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.

2 published reviews are unranked because the evidence did not support a complete assessment, so no Jury Score was awarded. They remain published: QWEN EDIT IMAGE, AI 短劇編劇.

1
2026-09-25

Ripwire

Ripwire delivers token-pinching repository maps with zero-dependency C++23 speed

JURY SCORE83.8
RANGE81.5–85.5
VERDICTStrong Consensus
Read Verdict →
2
2026-08-09

Swiftlet

JURY SCORE83.2
RANGE80.5–84.5
VERDICTStrong Consensus
Read Verdict →
3
2026-10-11

Talorys

JURY SCORE81.5
RANGE79.0–84.5
VERDICTGeneral Agreement
Read Verdict →

Rankings Ledger

RankProductJury ScoreConsensusRangePublished Date
#4Codex with ChatGPT81.4Strong Consensus78.5–83.52026-08-31
#5Genex81.2Strong Consensus79.5–82.52026-10-10
#6Monid (OpenRouter for agent tools)81.2Strong Consensus79.0–82.52026-10-09
#7Graphify81.1Strong Consensus79.5–82.52026-07-24
#8Kimi K3 In C81.1Strong Consensus78.0–82.52026-08-04
#9Cumora80.7General Agreement77.5–84.02026-08-18
#10Talivia80.7General Agreement75.0–83.52026-07-30
#11jevgrep80.1Strong Consensus78.0–82.52026-09-28
#12Xy Core80.1Strong Consensus77.5–82.52026-07-29
#13zcomplete80.0Strong Consensus77.5–82.52026-08-23
#14DocJev79.9Strong Consensus78.5–82.52026-10-03
#15pawl79.8Strong Consensus78.0–83.02026-10-07
#16Human Atlas79.8Strong Consensus77.0–81.52026-09-08
#17Reverify79.7General Agreement74.0–83.52026-09-11
#18CodeAlmanac79.5Split Decision71.0–84.52026-07-22
#19fec79.4General Agreement77.0–82.52026-08-05
#20Moonshine 🌙79.4General Agreement74.5–83.52026-07-21
#21GoLive79.4General Agreement73.0–82.02026-10-02
#22Claude Commerce Agents79.3Strong Consensus78.0–80.52026-09-03
#23GooeyPi79.1Strong Consensus78.0–81.02026-08-22
#24slotstream79.0General Agreement76.5–83.52026-09-02
#25Shepherdr79.0General Agreement73.0–82.52026-08-30
#26Texbrain78.9General Agreement74.0–84.02026-08-26
#27sepia78.8Strong Consensus77.0–80.52026-09-05
#28engrim78.7General Agreement75.5–81.02026-09-07
#29drawably78.6Strong Consensus77.0–82.02026-09-14
#30Qwen Audio Agent78.1General Agreement75.0–81.52026-08-14
#31Codex Keysmith77.9General Agreement73.5–81.52026-08-06
#32Stop That Shit77.8General Agreement72.0–82.02026-09-18
#33Exmergo Dex77.6Strong Consensus76.0–79.52026-07-22
#34huashu-art-motion77.6General Agreement74.0–81.52026-10-08
#35AirCard 🎴77.5Strong Consensus75.5–79.52026-09-22
#36OCR It77.3Strong Consensus75.5–78.52026-08-24
#37Best Claude Hud77.2General Agreement73.0–80.52026-08-07
#38Bot Crossing76.9Strong Consensus74.5–79.52026-09-12
#39Dsh Whale Widget76.0Strong Consensus73.5–77.52026-08-27
#40scriptc76.0General Agreement70.5–80.02026-07-27
#41Cua75.5Strong Consensus74.0–78.52026-09-20
#42310575.5Strong Consensus74.0–78.02026-08-29
#43Wayfinder75.1General Agreement70.5–79.52026-09-06
#44HermesOffice74.9Split Decision69.0–81.52026-08-15
#45reladraw74.7Strong Consensus72.5–76.52026-09-27
#46Fable orchestrator74.4General Agreement69.0–77.02026-09-05
#47Unreal Agent74.0General Agreement69.0–80.52026-09-24
#48SCM73.8General Agreement71.5–77.02026-10-04
#49WeChat-AI73.7Strong Consensus70.0–75.02026-08-11
#50Phone Harness 📱73.6General Agreement66.0–76.02026-08-10
#51OPSD-V73.5General Agreement67.0–76.52026-08-01
#52Vdn73.2General Agreement67.0–77.52026-09-19
#53page-mascot72.6Split Decision65.5–80.02026-09-15
#54Openleetcode72.5General Agreement68.5–77.02026-08-19
#55ESP32 LLM72.2General Agreement66.0–77.52026-07-26
#56Claude of Duty71.6General Agreement68.0–74.52026-07-29
#57gPTY71.5General Agreement68.0–76.02026-09-13
#58Numen71.0General Agreement67.0–76.52026-09-09
#59Wardrobe69.0Split Decision60.0–76.02026-07-21
#60minio-dash64.3Highly Divisive54.0–74.52026-07-21
#61jev-leftpad62.9Strong Consensus61.0–65.52026-09-21
#62legionlinuxtui61.0Split Decision53.5–67.52026-08-02
#63⚡ Awesome Jev Skills60.9General Agreement57.5–64.02026-09-26
#64Dots59.2Highly Divisive37.0–69.52026-10-05
#65skitter-creek-bath-salts58.9General Agreement54.5–61.52026-08-17