# tensorrt-llm

> Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency.

Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when you need 10-100x faster inference than PyTorch, or for serving models with quantization (FP8/INT4), in-flight batching, and multi-GPU scaling.

- Type: Skill
- Made by: Orchestra-Research
- Category: AI & agents
- Formats: Skills
- Version: 1cf338f
- Source: https://github.com/orchestra-research/ai-research-skills/tree/HEAD/12-inference-serving/tensorrt-llm
- Page: https://pluginboard.ai/skills/tensorrt-llm-orchestra-research

## Works with

- ChatGPT
- Claude
- Gemini
- GitHub Copilot
- Cursor
- Claude Code
- Codex
- Antigravity
- Gemini CLI
- Replit
- OpenClaw
- OpenCode
- Hermes Agent

## Install

### ChatGPT

In ChatGPT: Download the tensorrt-llm folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans.

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Claude

In Claude (web or desktop): Download the tensorrt-llm folder and zip the folder itself, then upload it in Customize → Skills.

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Gemini

In Gemini: Download the tensorrt-llm folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it).

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### GitHub Copilot

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.copilot/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Cursor

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.cursor/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Claude Code

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.claude/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

Or all of AI Research Skills (Orchestra), in Claude Code:

```text
/plugin marketplace add Orchestra-Research/AI-Research-SKILLs
/plugin install rag@ai-research-skills
```

### Codex

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.agents/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Antigravity

In Antigravity: Copy the tensorrt-llm folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI).

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Gemini CLI

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.gemini/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Replit

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm .agents/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### OpenClaw

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.openclaw/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### OpenCode

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.config/opencode/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

### Hermes Agent

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/12-inference-serving/tensorrt-llm ~/.hermes/skills/tensorrt-llm
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/12-inference-serving/tensorrt-llm

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