# LLM Inference Pricing Research Server

> Use this tool when you need to compare pricing information for LLM inference services across multiple providers, such as CloudRift, DeepInfra, Fireworks, and Groq. It enables scraping and storing pricing data using the Firecrawl API and SQLite storage, solving problems of cost optimization and provider selection. Ideal for use cases where accurate and up-to-date pricing information is crucial for informed decision-making.

Canonical page: https://skillsregistry.net/skills/fadi88-udacity-mcp  
JSON: https://api.skillsregistry.net/v1/skills/fadi88-udacity-mcp

## Description

Enables scraping and comparing pricing information for LLM inference services across multiple providers (CloudRift, DeepInfra, Fireworks, Groq) using Firecrawl API and SQLite storage.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/itvuc3fmg8)
- **Repository:** <https://github.com/Fadi88/UDACITY_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": "fadi88-udacity-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/fadi88-udacity-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/fadi88-udacity-mcp/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