--- title: "LLMDebugger vs moby" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/floridsleeves-llmdebugger-vs-moby-moby" tools: ["floridsleeves-llmdebugger", "moby-moby"] --- # LLMDebugger vs moby *GraphCanon updated Jul 11, 2026* ## Verdict Pick LLMDebugger when lLMDebugger is primarily Python; moby is Go; pick moby when moby is primarily Go; LLMDebugger is Python. [LLMDebugger](https://github.com/FloridSleeves/LLMDebugger) reports 588 GitHub stars, 56 forks, and 5 open issues, last pushed Sep 10, 2024. [moby](https://mobyproject.org/) has 72k stars, 19k forks, and 3.8k open issues, last pushed Jul 10, 2026. Figures are from public GitHub metadata via [LLMDebugger's repository](https://github.com/FloridSleeves/LLMDebugger) and [moby's repository](https://github.com/moby/moby). | | [LLMDebugger](/tools/floridsleeves-llmdebugger.md) | [moby](/tools/moby-moby.md) | | --- | --- | --- | | Tagline | LDB: A Large Language Model Debugger via Verifying Runtime Execution Step by Step (ACL'24) | The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems | | Stars | 588 | 71,899 | | Forks | 56 | 19,126 | | Open issues | 5 | 3,821 | | Language | Python | Go | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | LLM Frameworks, Inference & Serving | LLM Frameworks, Inference & Serving, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [LLMDebugger](/tools/floridsleeves-llmdebugger.md) | [moby](/tools/moby-moby.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 669d | 1d | | Open issues (now) | 5 | 3.8k | | Owner type | User | Organization | | Full report | [trust report](/tools/floridsleeves-llmdebugger/trust.md) | [trust report](/tools/moby-moby/trust.md) | ## Choose when ### Choose LLMDebugger if… - LLMDebugger is primarily Python; moby is Go. - Tags unique to LLMDebugger: python. - Leaner open-issue backlog (5). ### Choose moby if… - moby is primarily Go; LLMDebugger is Python. - Tags unique to moby: go, docker, golang, containers. - Also covers Developer Tools. - moby ships Docker support for self-hosted deployment. ## When NOT to use LLMDebugger - Last GitHub push was 669 days ago (dormant maintenance, Sep 10, 2024). Validate activity before betting a new project on LLMDebugger. - 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. ## 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. ## Common questions ### What is the difference between LLMDebugger and moby? LLMDebugger: LDB: A Large Language Model Debugger via Verifying Runtime Execution Step by Step (ACL'24). moby: The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems. See the comparison table for live GitHub stats and shared categories. ### When should I choose LLMDebugger over moby? Choose LLMDebugger over moby when LLMDebugger is primarily Python; moby is Go; Tags unique to LLMDebugger: python; Leaner open-issue backlog (5). ### When should I choose moby over LLMDebugger? Choose moby over LLMDebugger when moby is primarily Go; LLMDebugger is Python; Tags unique to moby: go, docker, golang, containers; Also covers Developer Tools; moby ships Docker support for self-hosted deployment. ### When should I avoid LLMDebugger? Last GitHub push was 669 days ago (dormant maintenance, Sep 10, 2024). Validate activity before betting a new project on LLMDebugger. 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. ### 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. ### Is LLMDebugger or moby more popular on GitHub? moby has more GitHub stars (71,899 vs 588). Stars measure visibility, not whether either tool fits your constraints. ### Are LLMDebugger and moby open source? Yes - both are open-source projects on GitHub (LLMDebugger: Apache-2.0, moby: Apache-2.0). ### Where can I find alternatives to LLMDebugger or moby? GraphCanon lists graph-backed alternatives at [LLMDebugger alternatives](/tools/floridsleeves-llmdebugger/alternatives) and [moby alternatives](/tools/moby-moby/alternatives) ([LLMDebugger markdown twin](/tools/floridsleeves-llmdebugger/alternatives.md), [moby markdown twin](/tools/moby-moby/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/floridsleeves-llmdebugger-vs-moby-moby.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, LLMDebugger or moby? LLMDebugger: Dormant. moby: 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 LLMDebugger and moby? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [LLMDebugger trust report](/tools/floridsleeves-llmdebugger/trust); [moby trust report](/tools/moby-moby/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=floridsleeves-llmdebugger`](/api/graphcanon/graph?tool=floridsleeves-llmdebugger) - 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/_