# [Helldez/BigMoeOnEdge](https://github.com/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](https://github.com/Helldez/BigMoeOnEdge/commits), [source 2](https://github.com/Helldez/BigMoeOnEdge/graphs/contributors)) ### 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 Partial Active **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 (22 hours ago) **Last human commit** Nov 11, 2026 (22 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](https://github.com/Helldez/BigMoeOnEdge/commits), [Releases](https://github.com/Helldez/BigMoeOnEdge/releases), [Merged pull requests](https://github.com/Helldez/BigMoeOnEdge/pulls?q=is%3Apr+is%3Amerged), [Issues](https://github.com/Helldez/BigMoeOnEdge/issues?q=is%3Aissue) ## 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](https://github.com/Helldez/BigMoeOnEdge/commits), [Contributors](https://github.com/Helldez/BigMoeOnEdge/graphs/contributors) ## Stars Complete Not enough data, confidence medium Bars show stars gained each week. Red bars overlap a burst. ### 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](https://reporadar.ai/methodology#stars) ## Risk Complete ### Flags No risk flags. ### License **Now** Apache-2.0 (OSI-approved) **A year ago** Not known ### Packages No published packages found. Sources: [GitHub: Helldez/BigMoeOnEdge](https://github.com/Helldez/BigMoeOnEdge) ## Compare Weighing Helldez/BigMoeOnEdge against an alternative? See both side by side. ## Badge ![RepoRadar: Caution](data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20width%3D%22112%22%20height%3D%2220%22%20role%3D%22img%22%20aria-label%3D%22reporadar%3A%20caution%22%3E%3Ctitle%3Ereporadar%3A%20caution%3C%2Ftitle%3E%3CclipPath%20id%3D%22r%22%3E%3Crect%20width%3D%22112%22%20height%3D%2220%22%20rx%3D%223%22%2F%3E%3C%2FclipPath%3E%3Cg%20clip-path%3D%22url(%23r)%22%3E%3Crect%20width%3D%2263%22%20height%3D%2220%22%20fill%3D%22%23555%22%2F%3E%3Crect%20x%3D%2263%22%20width%3D%2249%22%20height%3D%2220%22%20fill%3D%22%23dfa000%22%2F%3E%3C%2Fg%3E%3Cg%20fill%3D%22%23fff%22%20text-anchor%3D%22middle%22%20font-family%3D%22Verdana%2CGeneva%2CDejaVu%20Sans%2Csans-serif%22%20font-size%3D%2211%22%3E%3Ctext%20x%3D%2232%22%20y%3D%2214%22%3Ereporadar%3C%2Ftext%3E%3Ctext%20x%3D%2288%22%20y%3D%2214%22%3Ecaution%3C%2Ftext%3E%3C%2Fg%3E%3C%2Fsvg%3E) Add this to a README to show the current verdict: ``` [![RepoRadar](https://reporadar.ai/Helldez/BigMoeOnEdge/badge.svg)](https://reporadar.ai/Helldez/BigMoeOnEdge) ``` ## Follow Get told when this verdict changes. Add the feed to any feed reader: you get one entry per change, not one per refresh. ``` https://reporadar.ai/Helldez/BigMoeOnEdge/feed.xml ``` [Open the feed](https://reporadar.ai/Helldez/BigMoeOnEdge/feed.xml) ## More repos rated Caution [See all](https://reporadar.ai/-/reports/caution) - [Skykai521/AndroidDeveloperAdvancedManual](https://reporadar.ai/Skykai521/AndroidDeveloperAdvancedManual) 794 stars - [OpenRailAssociation/osrd](https://reporadar.ai/OpenRailAssociation/osrd) 678 stars - [darkrishabh/agent-skills-eval](https://reporadar.ai/darkrishabh/agent-skills-eval) 816 stars - [busabase/busabase](https://reporadar.ai/busabase/busabase) 816 stars - [amazonlinux/amazon-linux-2023](https://reporadar.ai/amazonlinux/amazon-linux-2023) 633 stars - [haoruilee/awesome-agent-native-services](https://reporadar.ai/haoruilee/awesome-agent-native-services) 606 stars ## 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 Computed 18 hours ago · method 2026.10.2 Source: https://reporadar.ai/Helldez/BigMoeOnEdge