Koskamo

Audit AI Readiness and Crawler Access

A detailed report on how AI assistants perceive the target URL, including crawler permissions, raw text content, structured data, and agent surfaces, along with specific fixes to improve visibility.

How it works

Read-onlyResearch and knowledge

The agent uses the audit_ai_readiness tool to fetch the target URL and analyze its AI legibility. It checks which AI crawlers are blocked via robots.txt, counts words in raw HTML (excluding JavaScript-rendered content), parses JSON-LD structured data, and verifies the presence of agent surfaces like /llms.txt. The agent reviews the returned score and individual checks to identify gaps in AI visibility.

Prompt

Paste this into an agent that has the servers below connected. Adjust the names and dates to your own.

Prompt for Audit AI Readiness and Crawler Access
Audit the AI readiness of https://example.com. Run the audit_ai_readiness tool and provide a summary of the score, which crawlers are blocked, the amount of raw text available, and any missing agent surfaces or structured data.

MCP servers it needs

Source

The vendor page this playbook is drawn from, and the passage that supports it.

Fetches a URL and reports how legible it is to AI assistants and agents. Returns a score, every individual check, and the fixes.
agentbuilt MCP server & A2A agent — free AI-readiness audit for any URL

Each playbook is drawn from the vendor page it cites and reviewed by Koskamo before it is published. Koskamo does not run these servers or your agent: check what each tool will do before you let it act on your accounts.