React Agent

Configurations (Graphs)

graph - Basic graph configuration without CCRS-specific nodes.

graph_ccrs - Graph configuration with CCRS-specific nodes.

Run

Can be run either via the commandline tool or the notebook.

Notebook

Notebook

Commandline tool

python main.py --graph-name graph_ccrs --agent-name "CCRSAgent" --log-level "DEBUG"

Options

--agent-name            (default: "React")

--log-level             Logging level (default: "INFO")

--run-mode              sync or async (default: "sync")

--graph-name            (default: "graph")

--langchain-project     (default: "react")

--llm-model             (default: "gpt-5-mini")

--llm-temperature       (default: 1.0)

--query                 (default: Maze Prompt)

References

• Google Gemini LangGraph Example

"LangGraph provides a convenient helper, add_messages, for updating message lists in the state. It functions as a reducer, meaning it takes the current list and new messages, then returns a combined list. It smartly handles updates by message ID and defaults to an "append-only" behavior for new, unique messages."

• LangGraph Documentation