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Reminix adapter for LangGraph - serve agents as REST APIs

Project description

reminix-langgraph

Reminix Runtime adapter for LangGraph. Serve any LangGraph agent as a REST API.

Ready to go live? Deploy to Reminix Cloud for zero-config hosting, or self-host on your own infrastructure.

Installation

pip install reminix-langgraph

This will also install reminix-runtime as a dependency.

Quick Start

from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI
from reminix_langgraph import serve_agent

llm = ChatOpenAI(model="gpt-4o")
graph = create_react_agent(llm, tools=[])
serve_agent(graph, name="my-agent", port=8080)

For more flexibility (e.g., serving multiple agents), use wrap_agent and serve separately:

from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI
from reminix_langgraph import wrap_agent
from reminix_runtime import serve

llm = ChatOpenAI(model="gpt-4o")
graph = create_react_agent(llm, tools=[])
agent = wrap_agent(graph, name="my-agent")
serve(agents=[agent], port=8080)

Your agent is now available at:

  • POST /agents/my-agent/invoke - Stateless invocation
  • POST /agents/my-agent/chat - Conversational chat

API Reference

serve_agent(graph, name, port, host)

Wrap a LangGraph graph and serve it immediately. Combines wrap_agent and serve for single-agent setups.

Parameter Type Default Description
graph CompiledGraph required A LangGraph compiled graph
name str "langgraph-agent" Name for the agent (used in URL path)
port int 8080 Port to serve on
host str "0.0.0.0" Host to bind to

wrap_agent(graph, name)

Wrap a LangGraph compiled graph for use with Reminix Runtime. Use this with serve from reminix_runtime for multi-agent setups.

Parameter Type Default Description
graph CompiledGraph required A LangGraph compiled graph
name str "langgraph-agent" Name for the agent (used in URL path)

Returns: LangGraphAdapter - A Reminix adapter instance

How It Works

LangGraph uses a state-based approach. The adapter:

  1. Converts incoming messages to LangChain message format
  2. Invokes the graph with {"messages": [...]}
  3. Extracts the last AI message from the response
  4. Returns it in the Reminix response format

Endpoint Input/Output Formats

POST /agents/{name}/invoke

Stateless invocation. Input is passed directly to the graph.

Request:

{
  "input": {
    "messages": [
      {"role": "user", "content": "Hello!"}
    ]
  }
}

Response:

{
  "output": "Hello! How can I help you today?"
}

POST /agents/{name}/chat

Conversational chat with message history.

Request:

{
  "messages": [
    {"role": "user", "content": "What is the capital of France?"}
  ]
}

Response:

{
  "output": "The capital of France is Paris.",
  "messages": [
    {"role": "user", "content": "What is the capital of France?"},
    {"role": "assistant", "content": "The capital of France is Paris."}
  ]
}

Runtime Documentation

For information about the server, endpoints, request/response formats, and more, see the reminix-runtime package.

Deployment

Ready to go live?

Links

License

Apache-2.0

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