Individual skill
agentsop-llm-engine-selection
Cross-engine decision rubric for self-hosting or recommending an LLM serving stack. Picks among vLLM, SGLang, TensorRT-LLM, TGI, llama.cpp, Ollama, and MLX as a function of (hardware × workload × constraint), not "which is fastest". Activates whenever a coder-agent must choose, defend, or migrate a serving runtime.
skills/agentsop-llm-engine-selection/SKILL.md
Source commit cf4376869e5f23f82404c3021a2a1315dfca318d
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Instructions only
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 465
- Repository last updated
- Oct 24, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skill Repository topic
- skill-creation Repository topic
- ai-agent Repository topic
- llm-agent Repository topic
- skill-engineering Repository topic
- skill-generation Repository topic
- skill-pipeline Repository topic
- skill-construction Repository topic
- agent-skills Repository topic
- skill-acquisition Repository topic
- engineering Derived category
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README.mddoc · 3,100 bytesSKILL.mdcore · 24,815 bytesSKILL.mdcore · 24,815 bytesSKILL.mdcore · 24,815 bytesintermediate/operation_candidates.jsonasset · 7,721 bytesreferences/R1-source-evidence.mddoc · 5,297 bytesreferences/R2-decision-flowchart.mddoc · 5,873 bytes
Read excerpt
# LLM Engine Selection SOP
> **State-of-the-art warning.** This skill is dated **May 2026**. The inference-engine landscape moves in 3–6 month cycles (TGI exited maintenance into deprecation in late 2025; SGLang's RadixAttention regressed vLLM's lead in 2024; TensorRT-LLM dropped its proprietary-engine requirement in 2025; Ollama added concurrent-request support mid-2025). Re-verify before betting a quarter of eng budget on any choice below.
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## 1. 何时激活 (When to activate)
Activate this skill any time a coder-agent must:
- **Pick** a serving stack for a new project (production hosting / batch / edge / dev laptop / multi-tenant SaaS / structured-output service).
- **Defend** an existing stack against a "let's switch to X" pressure.
- **Migrate**: justify or block a swap (e.g. TGI → vLLM, Ollama → vLLM, vLLM → TensorRT-LLM).
- **Mix**: design a multi-tier deployment (e.g. premium tier on TensorRT-LLM, free tier on vLLM-AWQ, dev on Ollama).