5.4 KiB
LangGraph CLI
The LangGraph CLI includes commands to build and run a LangGraph Cloud API server locally in Docker. For development and testing, use the CLI to deploy a local API server.
Installation
- Ensure that Docker is installed (e.g.
docker --version). - Install the
langgraph-cliPython package (e.g.pip install langgraph-cli). - Run the command
langgraph --helpto confirm that the CLI is installed.
Configuration File
The LangGraph CLI requires a JSON configuration file with the following keys:
| Key | Description |
|---|---|
dependencies |
Required. Array of dependencies for LangGraph Cloud API server. Dependencies can be one of the following: (1) ".", which will look for local Python packages, (2) pyproject.toml, setup.py or requirements.txt in the app directory "./local_package", or (3) a package name. |
graphs |
Required. Mapping from graph ID to path where the compiled graph or a function that makes a graph is defined. Example:
|
env |
Path to .env file or a mapping from environment variable to its value. |
python_version |
3.11 or 3.12. Defaults to 3.11. |
pip_config_file |
Path to pip config file. |
dockerfile_lines |
Array of additional lines to add to Dockerfile following the import from parent image. |
Note
The LangGraph CLI defaults to using the configuration file langgraph.json in the current directory.
Example:
{
"dependencies": [
"langchain_openai",
"./your_package"
],
"graphs": {
"my_graph_id": "./your_package/your_file.py:variable"
},
"env": "./.env"
}
Example:
{
"python_version": "3.11",
"dependencies": [
"langchain_openai",
"."
],
"graphs": {
"my_graph_id": "./your_package/your_file.py:make_graph"
},
"env": {
"OPENAI_API_KEY": "secret-key"
}
}
Commands
The base command for the LangGraph CLI is langgraph.
Usage
langgraph [OPTIONS] COMMAND [ARGS]
build
Build LangGraph Cloud API server Docker image.
Usage
langgraph build [OPTIONS]
Options
| Option | Default | Description |
|---|---|---|
--platform TEXT |
Target platform(s) to build the Docker image for. Example: langgraph build --platform linux/amd64,linux/arm64 |
|
-t, --tag TEXT |
Required. Tag for the Docker image. Example: langgraph build -t my-image |
|
--pull / --no-pull |
--pull |
Build with latest remote Docker image. Use --no-pull for running the LangGraph Cloud API server with locally built images. |
-c, --config FILE |
langgraph.json |
Path to configuration file declaring dependencies, graphs and environment variables. |
--help |
Display command documentation. |
up
Start langgraph API server. For local testing, requires a LangSmith API key with access to LangGraph Cloud closed beta. Requires a license key for production use.
Usage
langgraph up [OPTIONS]
Options
| Option | Default | Description |
|---|---|---|
--wait |
Wait for services to start before returning. Implies --detach | |
--postgres-uri TEXT |
Local database | Postgres URI to use for the database. |
--watch |
Restart on file changes | |
--debugger-base-url TEXT |
http://127.0.0.1:[PORT] |
URL used by the debugger to access LangGraph API. |
--debugger-port INTEGER |
Pull the debugger image locally and serve the UI on specified port | |
--verbose |
Show more output from the server logs. | |
-c, --config FILE |
langgraph.json |
Path to configuration file declaring dependencies, graphs and environment variables. |
-d, --docker-compose FILE |
Path to docker-compose.yml file with additional services to launch. | |
-p, --port INTEGER |
8123 |
Port to expose. Example: langgraph test --port 8000 |
--pull / --no-pull |
pull |
Pull latest images. Use --no-pull for running the server with locally-built images. Example: langgraph up --no-pull |
--recreate / --no-recreate |
no-recreate |
Recreate containers even if their configuration and image haven't changed |
--help |
Display command documentation. |
test
Test your LangGraph in the cloud. The only function you can call from the SDK after testing your graph is client.runs.stream(thread_id=None, ...)
Usage
langgraph test [OPTIONS]
Options
| Option | Default | Description |
|---|---|---|
--verbose |
Show more output from the server logs. | |
-c, --config FILE |
langgraph.json |
Path to configuration file declaring dependencies, graphs and environment variables. |
-p, --port INTEGER |
8123 |
Port to expose. Example: langgraph test --port 8000 |
--pull / --no-pull |
pull |
Pull latest images. Use --no-pull for running the server with locally-built images. Example: langgraph up --no-pull |
--help |
Display command documentation. |