GitNova

GitHub seismograph — discoveries and growing interest

Mesh-LLM/mesh-llm

Language modelsRust#agents#ai#decentralized#distributed#llm
Total stars
3,993
Today
+0since 00:08 UTC
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Distributed AI/LLM for the people. Share compute privately or publicly to power your agents and chat.

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About the project

Decentralized LLM serving system that pools GPUs and memory across machines and exposes them as one OpenAI-compatible API at localhost:9337. A model can run locally, route to a peer, or be split into layer stages across nodes.

Useful for
  • Start the public mesh with mesh-llm serve --auto and get a local OpenAI API
  • Run a private invite-token mesh serving Qwen3-8B for a team
  • Serve a large dense model via Skippy stage splits across several machines

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

1.5 Cooling Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of November 9, 2026, 02:18 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

04080August 12, 2026November 9, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-11-09 (UTC), 00:08–02:14: 3993 → 3993 stars (+0). This is the change over that interval.
  • Estimated end-of-day forecast: about +13 stars, using observed gains and the previous day.
  • Interest is fading: the two-day pace is 39% of the previous week and a half.

Measured growth: the last 7 completed days

New stars over 7 days: 212. -11% versus the preceding 7 days.

Daily measurements · UTC
November 2, 2026
80
November 3, 2026
49
November 4, 2026
29
November 5, 2026
11
November 6, 2026
8
November 7, 2026
19
November 8, 2026
16

Largest measured day in the last 30 days: 80 · November 2, 2026. Days with data: 30.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: November 9, 2026, 02:18 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
3,993
Today
+0 stars measured 2026-11-09, 00:08–02:14 UTC, ≈ 13 by evening
Forks
502
Issues and pull requests
2,883
Watchers
22
Language
Rust
License
Apache-2.0
Latest release
v0.78.0-preview.40959817943.1 · October 30, 2026
Created
February 11, 2026
Last push
November 9, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

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GitNova: 1.5
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