500 of 1,275 pages analyzed

Fireworks

fireworks.ai

ai-mlmodel-deploymentmodel-traininginference-engineai-platform

AI-Readiness / 100

17 dead ends

Level 4 · Agent-Ready

Fireworks provides a platform for building and deploying AI models with a focus on speed, quality, and cost optimization.

17 dead ends are holding your score down. Close them to climb ↓

Shipped a fix? Re-audit to lock it in →

Content

70% of score

4 of 15 buyer questions answered

Your site doesn't cover

security
integration
limits

See all 17 gaps →

Protocol

30% of score

10 of 16 items installed

Missing

llms.txt +2
MCP card +2
WebMCP widget +2

Install with Sitedex · +6 pts →

Today's biggest win

“There is no llms.txt at the root.”

Fix it and the audit moves up +2 points.

Install llms.txt →next-best: +2 pts

Fix list

17 to ship · 10 passing

Also covered by fireworks.ai

technicalsecurity

Try it yourself

Sitedex already serves fireworks.ai as an MCP endpoint. Ask it anything an AI agent might — see what comes back.

Snippets & configs

For developers and the engineer-on-call: copy these into your tools or your site.

MCP endpoint

https://mcp.sitedex.dev/s/fireworks-ai/mcp

The URL anyone's agent points at. Read-only; safe to share.

Claude Code

claude mcp add fireworks --transport http https://mcp.sitedex.dev/s/fireworks-ai/mcp

One command, then the agent has it.

Cursor / Continue

{
  "mcpServers": {
    "fireworks": {
      "url": "https://mcp.sitedex.dev/s/fireworks-ai/mcp"
    }
  }
}

Drop into mcp.json.

WebMCP — two parts

WebMCP-capable browsers run the widget at runtime. Crawlers without JS rendering need the discovery manifest to find your tool surface. Install both.

1 · Widget script

<script async src="https://sitedex.dev/widget.js"></script>

Drop in <head>. WebMCP-capable browsers (Chrome 146+ Origin Trial) call navigator.modelContext.provideContext() via this script.

2 · Discovery manifest

{
  "$schema": "https://wellknownmcp.org/schemas/webmcp.json",
  "name": "fireworks.ai",
  "tools": [
    { "name": "search", "description": "Search fireworks.ai's indexed content." },
    { "name": "get_page", "description": "Fetch a page from fireworks.ai as markdown." }
  ]
}

Host alongside the script at /.well-known/webmcp.json. Crawlers that don't render JS rely on this.

About this audit

Sitedex audits AI-readiness across 15 buyer questions and 11 protocol items. Each crawl produces a fresh report.

Question outcomes

Answered cleanly4
Partial9
Unanswered2

Sitedex

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