--- title: "moby vs llm-apps-java-spring-ai" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/moby-moby-vs-thomasvitale-llm-apps-java-spring-ai" tools: ["moby-moby", "thomasvitale-llm-apps-java-spring-ai"] --- # moby vs llm-apps-java-spring-ai *GraphCanon updated Jul 11, 2026* ## Verdict Pick moby when moby is primarily Go; llm-apps-java-spring-ai is Java; pick llm-apps-java-spring-ai when llm-apps-java-spring-ai is primarily Java; moby is Go. [moby](https://mobyproject.org/) reports 72k GitHub stars, 19k forks, and 3.8k open issues, last pushed Jul 10, 2026. [llm-apps-java-spring-ai](https://github.com/ThomasVitale/llm-apps-java-spring-ai) has 758 stars, 182 forks, and 5 open issues, last pushed Jul 8, 2026. Figures are from public GitHub metadata via [moby's repository](https://github.com/moby/moby) and [llm-apps-java-spring-ai's repository](https://github.com/ThomasVitale/llm-apps-java-spring-ai). | | [moby](/tools/moby-moby.md) | [llm-apps-java-spring-ai](/tools/thomasvitale-llm-apps-java-spring-ai.md) | | --- | --- | --- | | Tagline | The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems | Samples showing how to build Java applications powered by Generative AI and LLMs using Spring AI and Spring Boot. | | Stars | 71,899 | 758 | | Forks | 19,126 | 182 | | Open issues | 3,821 | 5 | | Language | Go | Java | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | Developer Tools, Inference & Serving, LLM Frameworks | Inference & Serving, LLM Frameworks, Vector Databases | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [moby](/tools/moby-moby.md) | [llm-apps-java-spring-ai](/tools/thomasvitale-llm-apps-java-spring-ai.md) | | --- | --- | --- | | Days since push | 1d | 3d | | Open issues (now) | 3.8k | 5 | | Owner type | Organization | User | | Security scan | No criticals | No lockfile | | Full report | [trust report](/tools/moby-moby/trust.md) | [trust report](/tools/thomasvitale-llm-apps-java-spring-ai/trust.md) | ## Choose when ### Choose moby if… - moby is primarily Go; llm-apps-java-spring-ai is Java. - Tags unique to moby: containers, docker, go, golang. - Also covers Developer Tools. - moby ships Docker support for self-hosted deployment. ### Choose llm-apps-java-spring-ai if… - llm-apps-java-spring-ai is primarily Java; moby is Go. - Tags unique to llm-apps-java-spring-ai: embeddings, generative-ai, large-language-models, llm. - Also covers Vector Databases. ## When NOT to use moby - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## When NOT to use llm-apps-java-spring-ai - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ## Common questions ### What is the difference between moby and llm-apps-java-spring-ai? moby: The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems. llm-apps-java-spring-ai: Samples showing how to build Java applications powered by Generative AI and LLMs using Spring AI and Spring Boot.. See the comparison table for live GitHub stats and shared categories. ### When should I choose moby over llm-apps-java-spring-ai? Choose moby over llm-apps-java-spring-ai when moby is primarily Go; llm-apps-java-spring-ai is Java; Tags unique to moby: containers, docker, go, golang; Also covers Developer Tools; moby ships Docker support for self-hosted deployment. ### When should I choose llm-apps-java-spring-ai over moby? Choose llm-apps-java-spring-ai over moby when llm-apps-java-spring-ai is primarily Java; moby is Go; Tags unique to llm-apps-java-spring-ai: embeddings, generative-ai, large-language-models, llm; Also covers Vector Databases. ### When should I avoid moby? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### When should I avoid llm-apps-java-spring-ai? Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ### Is moby or llm-apps-java-spring-ai more popular on GitHub? moby has more GitHub stars (71,899 vs 758). Stars measure visibility, not whether either tool fits your constraints. ### Are moby and llm-apps-java-spring-ai open source? Yes - both are open-source projects on GitHub (moby: Apache-2.0, llm-apps-java-spring-ai: Apache-2.0). ### Where can I find alternatives to moby or llm-apps-java-spring-ai? GraphCanon lists graph-backed alternatives at [moby alternatives](/tools/moby-moby/alternatives) and [llm-apps-java-spring-ai alternatives](/tools/thomasvitale-llm-apps-java-spring-ai/alternatives) ([moby markdown twin](/tools/moby-moby/alternatives.md), [llm-apps-java-spring-ai markdown twin](/tools/thomasvitale-llm-apps-java-spring-ai/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/moby-moby-vs-thomasvitale-llm-apps-java-spring-ai.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, moby or llm-apps-java-spring-ai? moby: Very active. llm-apps-java-spring-ai: 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 moby and llm-apps-java-spring-ai? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [moby trust report](/tools/moby-moby/trust); [llm-apps-java-spring-ai trust report](/tools/thomasvitale-llm-apps-java-spring-ai/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=moby-moby`](/api/graphcanon/graph?tool=moby-moby) - 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/_