AgentProbe
jackmarchant.com
44/ 100
2.4s·4/12 passed·4/18/2026

Access

Whether AI bots can actually reach your content

83
✓

AI Bot Access

Pass

All 3 tested AI bots receive full page content.

✓

JS Independence

Pass

Rich text content (9430 chars) and 2 heading(s) available without JavaScript.

▲

Performance

Partial

Response time: 1106ms. 1 redirect(s).

Agent-Native

Support for agent-specific protocols and formats

0
✗

Markdown Support

Fail

No markdown content negotiation support detected.

✗

MCP Protocol

Fail

No MCP (Model Context Protocol) configuration found.

✗

Structured API

Fail

No structured API or OpenAPI specification detected.

Discovery

How easily AI agents can find and understand your site

63
▲

llms.txt

Partial

llms.txt found but missing proper title or resource links.

✓

robots.txt AI Bot Rules

Pass

robots.txt found. All 8 AI bots are allowed.

✓

XML Sitemap

Pass

sitemap.xml found. Contains 28 URLs.

✗

AI Manifest

Fail

No AI manifest files found (.well-known/ai-plugin.json or .well-known/mcp.json).

Metadata

Structured data and metadata quality

0
✗

Schema.org

Fail

No JSON-LD structured data found.

✗

HTML Metadata

Fail

Poor metadata. Missing: lang, description, canonical.

Recommendations

6 suggestions
1

Add a /.well-known/ai-plugin.json or mcp.json to declare AI capabilities.

2

Support content negotiation for text/markdown to serve agent-friendly content.

3

Consider implementing MCP (Model Context Protocol) for richer AI integration.

4

Expose an OpenAPI/Swagger spec so AI agents can discover your API endpoints.

5

Add JSON-LD structured data (Schema.org) to help AI understand your content.

6

Improve HTML metadata: add lang, description, canonical, and proper heading structure.

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