
108108## How it compares
109109
110- | | Bernstein | CrewAI | AutoGen | LangGraph |
111- | ---| ---| ---| ---| ---|
110+ | Feature | Bernstein | CrewAI | AutoGen | LangGraph |
111+ | --------- | ----------- | -------- | --------- | -------- ---|
112112| Orchestrator | Deterministic code | LLM-driven | LLM-driven | Graph + LLM |
113113| Works with | Any CLI agent (18+) | Python SDK classes | Python agents | LangChain nodes |
114114| Git isolation | Worktrees per agent | No | No | No |
115115| Verification | Janitor + quality gates | No | No | Conditional edges |
116116| Cost tracking | Built-in | No | No | No |
117117| State model | File-based (.sdd/) | In-memory | In-memory | Checkpointer |
118118| Self-evolution | Built-in | No | No | No |
119-
120- [ Full comparison pages] ( docs/compare/README.md ) with detailed feature matrices.
119+ | Declarative plans (YAML) | Yes | Partial | No | Yes |
120+ | Model routing per task | Yes | No | No | Manual |
121+ | MCP support | Yes | No | No | No |
122+ | Agent-to-agent chat | No | Yes | Yes | No |
123+ | Web UI | No | Yes | Yes | Partial |
124+ | Cloud hosted option | No | Yes | No | Yes |
125+ | Built-in RAG/retrieval | No | Yes | Yes | Yes |
126+
127+ * Last verified: 2026-04-07. See [ full comparison pages] ( docs/compare/README.md ) for detailed feature matrices.*
121128
122129## Monitoring
123130
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