Python · Apache-2.0
Simreal-AI/Simreal-MLBench
[Public preview] Externally scored agentic ML research benchmark: 60 tasks, real competition ground truth. Open protocol, operated evaluation.
★ 269
Stars
36 forks · 0 open issues
+1.0/wk
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
19.7
Momentum / 100
see the breakdown below
47d ago
Created
last push 44d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 1.1 | +1.0/wk, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 0.0 | needs 7-day and 30-day rates side by side |
| Freshness | 15 | 11.5 | last push 44d ago; decays to zero at 180 days |
| Scale | 15 | 7.1 | 269 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 19.7 | sum of the above |
Detail
| Topics | agenticai-evaluationbenchmarkbenchmarkingcalibrationllmllm-agentsllmsmachine-learningmetacognition-in-llmspublic-previewrl-environmentrsisimreal |
| Matched on | LLM & Inference (llm) |
| Short window | +1 stars over 7 days = 0.1/day |
| Long window | +-32 stars over 26 days = -1.2/day |
| Lifetime average | 5.97 stars/day over 45 days |
| First seen here | 2026-10-11 |
| Last read | 3d ago |