--- title: "local-deep-research vs moby" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/learningcircuit-local-deep-research-vs-moby-moby" tools: ["learningcircuit-local-deep-research", "moby-moby"] --- # local-deep-research vs moby *GraphCanon updated Jul 15, 2026* ## Verdict Pick local-deep-research when local-deep-research is primarily Python; moby is Go; pick moby when moby is primarily Go; local-deep-research is Python. [local-deep-research](https://github.com/LearningCircuit/local-deep-research) reports 8.7k GitHub stars, 767 forks, and 281 open issues, last pushed Jul 15, 2026. [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 [local-deep-research's repository](https://github.com/LearningCircuit/local-deep-research) and [moby's repository](https://github.com/moby/moby). | | [local-deep-research](/tools/learningcircuit-local-deep-research.md) | [moby](/tools/moby-moby.md) | | --- | --- | --- | | Tagline | ~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - arXiv, PubMed, your private documents. Everything Local & Encryp | The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems | | Stars | 8,719 | 71,899 | | Forks | 767 | 19,126 | | Open issues | 281 | 3,821 | | Language | Python | Go | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | Data & Retrieval, Inference & Serving, LLM Frameworks | Developer Tools, Inference & Serving, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [local-deep-research](/tools/learningcircuit-local-deep-research.md) | [moby](/tools/moby-moby.md) | | --- | --- | --- | | Days since push | 0d | 1d | | Open issues (now) | 281 | 3.8k | | Owner type | User | Organization | | Full report | [trust report](/tools/learningcircuit-local-deep-research/trust.md) | [trust report](/tools/moby-moby/trust.md) | ## Choose when ### Choose local-deep-research if… - local-deep-research is primarily Python; moby is Go. - License: local-deep-research is MIT, moby is Apache-2.0. - Tags unique to local-deep-research: academia, anthropic, arxiv, brave. - Also covers Data & Retrieval. ### Choose moby if… - moby is primarily Go; local-deep-research is Python. - License: moby is Apache-2.0, local-deep-research is MIT. - Tags unique to moby: containers, docker, go, golang. - Also covers Developer Tools. - moby ships Docker support for self-hosted deployment. ## When NOT to use local-deep-research - Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. - 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 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. ## Common questions ### What is the difference between local-deep-research and moby? local-deep-research: ~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - arXiv, PubMed, your private documents. Everything Local & Encryp. 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 local-deep-research over moby? Choose local-deep-research over moby when local-deep-research is primarily Python; moby is Go; License: local-deep-research is MIT, moby is Apache-2.0; Tags unique to local-deep-research: academia, anthropic, arxiv, brave; Also covers Data & Retrieval. ### When should I choose moby over local-deep-research? Choose moby over local-deep-research when moby is primarily Go; local-deep-research is Python; License: moby is Apache-2.0, local-deep-research is MIT; Tags unique to moby: containers, docker, go, golang; Also covers Developer Tools; moby ships Docker support for self-hosted deployment. ### When should I avoid local-deep-research? Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. 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 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. ### Is local-deep-research or moby more popular on GitHub? moby has more GitHub stars (71,899 vs 8,719). Stars measure visibility, not whether either tool fits your constraints. ### Are local-deep-research and moby open source? Yes - both are open-source projects on GitHub (local-deep-research: MIT, moby: Apache-2.0). ### Where can I find alternatives to local-deep-research or moby? GraphCanon lists graph-backed alternatives at [local-deep-research alternatives](/tools/learningcircuit-local-deep-research/alternatives) and [moby alternatives](/tools/moby-moby/alternatives) ([local-deep-research markdown twin](/tools/learningcircuit-local-deep-research/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/learningcircuit-local-deep-research-vs-moby-moby.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, local-deep-research or moby? local-deep-research: Very active. 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 local-deep-research and moby? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [local-deep-research trust report](/tools/learningcircuit-local-deep-research/trust); [moby trust report](/tools/moby-moby/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=learningcircuit-local-deep-research`](/api/graphcanon/graph?tool=learningcircuit-local-deep-research) - 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/_