As of 16 August 2026, Harborfreight (harborfreight.com) scores 49 out of 100 for AI visibility on the Faro AI visibility scan, a grade of D. Faro detected 3 of 8 agent-facing capabilities on the site, and lists it in the Faro Agent Registry.
What this means
Faro's scan of harborfreight.com on 16 August 2026 found open access for ChatGPT's and Claude's crawlers, an MCP server and an agent-to-agent card. Through its MCP server, an AI agent can use Harborfreight's tools, not just describe them. ChatGPT and Claude can read harborfreight.com themselves, so they can answer questions about Harborfreight in its own words. Its agent-to-agent card tells other AI agents what Harborfreight does and how to work with it.
No structured business data turned up, so an assistant has to work out Harborfreight's basic facts from ordinary page text. No published pricing was found. An assistant asked what Harborfreight costs has nothing on harborfreight.com to quote, so it guesses or says it doesn't know.
AI assistants answer questions about a business from what its site publishes. This page is Faro’s record of what they can find on harborfreight.com.
Agent capabilities
3 of 8 detected
| Capability | Status |
|---|---|
Open to AI assistants ChatGPT, Claude and Perplexity are allowed to read this site rather than blocked from it. | ✓ Detected |
Structured business data Key facts about the business are published in a form software reads exactly, so they are less likely to be garbled. | Not detected |
Published pricing Prices are stated openly on the site instead of hidden behind a contact form. | Not detected |
Publishes an llms.txt The site tells AI assistants where its important pages are, in a file written for them. | Not detected |
Public API Other software can connect to this business directly, not just through its website. | Not detected |
MCP server AI agents can use this business's tools directly, rather than only reading about them. | ✓ Detected |
Agent-to-agent card Other AI agents can discover what this business does and how to work with it. | ✓ Detected |
Open Knowledge bundle A packaged summary of the business that an agent can read in a single request. | Not detected |
What Harborfreight does well
robots.txt exists and accessible
robots.txt is live. AI crawlers know the access rules.
GPTBot (ChatGPT) allowed
GPTBot is allowed. ChatGPT can index your content and recommend you.
ClaudeBot (Anthropic) allowed
ClaudeBot is allowed. Claude can use your content when users ask about your space.
PerplexityBot allowed
PerplexityBot is allowed. You can appear in Perplexity search answers.
Google-Extended (Gemini) allowed
Google-Extended is allowed. Gemini and AI Overviews can include your content.
XML sitemap
Sitemap found. Agents can efficiently discover all your pages.
MCP Server Card declared (endpoint not responding)
MCP Server Card found at /.well-known/mcp.json but the /mcp endpoint returned no response. Your card advertises an integration that isn't live , agents that try to connect will fail.
No unlabeled clickable divs detected
No <div> or <span> elements with an onclick handler and no role/tabindex were found in the raw HTML. Agents reading the accessibility tree see real interactive controls, not invisible click targets.
Score by category
How the 49/100 is made up, across the areas Faro measures.
Agent Permissions
30/36
Content Discoverability
12/18
Structured Data
0/32
Pricing Transparency
0/18
Agent Infrastructure
21/34
Agent Operability
18/25
Trust & Identity
12/26
Is this your site?
Claim this listing to confirm you own harborfreight.com, keep the details current, and see the full report including what is not detected yet.
This entry is part of the Faro Agent Registry, also available as machine-readable JSON.