Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | Unranked | grpo-rl-trainingskill · other | Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training | No signals yet | No commit datelisted | armory install grpo-rl-training --cli claude |
| 2 | Unranked | hypogenicskill · other | Automated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining… | No signals yet | No commit datelisted | armory install hypogenic --cli claude |
| 3 | Unranked | miles-rl-trainingskill · other | Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4… | No signals yet | No commit datelisted | armory install miles-rl-training --cli claude |
| 4 | Unranked | moe-trainingskill · other | Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs… | No signals yet | No commit datelisted | armory install moe-training --cli claude |
| 5 | Unranked | openrlhf-trainingskill · other | High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM… | No signals yet | No commit datelisted | armory install openrlhf-training --cli claude |
| 6 | Unranked | pymc-bayesian-modelingskill · other | Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic… | No signals yet | No commit datelisted | armory install pymc-bayesian-modeling --cli claude |
| 7 | Unranked | transformersskill · other | This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal… | No signals yet | No commit datelisted | armory install transformers --cli claude |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.