JustVugg on GitHub

colibri

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What it does

An editorial selection.

Pure-C, zero-dependency engine that runs huge mixture-of-experts (MoE) models by keeping the active part in RAM and streaming experts from disk. No GPU needed.

Why it is listed

Run frontier-scale open models on an ordinary machine. 13 engine families so far.

GitHub describes it as: Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦

Counts were observed on 27/10/2026, 23:15:40 UTC. Observations older than 36 hours are excluded from current movement rankings.

Repository at a glance

Stars
44,228
Forks
5,035
Open issues
74
Merged PRs
1,487
Commits, last 30 days
770
Stars, 7 days
unavailable
Stars, 30 days
unavailable

Counts observed on 27/10/2026, 23:15:40 UTC. Growth uses complete dated windows; see Methodology.

History

History: 2 observations, 2026-10-27 to 2026-10-28. Dots are observations; lines connect consecutive daily observations only.

Project details

Language
C
Licence
Apache-2.0
Created
Last push
Latest release
v2.0.0 · 6 Oct 2026
Topics
none listed
Observed

Explore and get started

Use the project's own documentation for supported platforms, dependencies and installation steps. The README and release notes are maintained by JustVugg.

Development context

These are observations of work in the repository. They do not establish quality, security or support commitments.

Total commits on default branch
3,738
Open pull requests
73
Closed issues, lifetime
520
Median time to close an issue
2.3 days
Median time to merge a pull request
0.8 days

Close and merge times use up to 20 most recently updated closed issues or merged pull requests. They omit unresolved work and are context, not a maintenance score. Sample limits.

Other projects in Local AI Inference, ordered by shared topics and then name. These are discovery links, not equivalence claims.

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