--- title: "ml-surveys vs AirSim" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/eugeneyan-ml-surveys-vs-microsoft-airsim" tools: ["eugeneyan-ml-surveys", "microsoft-airsim"] --- # ml-surveys vs AirSim *GraphCanon updated Jul 12, 2026* ## Verdict Pick ml-surveys when license: ml-surveys is MIT, AirSim is Other; pick AirSim when license: AirSim is Other, ml-surveys is MIT. [ml-surveys](https://github.com/eugeneyan/ml-surveys) reports 2.9k GitHub stars, 291 forks, and 2 open issues, last pushed Mar 17, 2023. [AirSim](https://microsoft.github.io/AirSim/) has 18k stars, 4.9k forks, and 723 open issues, last pushed Jun 30, 2026. Figures are from public GitHub metadata via [ml-surveys's repository](https://github.com/eugeneyan/ml-surveys) and [AirSim's repository](https://github.com/microsoft/AirSim). | | [ml-surveys](/tools/eugeneyan-ml-surveys.md) | [AirSim](/tools/microsoft-airsim.md) | | --- | --- | --- | | Tagline | 📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc. | Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research | | Stars | 2,900 | 18,296 | | Forks | 291 | 4,903 | | Open issues | 2 | 723 | | Language | - | C++ | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Other | | Categories | Vector Databases, Computer Vision | AI Agents, Computer Vision | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ml-surveys](/tools/eugeneyan-ml-surveys.md) | [AirSim](/tools/microsoft-airsim.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Active (82%) | | Days since push | 1212d | 10d | | Open issues (now) | 2 | 723 | | Owner type | User | Organization | | Full report | [trust report](/tools/eugeneyan-ml-surveys/trust.md) | [trust report](/tools/microsoft-airsim/trust.md) | ## Choose when ### Choose ml-surveys if… - License: ml-surveys is MIT, AirSim is Other. - Tags unique to ml-surveys: reinforcement-learning, embeddings, deep-learning, nlp. - Also covers Vector Databases. ### Choose AirSim if… - License: AirSim is Other, ml-surveys is MIT. - Tags unique to AirSim: autonomous-quadcoptor, airsim, ai, artificial-intelligence. - Also covers AI Agents. ## When NOT to use ml-surveys - Last GitHub push was 1213 days ago (dormant maintenance, Mar 17, 2023). Validate activity before betting a new project on ml-surveys. - Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ## When NOT to use AirSim - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. ## Common questions ### What is the difference between ml-surveys and AirSim? ml-surveys: 📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.. AirSim: Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research. See the comparison table for live GitHub stats and shared categories. ### When should I choose ml-surveys over AirSim? Choose ml-surveys over AirSim when License: ml-surveys is MIT, AirSim is Other; Tags unique to ml-surveys: reinforcement-learning, embeddings, deep-learning, nlp; Also covers Vector Databases. ### When should I choose AirSim over ml-surveys? Choose AirSim over ml-surveys when License: AirSim is Other, ml-surveys is MIT; Tags unique to AirSim: autonomous-quadcoptor, airsim, ai, artificial-intelligence; Also covers AI Agents. ### When should I avoid ml-surveys? Last GitHub push was 1213 days ago (dormant maintenance, Mar 17, 2023). Validate activity before betting a new project on ml-surveys. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ### When should I avoid AirSim? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. ### Is ml-surveys or AirSim more popular on GitHub? AirSim has more GitHub stars (18,296 vs 2,900). Stars measure visibility, not whether either tool fits your constraints. ### Are ml-surveys and AirSim open source? Yes - both are open-source projects on GitHub (ml-surveys: MIT, AirSim: Other). ### Where can I find alternatives to ml-surveys or AirSim? GraphCanon lists graph-backed alternatives at [ml-surveys alternatives](/tools/eugeneyan-ml-surveys/alternatives) and [AirSim alternatives](/tools/microsoft-airsim/alternatives) ([ml-surveys markdown twin](/tools/eugeneyan-ml-surveys/alternatives.md), [AirSim markdown twin](/tools/microsoft-airsim/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/eugeneyan-ml-surveys-vs-microsoft-airsim.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ml-surveys or AirSim? ml-surveys: Dormant. AirSim: 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 ml-surveys and AirSim? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ml-surveys trust report](/tools/eugeneyan-ml-surveys/trust); [AirSim trust report](/tools/microsoft-airsim/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=eugeneyan-ml-surveys`](/api/graphcanon/graph?tool=eugeneyan-ml-surveys) - 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/_