II.
Tool JSON
Structured · livetool:vllm
vLLM json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "tool:vllm",
"_kind": "Tool",
"_file": "domain/tools/tools-testing-frontend-aiml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "vLLM",
"homepageUrl": "https://github.com/vllm-project/vllm",
"kind": "other",
"description": "High-throughput and memory-efficient LLM inference engine implementing the\nPagedAttention algorithm to maximise GPU KV-cache utilisation. Exposes an\nOpenAI-compatible REST API and supports continuous batching, streaming, and\ntensor parallelism across multiple GPUs. A common production serving\nbackend for self-hosted open-source language models.\n"
},
"outgoingEdges": [
{
"from": "tool:vllm",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:vllm",
"to": "skill-area:model-serving",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:vllm",
"to": "skill-area:llm-infrastructure",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:vllm",
"to": "skill-area:model-serving",
"kind": "used_for"
},
{
"from": "tool:vllm",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:vllm",
"to": "tool:tensorrt",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — vLLM is LLM-focused with PagedAttention; TensorRT is GPU model optimization"
}
},
{
"from": "tool:vllm",
"to": "tool:triton-inference",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — vLLM is LLM-specific; Triton serves multiple model frameworks"
}
},
{
"from": "tool:vllm",
"to": "tool:onnx-runtime",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — vLLM is LLM-specific GPU; ONNX Runtime is cross-platform multi-model"
}
}
],
"incomingEdges": [
{
"from": "specialization:ml-inference-serving",
"to": "tool:vllm",
"kind": "uses_tool"
},
{
"from": "specialization:gpu-programming",
"to": "tool:vllm",
"kind": "uses_tool"
},
{
"from": "stack-profile:llm-fine-tuning",
"to": "tool:vllm",
"kind": "composed_of"
},
{
"from": "tool:tensorrt",
"to": "tool:vllm",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — TensorRT is GPU model optimization; vLLM is LLM-focused with PagedAttention"
}
},
{
"from": "tool:triton-inference",
"to": "tool:vllm",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — Triton serves multiple model frameworks; vLLM is LLM-specific"
}
},
{
"from": "tool:onnx-runtime",
"to": "tool:vllm",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — ONNX Runtime is cross-platform multi-model; vLLM is LLM-specific GPU"
}
}
]
}