--- title: "habitat-lab vs adk-python" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/facebookresearch-habitat-lab-vs-google-adk-python" tools: ["facebookresearch-habitat-lab", "google-adk-python"] --- # habitat-lab vs adk-python *GraphCanon updated Aug 19, 2026* ## Verdict Pick habitat-lab if habitat-Lab is a Python library for training embodied AI agents in virtual environments through deep and reinforcement learning techniques; pick adk-python if adk-python provides tools for developing sophisticated AI agents with a focus on flexibility and control, particularly suited for multi-agent systems. [habitat-lab](https://aihabitat.org/) reports 3.1k GitHub stars, 684 forks, and 388 open issues, last pushed May 7, 2026. [adk-python](https://google.github.io/adk-docs/) has 21k stars, 3.9k forks, and 566 open issues, last pushed Aug 18, 2026. Figures are from public GitHub metadata via [habitat-lab's repository](https://github.com/facebookresearch/habitat-lab) and [adk-python's repository](https://github.com/google/adk-python). | | [habitat-lab](/tools/facebookresearch-habitat-lab.md) | [adk-python](/tools/google-adk-python.md) | | --- | --- | --- | | Tagline | A modular high-level library to train embodied AI agents | A Python toolkit for building, evaluating, and deploying AI agents | | Stars | 3,082 | 21,180 | | Forks | 684 | 3,860 | | Open issues | 388 | 566 | | Language | Python | Python | | Adopt for | Habitat-Lab is a Python library for training embodied AI agents in virtual environments through deep and reinforcement learning techniques. | adk-python provides tools for developing sophisticated AI agents with a focus on flexibility and control, particularly suited for multi-agent systems. | | Persona | - | - | | Runtime | - | - | | License | MIT | adk-python is available under the Apache-2.0 license, allowing both commercial and non-commercial use with appropriate attribution. | | Categories | AI Agents, Computer Vision | AI Agents | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [habitat-lab](/tools/facebookresearch-habitat-lab.md) | [adk-python](/tools/google-adk-python.md) | | --- | --- | --- | | Maintenance | Steady (60%) | Very active (96%) | | Days since push | 84d | 0d | | Open issues (now) | 388 | 566 | | Stars delta | Unknown | +522 (30d) | | Open issues delta | Unknown | -76 (30d) | | Full report | [trust report](/tools/facebookresearch-habitat-lab/trust.md) | [trust report](/tools/google-adk-python/trust.md) | ## Decision facts: habitat-lab - **Requirements:** Min 8 GB RAM; Requires Docker; Python >=3.9 is required along with cmake>=3.14 for installation; For users working on machines equipped with NVIDIA GPUs, nvidia-docker installation is necessary to run the provided Docker containers - **Adopt for:** Habitat-Lab is a Python library for training embodied AI agents in virtual environments through deep and reinforcement learning techniques. ## Decision facts: adk-python - **Requirements:** Requires Python 3.10+ for installation. - **Adopt for:** adk-python provides tools for developing sophisticated AI agents with a focus on flexibility and control, particularly suited for multi-agent systems. - **License detail:** adk-python is available under the Apache-2.0 license, allowing both commercial and non-commercial use with appropriate attribution. ## Choose when ### Choose habitat-lab if… - License: habitat-lab is MIT, adk-python is Apache-2.0. - Requirements: Min 8 GB RAM; Requires Docker; Python >=3.9 is required along with cmake>=3.14 for installation; For users working on machines equipped with NVIDIA GPUs, nvidia-docker installation is necessary to run the provided Docker containers. - Tags unique to habitat-lab: ai, computer-vision, deep-learning, reinforcement-learning. - Also covers Computer Vision. - habitat-lab ships Docker support for self-hosted deployment. - Use Habitat-Lab when your project requires the simulation of complex environments for embodied AI tasks, such as navigation and interaction with objects ### Choose adk-python if… - License: adk-python is Apache-2.0, habitat-lab is MIT. - Requirements: Requires Python 3.10+ for installation.. - Tags unique to adk-python: agent, agentic, ai-agents, multi-agent-systems. - You are working on multi-agent systems where multiple AI agents need to collaborate or interact effectively. adk-python offers specific support for defining and orchestrating multi-agent workflows. ## When NOT to use habitat-lab - Avoid Habitat-Lab if the computational resources required for running the simulations exceed what is available or feasible in terms of cost - Do not use Habitat-Lab when the project is solely focused on real-world data and does not necessitate virtual training environments, as setting up such a library might add unnecessary complexity ## When NOT to use adk-python - If your project does not involve multi-agent interactions or complex orchestration of multiple agents, other frameworks might offer more streamlined solutions. - You prefer using out-of-the-box solutions with less coding complexity. adk-python's code-first approach is best suited for developers looking to deeply customize agent behavior and interactions. ## Common questions ### What is the difference between habitat-lab and adk-python? habitat-lab: A modular high-level library to train embodied AI agents. adk-python: A Python toolkit for building, evaluating, and deploying AI agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose habitat-lab over adk-python? Choose habitat-lab over adk-python when License: habitat-lab is MIT, adk-python is Apache-2.0; Requirements: Min 8 GB RAM; Requires Docker; Python >=3.9 is required along with cmake>=3.14 for installation; For users working on machines equipped with NVIDIA GPUs, nvidia-docker installation is necessary to run the provided Docker containers; Tags unique to habitat-lab: ai, computer-vision, deep-learning, reinforcement-learning; Also covers Computer Vision; habitat-lab ships Docker support for self-hosted deployment; Use Habitat-Lab when your project requires the simulation of complex environments for embodied AI tasks, such as navigation and interaction with objects. ### When should I choose adk-python over habitat-lab? Choose adk-python over habitat-lab when License: adk-python is Apache-2.0, habitat-lab is MIT; Requirements: Requires Python 3.10+ for installation.; Tags unique to adk-python: agent, agentic, ai-agents, multi-agent-systems; You are working on multi-agent systems where multiple AI agents need to collaborate or interact effectively. adk-python offers specific support for defining and orchestrating multi-agent workflows. ### When should I avoid habitat-lab? Avoid Habitat-Lab if the computational resources required for running the simulations exceed what is available or feasible in terms of cost Do not use Habitat-Lab when the project is solely focused on real-world data and does not necessitate virtual training environments, as setting up such a library might add unnecessary complexity ### When should I avoid adk-python? If your project does not involve multi-agent interactions or complex orchestration of multiple agents, other frameworks might offer more streamlined solutions. You prefer using out-of-the-box solutions with less coding complexity. adk-python's code-first approach is best suited for developers looking to deeply customize agent behavior and interactions. ### Is habitat-lab or adk-python more popular on GitHub? adk-python has more GitHub stars (21,180 vs 3,082). Stars measure visibility, not whether either tool fits your constraints. ### Are habitat-lab and adk-python open source? Yes - both are open-source projects on GitHub (habitat-lab: MIT, adk-python: Apache-2.0). ### Where can I find alternatives to habitat-lab or adk-python? GraphCanon lists graph-backed alternatives at [habitat-lab alternatives](/tools/facebookresearch-habitat-lab/alternatives) and [adk-python alternatives](/tools/google-adk-python/alternatives) ([habitat-lab markdown twin](/tools/facebookresearch-habitat-lab/alternatives.md), [adk-python markdown twin](/tools/google-adk-python/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/facebookresearch-habitat-lab-vs-google-adk-python.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, habitat-lab or adk-python? habitat-lab: Steady. adk-python: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for habitat-lab and adk-python? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [habitat-lab trust report](/tools/facebookresearch-habitat-lab/trust); [adk-python trust report](/tools/google-adk-python/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=facebookresearch-habitat-lab`](/api/graphcanon/graph?tool=facebookresearch-habitat-lab) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_