Helldez/BigMoeOnEdge
Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, edge. Lossless, on stock llama.cpp. An adaptive streaming optimizer. Any hardware, any OS, any model, any quantization, behind a local OpenAI-compatible server.
744 stars · 89 forks · C++
Quick update: star history is from the full report of Oct 20, 2026.
Caution
One person wrote most of the recent commits.
Why
- One person wrote 98% of human commits in the last year, so the project depends on them continuing. (source 1, source 2)
What would change this
- A second person takes a substantial share of commits.
- Partly checked: maintenance (Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share.; Authors in the last 90 days are counted from the sampled commits only.)
Maintenance
PartialActive
- Human commits, 30 days
- 200
- Human commits, 90 days
- 238
- Human commits, 365 days
- 565
- Bot share of commits, 365 days
- 4%
- Last commit
- Nov 11, 2026 (21 hours ago)
- Last human commit
- Nov 11, 2026 (21 hours ago)
- Authors, 90 days
- 2
- Last release
- Nov 9, 2026 (3 days ago)
- Median PR merge time
- 9 hours
Responsiveness: of 15 recent issues, 100% got a maintainer reply. Median first response: 23 days.
- Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share.
- Authors in the last 90 days are counted from the sampled commits only.
Sources: Commits, Releases, Merged pull requests, Issues
People
Complete- Owner
- Personal account
- Commits sampled
- 96 since Nov 11, 2025
- Authors for half of commits
- 1
- Authors for 80% of commits
- 1
- Contributors
- 3
Top committers
- Helldez: 98% of commits
- gjjkbssg: 2% of commits
- Shares come from the newest sampled commits, since the commit sample is capped.
Sources: Commits, Contributors
Stars
CompleteNot enough data, confidence medium
Bursts
- Aug 27, 2026 to Aug 27, 2026: about 29 more stars than usual, peak 35 in one day, a shape we can't classify. Outside explanation: a jump in forks, a jump in issues and pull requests.
Anyone can buy stars for any repo; bursts alone don't prove the owner did.
- Not enough star history yet to judge the star count.
- Star history from the full report of Oct 20, 2026; this update did not re-read it.
Sources: How star history is analyzed
Risk
CompleteFlags
No risk flags.
License
- Now
- Apache-2.0 (OSI-approved)
- A year ago
- Not known
Packages
No published packages found.
Sources: GitHub: Helldez/BigMoeOnEdge
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Earlier verdicts
- Nov 11, 2026: Caution
- Nov 10, 2026: Caution
- Nov 9, 2026: Caution
- Nov 8, 2026: Caution
- Nov 7, 2026: Caution
- Nov 6, 2026: Caution
- Nov 5, 2026: Caution
- Nov 4, 2026: Caution
- Nov 3, 2026: Caution
- Nov 2, 2026: Caution