--- title: "moby vs jadx-ai-mcp" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/moby-moby-vs-zinja-coder-jadx-ai-mcp" tools: ["moby-moby", "zinja-coder-jadx-ai-mcp"] --- # moby vs jadx-ai-mcp *GraphCanon updated Jul 11, 2026* ## Verdict Pick moby when moby is primarily Go; jadx-ai-mcp is Java; pick jadx-ai-mcp when jadx-ai-mcp 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. [jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) has 2.5k stars, 232 forks, and 8 open issues, last pushed May 28, 2026. Figures are from public GitHub metadata via [moby's repository](https://github.com/moby/moby) and [jadx-ai-mcp's repository](https://github.com/zinja-coder/jadx-ai-mcp). | | [moby](/tools/moby-moby.md) | [jadx-ai-mcp](/tools/zinja-coder-jadx-ai-mcp.md) | | --- | --- | --- | | Tagline | The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems | Plugin for JADX to integrate MCP server | | Stars | 71,899 | 2,463 | | Forks | 19,126 | 232 | | Open issues | 3,821 | 8 | | Language | Go | Java | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | LLM Frameworks, Inference & Serving, Developer Tools | LLM Frameworks, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [moby](/tools/moby-moby.md) | [jadx-ai-mcp](/tools/zinja-coder-jadx-ai-mcp.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Steady (60%) | | Days since push | 1d | 43d | | Open issues (now) | 3.8k | 8 | | Owner type | Organization | User | | Security scan | No criticals | No MCP manifest | | Full report | [trust report](/tools/moby-moby/trust.md) | [trust report](/tools/zinja-coder-jadx-ai-mcp/trust.md) | ## Choose when ### Choose moby if… - moby is primarily Go; jadx-ai-mcp is Java. - Tags unique to moby: go, docker, golang, containers. - Also covers Inference & Serving. - moby ships Docker support for self-hosted deployment. ### Choose jadx-ai-mcp if… - jadx-ai-mcp is primarily Java; moby is Go. - Tags unique to jadx-ai-mcp: mcp-server, llm, ai, model-context-protocol. - Leaner open-issue backlog (8). ## When NOT to use moby - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## When NOT to use jadx-ai-mcp - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between moby and jadx-ai-mcp? moby: The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems. jadx-ai-mcp: Plugin for JADX to integrate MCP server. See the comparison table for live GitHub stats and shared categories. ### When should I choose moby over jadx-ai-mcp? Choose moby over jadx-ai-mcp when moby is primarily Go; jadx-ai-mcp is Java; Tags unique to moby: go, docker, golang, containers; Also covers Inference & Serving; moby ships Docker support for self-hosted deployment. ### When should I choose jadx-ai-mcp over moby? Choose jadx-ai-mcp over moby when jadx-ai-mcp is primarily Java; moby is Go; Tags unique to jadx-ai-mcp: mcp-server, llm, ai, model-context-protocol; Leaner open-issue backlog (8). ### When should I avoid moby? LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### When should I avoid jadx-ai-mcp? LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is moby or jadx-ai-mcp more popular on GitHub? moby has more GitHub stars (71,899 vs 2,463). Stars measure visibility, not whether either tool fits your constraints. ### Are moby and jadx-ai-mcp open source? Yes - both are open-source projects on GitHub (moby: Apache-2.0, jadx-ai-mcp: Apache-2.0). ### Where can I find alternatives to moby or jadx-ai-mcp? GraphCanon lists graph-backed alternatives at [moby alternatives](/tools/moby-moby/alternatives) and [jadx-ai-mcp alternatives](/tools/zinja-coder-jadx-ai-mcp/alternatives) ([moby markdown twin](/tools/moby-moby/alternatives.md), [jadx-ai-mcp markdown twin](/tools/zinja-coder-jadx-ai-mcp/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-zinja-coder-jadx-ai-mcp.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, moby or jadx-ai-mcp? moby: Very active. jadx-ai-mcp: Steady. 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 jadx-ai-mcp? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [moby trust report](/tools/moby-moby/trust); [jadx-ai-mcp trust report](/tools/zinja-coder-jadx-ai-mcp/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/_