Product Rankings
All eligible open-source software products, ranked deterministically by Jury Score.
Current rankings use the JuryPress Open Product Rubric v2 and include only eligible open-source software products with complete evidence coverage. Legacy Season 1 scores are not included.
6 published reviews predate the current statement-level evidence map and are not ranked. They remain published and readable — see Methodology History.
Top Three Products
1
Swiftlet
Swiftlet streams massive MoE models onto consumer hardware but faces prefill bottlenecks
JURY SCORE83.2
RANGE80.5–84.5
VERDICTStrong Consensus
2
Graphify
JURY SCORE81.1
RANGE79.5–82.5
VERDICTStrong Consensus
3
Kimi K3 In C
JURY SCORE81.1
RANGE78.0–82.5
VERDICTStrong Consensus
Rankings Ledger
| Rank | Product | Jury Score |
|---|---|---|
| #4 | Cumora | 80.7 |
| #5 | Talivia | 80.7 |
| #6 | Xy Core | 80.1 |
| #7 | zcomplete | 80.0 |
| #8 | CodeAlmanac | 79.5 |
| #9 | fec | 79.4 |
| #10 | Moonshine 🌙 | 79.4 |
| #11 | GooeyPi | 79.1 |
| #12 | Texbrain | 78.9 |
| #13 | Qwen Audio Agent | 78.1 |
| #14 | Codex Keysmith | 77.9 |
| #15 | Exmergo Dex | 77.6 |
| #16 | OCR It | 77.3 |
| #17 | Best Claude Hud | 77.2 |
| #18 | Dsh Whale Widget | 76.0 |
| #19 | scriptc | 76.0 |
| #20 | HermesOffice | 74.9 |
| #21 | WeChat-AI | 73.7 |
| #22 | Phone Harness 📱 | 73.6 |
| #23 | OPSD-V | 73.5 |
| #24 | Openleetcode | 72.5 |
| #25 | ESP32 LLM | 72.2 |
| #26 | Claude of Duty | 71.6 |
| #27 | Wardrobe | 69.0 |
| #28 | minio-dash | 64.3 |
| #29 | legionlinuxtui | 61.0 |
| #30 | skitter-creek-bath-salts | 58.9 |