# Inference AIops

> Inference AIops — aiops-tools-inference. Use this tool when you need to optimize and govern GPU inference operations for large language models and Ray Serve deployments. It solves problems related to latency, scaling, and node management, providing features like root-cause analysis and node draining. Ideal for use cases requiring high-performance, governed AI infrastructure operations with built-in audit, budget, and undo controls.

Canonical page: https://skillsregistry.net/skills/aiops-tools-inference  
JSON: https://api.skillsregistry.net/v1/skills/aiops-tools-inference

## Description

Provides governed GPU inference operations for vLLM and Ray Serve deployments, including latency root-cause analysis, scaling, and node draining. Part of AIops-tools' family of governed infrastructure-operations MCP servers with audit, budget, and undo guards.

## Trust

- **Trust score (0–1):** 0.62
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** devops-ci
- **Updated:** 2026-08-30

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/aiops-tools-inference)
- **Repository:** <https://github.com/aiops-tools/inference-aiops>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "aiops-tools-inference"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/aiops-tools-inference` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/aiops-tools-inference/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt