Python API

The Dimos class is the main entry point for using DimOS from Python. There are two modes:

Local — Dimos() creates and runs modules in the current process.
Remote — Dimos.connect() connects to an already-running instance.

Local mode

(Remember to source .env.)

skip session=dimos_local

from dimos import Dimos

app = Dimos(n_workers=8)

# Run a blueprint by name.
app.run("unitree-go2-agentic")

# Call skills.
app.skills.relative_move(forward=2.0)

# List all available skills.
print(app.skills)

# Access a module directly.
app.ReplanningAStarPlanner

# Add another module dynamically.
from dimos.robot.unitree.keyboard_teleop import KeyboardTeleop
app.run(KeyboardTeleop)

# Or start it by name. No need for importing.
app.run("keyboard-teleop")  # This will say `KeyboardTeleop is already deployed`

# Stop everything.
app.stop()

RPC calls

Modules can define @rpc methods which you can call. Here’s an example:

skip

from dimos.msgs.geometry_msgs.Twist import Twist
# Rotate right.
app.GO2Connection.move(Twist(linear=(0, 0, 0), angular=(0, 0, -1)), duration=0.05)
# Move forward.
app.GO2Connection.move(Twist(linear=(1, 0, 0), angular=(0, 0, 0)), duration=0.05)

Discovering modules and RPCs

Discovery works in both local and remote mode:

skip

# Live structured records for exact deployed instances.
app.list_modules()

# Resolve an exact instance name.
camera = app.get_module("robot0/camera")

# A class name also works when exactly one instance has that class.
planner = app.get_module("ReplanningAStarPlanner")

# Discover every advertised RPC, or filter by a name or proxy.
app.list_rpcs()
app.list_rpcs(camera)

# Describe proxies or a fully qualified RPC name.
app.describe(camera)
app.describe(camera.start)
app.describe("robot0/camera.start")

Each discovery call refreshes coordinator descriptors, so newly loaded modules appear without a refresh step. Module records include instance_name, class_name, qualified_path, documentation, and RPC records. RPC records include their module instance, parameters, return type, documentation, and signature when the module class can be imported locally. If multiple instances share a class, class-name lookup raises an ambiguity error that lists their exact instance names. RPC strings passed to describe() must be qualified as module.rpc. RPC proxies preserve the local method signature and docstring for standard Python inspection:

skip

import inspect

move = app.get_module("GO2Connection").move
print(inspect.signature(move))
help(move)

When the client cannot import the deployed module class, advertised RPC names remain callable, but unavailable parameter and documentation metadata is reported as unknown.

Peeking streams

peek_stream(name, timeout) pulls the next message from any running module’s stream. Useful for quick inspection without writing a subscriber:

skip

# Grab the image.
img = app.peek_stream("color_image", 1.0)

# Display it in a window.
import cv2
cv2.imshow("color_image", img.data)
cv2.waitKey(0)

Remote mode

Start a coordinator first (via CLI or another script), then connect to it:

dimos run unitree-go2-agentic

skip

from dimos import Dimos

app = Dimos.connect()

# Everything works the same as local mode
print(app)                     # <Dimos(remote=True, modules=[...])>
print(app.skills)              # list all skills
app.skills.relative_move(forward=2.0)
app.stop()  # closes the connection (does NOT stop the remote process)

Dimos.connect() probes the coordinator on the configured transport bus. It does not require a CLI run-registry entry, so it also attaches to ModuleCoordinator.build(...).loop() launched directly from Python. DimOS supports one coordinator per bus; configure the transport bus consistently to connect across processes or hosts. run() and restart() also work against a daemon:

skip

app = Dimos.connect()

app.run("keyboard-teleop")       # add a module by registry name
app.run(SomeModule)               # or by Module class
app.restart(SomeModule)           # hot-restart it on the daemon

Strings and registered Module classes take a name-based fast path. Other Module classes and Blueprint objects are pickled and unpickled on the daemon, so their module classes must be importable there and all kwargs must be picklable.

Limitations

stop() on a connected instance closes the LCM connection but does not terminate the remote process. Use dimos stop for that.

Restarting modules

In local mode, you can hot-restart a module:

skip

from dimos.agents.mcp.mcp_server import McpServer

app.restart(McpServer)

You can use this in development. You can write a module, load it, gather feedback from running it, change the code, and restart the module to see if it has improved.

What needs a daemon restart

Hot-restart (app.restart(MyModule)) reloads the module’s source, so the body of start(), handlers, and @rpc methods all pick up changes. But the following require a full daemon restart (dimos stop then dimos run ...):

Adding or removing In[T] / Out[T] stream declarations on any module (autoconnect wiring is computed at coordinator build time).
Adding or removing module-ref / Spec declarations (_thing: SomeSpec).
Changing the blueprint’s set of modules.

If you find yourself needing data from an existing module that isn’t on its Out streams, the canonical fix is to add an Out[T] to that module and restart the daemon — don’t spin up a parallel connection to the underlying hardware.

Operational gotchas

--daemon does not detach right away. Background it with & or nohup if you want the terminal back.
dimos stop reads its target from a registry under $XDG_STATE_HOME/dimos/runs. If the registry file is removed but the process is alive, dimos stop won’t see it — kill the PID directly (find it with ps aux | grep "dimos.*--daemon").
load_blueprint over LCM has a 120s RPC timeout. If it raises TimeoutError after that long, the module may still have been deployed and started — check the daemon log for the Deployed module entry before assuming failure.

Getting Started

Installation

Usage

Capabilities

Platforms

Development

Local mode

RPC calls

Discovering modules and RPCs

Peeking streams

Remote mode

Limitations

Restarting modules

What needs a daemon restart

Operational gotchas

​Local mode

​RPC calls

​Discovering modules and RPCs

​Peeking streams

​Remote mode

​Limitations

​Restarting modules

​What needs a daemon restart

​Operational gotchas

Local mode

RPC calls

Discovering modules and RPCs

Peeking streams

Remote mode

Limitations

Restarting modules

What needs a daemon restart

Operational gotchas