502 of 595 pages analyzed

Parallel

parallel.ai

ai-mlsearch-apinatural-language-processingmachine-learningweb-retrieval

AI-Readiness / 100

19 dead ends

Level 3 · Agent-Accessible

Parallel provides a web search API purpose-built for AI applications, offering high accuracy and predictable costs

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

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

Content

70% of score

1 of 15 buyer questions answered

Your site doesn't cover

technical
integration
limits

See all 19 gaps →

Protocol

30% of score

11 of 16 items installed

Missing

MCP card +2
WebMCP widget +2
Content-Signal policy +2

Install with Sitedex · +6 pts →

Today's biggest win

“No MCP server card is published.”

Fix it and the audit moves up +2 points.

Install the MCP server card →next-best: +2 pts

Fix list

19 to ship · 11 passing

Also covered by parallel.ai

technical

Try it yourself

Sitedex already serves parallel.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/parallel-ai/mcp

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

Claude Code

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

One command, then the agent has it.

Cursor / Continue

{
  "mcpServers": {
    "parallel": {
      "url": "https://mcp.sitedex.dev/s/parallel-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": "parallel.ai",
  "tools": [
    { "name": "search", "description": "Search parallel.ai's indexed content." },
    { "name": "get_page", "description": "Fetch a page from parallel.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 cleanly1
Partial6
Unanswered8

Sitedex

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