explaingit

fullive-ai/anima

Analysis updated 2026-05-18

389PythonAudience · vibe coderComplexity · 3/5LicenseSetup · moderate

TLDR

Anima is a local smart home operating system that connects your devices to an AI brain, letting them learn preferences and make decisions instead of just responding to commands.

Mindmap

mindmap
  root((anima))
    What it does
      Local smart home AI
      Learns preferences
      Coordinates devices
      Custom skill creation
    Tech stack
      Python
      REST API
      OpenAI compatible
    Use cases
      Device automation
      Multi device coordination
      Custom skills
    Audience
      Smart home hobbyists
      Vibe coders
      Xiaomi device owners

Code map

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What do people build with it?

USE CASE 1

Automate smart home devices to make decisions based on learned preferences rather than fixed rules.

USE CASE 2

Coordinate multiple Xiaomi Mi Home devices together, like humidifiers and air conditioners, through one AI brain.

USE CASE 3

Generate a custom skill for a new device type from a plain-language description.

What is it built with?

PythonREST APIOpenAI-compatible API

How does it compare?

fullive-ai/animas-sigdel/vimhjklhidream-ai/hidream-o1-image
Stars389388385
LanguagePythonPythonPython
Setup difficultymoderateeasymoderate
Complexity3/52/53/5
Audiencevibe coderdeveloperdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · moderate Time to first run · 1h+

Requires Python 3.11+ and an OpenAI-compatible AI service, currently only supports Xiaomi Mi Home and MIoT devices.

Apache 2.0 license, use freely for any purpose including commercial use, with attribution and patent protections.

In plain English

Anima is an open-source system that tries to give your smart home devices genuine intelligence rather than just remote control. Most connected devices, even the expensive ones, sit passively waiting for commands. Anima runs on your local network as a kind of operating system for hardware, connecting your devices to an AI that can read the environment, understand what you prefer, and make decisions on its own. The name comes from the Latin word for "soul." The system has four main parts working together. The Brain is a central decision layer powered by any OpenAI-compatible AI service, including local models. It reads device state, your past preferences, and what the environment looks like right now, then figures out what to do. Skills are packages of domain knowledge for specific device types: the humidifier skill understands seasonal humidity ranges and how the humidifier should interact with your air conditioner, the lights skill can follow natural daylight patterns over the course of a day. Memory is where Anima stores what it has learned about your habits over time, so decisions get better as the system runs. Adapters handle the actual communication with real hardware. Anima currently supports Xiaomi Mi Home and MIoT devices. You can log in once via QR code and it automatically discovers your devices on the local network without you manually entering IP addresses or digging for device tokens. Other hardware protocols are planned but not yet included. Built-in skills cover lights, humidifiers, air conditioners, air purifiers, and speakers, plus a coordinator skill for decisions that involve multiple devices at once. There is also a skill creator that can generate a new custom skill from a plain-language description of what you want a device to do. You can add your own skills in a dedicated folder. The system includes a web dashboard for monitoring and control, a REST API for building on top of it, and a command-line tool. It requires Python 3.11 or newer. The project is Apache-licensed and open to community contributions for adding new hardware adapters and skills.

Copy-paste prompts

Prompt 1
Explain how Anima's Brain, Skills, Memory, and Adapters components work together to control a smart humidifier.
Prompt 2
Write a custom Anima skill description for coordinating a fan and air conditioner based on room temperature.
Prompt 3
How do I connect Anima to my Xiaomi Mi Home devices using the QR code login and automatic discovery?
Prompt 4
What would Anima's REST API request look like to check the current state of a connected light?

Frequently asked questions

What is anima?

Anima is a local smart home operating system that connects your devices to an AI brain, letting them learn preferences and make decisions instead of just responding to commands.

What language is anima written in?

Mainly Python. The stack also includes Python, REST API, OpenAI-compatible API.

What license does anima use?

Apache 2.0 license, use freely for any purpose including commercial use, with attribution and patent protections.

How hard is anima to set up?

Setup difficulty is rated moderate, with roughly 1h+ to a first successful run.

Who is anima for?

Mainly vibe coder.

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