Mesh-LLM

    Mesh-LLM/mesh-llm

    #119 this week

    Distributed AI/LLM for the people. Share compute privately or publicly to power your agents and chat.

    ai
    web3
    llm
    agents
    decentralized
    distributed
    Rust
    Apache-2.0
    4.0K stars
    498 forks
    22 GitHub watchers
    Updated Nov 6, 2026
    View on GitHub

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    Ranks #14 among AI repositories ranked this week; #119 of 182 repositories with measured growth this week (top 65%).

    5 releases in the last 90 days, the latest 7 days ago, with 42 contributors on GitHub.

    Use Cases & Benefits

    • Enables distributed serving of large AI language models by pooling GPU resources across multiple machines with an OpenAI-compatible API.
    • Automatically balances model workloads across nodes using pipeline and expert parallelism to run models larger than a single machine's capacity.
    • Use for creating a private or public mesh to share GPU compute for hosting large language models collaboratively.
    • Use for providing local OpenAI-compatible endpoints to AI agents and tools without manual integration of each model or service.
    • Use for running multi-model inference setups where different nodes serve different models simultaneously with automatic request routing.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    Apache 2.0

    Permissive: commercial use, modification and redistribution are allowed with attribution; includes an explicit patent grant from contributors.

    Community files

    • README: present
    • Contributing guide: present

    Watch-outs

    No watch-outs from GStars' checks.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    Mesh LLM lets you pool spare GPU capacity across machines and expose the result as one OpenAI-compatible API.

    Excerpt from the Mesh-LLM/mesh-llm README on GitHub (Apache-2.0 license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Sep 12: +9Sep 25: +7Oct 31: +43Nov 1: +33Nov 2: +49Nov 5: +30Nov 6: +16

    +744 stars over 86 days across 15 snapshot days; best day +49 on Nov 2.

    Forks

    498+114

    Open issues

    156+91

    Compared with peers in AI

    Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth

    Mesh-LLM/mesh-llm compared with AI repositories by stars, 7-day star growth, health score and last release
    RepositoryStars+7dHealthLast release
    thedotmack/claude-mem113.6K+8.8K35today
    D4Vinci/Scrapling98.1K+6.9K651 day ago
    Leonxlnx/taste-skill110.7K+5.2K551 day ago
    calesthio/OpenMontage77.2K+4.2K40—
    heygen-com/hyperframes79.6K+4.1K45today
    Mesh-LLM/mesh-llm4.0K+309607 days ago
    Category median98.1K+5.2K45—

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