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API LangGraph Parity
Devrajsinh Gohil edited this page Aug 30, 2026
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AgentMesh guarantees 100% parity across core LangGraph execution primitives:
| LangGraph API Feature | AgentMesh Support | Parity Verification Test |
|---|---|---|
| TypedDict Annotated Reducers | Full | tests/test_langgraph_parity.py::test_annotated_channel_reducers |
| Multi-Target Conditional Fan-Out | Full | tests/test_langgraph_parity.py::test_multi_target_conditional_fanout |
Send(node, arg) Dynamic Map-Reduce |
Full | tests/test_langgraph_parity.py::test_send_dynamic_map_reduce |
Command(goto=..., update=...) |
Full | tests/test_langgraph_parity.py::test_command_goto_and_update |
| Nested Subgraphs | Full | tests/test_langgraph_parity.py::test_nested_subgraphs |
Async & Streaming (ainvoke, stream) |
Full | tests/test_langgraph_parity.py::test_async_and_streaming |
| Cyclic Reflection Loops | Full | tests/test_real_langgraph_loop.py |
| State Checkpointing | Full | tests/test_langgraph_parity.py |
Getting Started
How-To Guides
- Compile a Graph
- Annotated Reducers
- Parallel Fanout
- Send() Map-Reduce
- Command() Routing
- Nested Subgraphs
- Async & Streaming
- Checkpointing & State
- Financial Swarm Example
Architecture
- System Overview
- C++ Engine Internals
- O(1) Scheduler
- Dual-Tier Graph
- Persistence & WAL
- Zero-Copy Pybind Bridge
- SOLID Design Principles
API Reference
Benchmarks
Contributing