bbuf/ai-infra-auto-driven-skills

11 instruction files for AI agents, collected from bbuf/ai-infra-auto-driven-skills. Install any of them at an exact version with mdr add bbuf/ai-infra-auto-driven-skills/<name>.

model-pr-history-knowledge SKILL.md skill
bbuf/ai-infra-auto-driven-skills · model-pr-optimization-history/SKILL.md · Use when an SGLang, vLLM, TensorRT-LLM, or TokenSpeed serving/model optimization task needs prior model-family PR…
git:20261005.aa3fee7 · audit A · 1,120 stars
llm-pipeline-analysis SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/llm-pipeline-analysis/SKILL.md · Inspect LLM torch profiler traces at forward-pass, layer, and kernel level. Use when you need layer timings…
git:20261005.aa3fee7 · audit A · 1,120 stars
llm-serving-auto-benchmark SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/llm-serving-auto-benchmark/SKILL.md · Framework-independent LLM serving benchmark skill for comparing SGLang, vLLM, TensorRT-LLM, TokenSpeed, or another…
git:20261005.aa3fee7 · audit B · 1,120 stars
llm-serving-capacity-planner SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/llm-serving-capacity-planner/SKILL.md · Parse SGLang/vLLM startup logs to explain GPU memory use and request capacity. Use for KV cache budget…
git:20261005.aa3fee7 · audit A · 1,120 stars
llm-torch-profiler-analysis SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/llm-torch-profiler-analysis/SKILL.md · Analyze existing Torch Profiler Chrome traces or capture from SGLang, vLLM, TensorRT-LLM and TokenSpeed servers. Return…
git:20261005.aa3fee7 · audit B · 1,120 stars
model-architecture-diagram SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/model-architecture-diagram/SKILL.md · Return public original model architecture diagrams for user-specified LLM, VLM, MoE, diffusion, OCR, and…
git:20261005.aa3fee7 · audit A · 1,120 stars
model-compute-simulation SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/model-compute-simulation/SKILL.md · Build an operator-level compute template for an LLM and estimate FLOPs/MFU for a serving shape. Use when you need…
git:20261005.aa3fee7 · audit A · 1,120 stars
sglang-model-day0-support SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/model-optimization/sglang-model-day0-support/SKILL.md · Build or audit an evidence-driven SGLang Day-0 support program for a new LLM, VLM, MoE, hybrid-attention, or…
git:20261005.aa3fee7 · audit A · 1,120 stars
sglang-explainer-video SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/sglang-explainer-video/SKILL.md · Turn an SGLang PR (number or URL) or a technical article (Markdown path) into a Chinese explainer video that fully…
git:20261107.b47f67f · audit A · 1,120 stars
sglang-prod-incident-triage SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/sglang-prod-incident-triage/SKILL.md · Replay-first debug flow for SGLang serving problems. Use when a live or recent server shows health-check failures…
git:20261005.aa3fee7 · audit B · 1,120 stars
torch-profiler-layer-track SKILL.md skill
bbuf/ai-infra-auto-driven-skills · skills/torch-profiler-layer-track/SKILL.md · Add verified layer-number guides and compact GPU display lanes to an existing Torch Profiler Chrome JSON trace. Use for…
git:20261005.aa3fee7 · audit B · 1,120 stars

Source

github.com/bbuf/ai-infra-auto-driven-skills · 1,120 stars · license none · pushed 2026-11-08