# infra-advisor-mcp

> Use this tool when you need to optimize AI workload deployments by estimating GPU requirements, training and inference costs, and comparing cloud versus on-premises total cost of ownership (TCO). It provides deterministic calculations for informed decision-making, helping to solve problems related to resource allocation, budgeting, and infrastructure planning. Ideal for use cases involving AI model development, deployment, and scaling, it takes in workload specifications and outputs detailed cost estimates and recommendations.

Canonical page: https://skillsregistry.net/skills/c3-yang-song-llm-infra-advisor-mcp  
JSON: https://api.skillsregistry.net/v1/skills/c3-yang-song-llm-infra-advisor-mcp

## Description

Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-09-01

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/w9fybnv5ws)
- **Repository:** <https://github.com/yangsong7/LLM-Infra-Advisor-MCP>

## 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": "c3-yang-song-llm-infra-advisor-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/c3-yang-song-llm-infra-advisor-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/c3-yang-song-llm-infra-advisor-mcp/pull`

---
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