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 | gguf-quantizationskill · devops | GGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing… | No signals yet | No commit datelisted | armory install gguf-quantization --cli claude |
| 2 | Unranked | hqq-quantizationskill · devops | Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets… | No signals yet | No commit datelisted | armory install hqq-quantization --cli claude |
| 3 | Unranked | lambda-labs-gpu-cloudskill · devops | Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent… | No signals yet | No commit datelisted | armory install lambda-labs-gpu-cloud --cli claude |
| 4 | Unranked | llamaguardskill · devops | Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances… | No signals yet | No commit datelisted | armory install llamaguard --cli claude |
| 5 | Unranked | senior-computer-visionskill · devops | World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV… | No signals yet | No commit datelisted | armory install senior-computer-vision --cli claude |
| 6 | Unranked | senior-ml-engineerskill · devops | World-class ML engineering skill for productionizing ML models, MLOps, and building scalable ML systems. Expertise in PyTorch, TensorFlow, model… | No signals yet | No commit datelisted | armory install senior-ml-engineer --cli claude |
| 7 | Unranked | speculative-decodingskill · devops | Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed… | No signals yet | No commit datelisted | armory install speculative-decoding --cli claude |
| 8 | Unranked | tensorrt-llmskill · devops | Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when… | No signals yet | No commit datelisted | armory install tensorrt-llm --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.