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Jemeen Agent Services

AI & agent readiness audit for a website

agent_readiness
Read-only

Audits how discoverable and usable a domain is for AI assistants and autonomous agents: AI crawler access in robots.txt (GPTBot, ClaudeBot, PerplexityBot, Google-Extended and others), llms.txt, sitemap, homepage metadata and schema.org JSON-LD, A2A Agent Card, MCP and OpenAPI discovery, and x402 payment readiness. Returns a 0-100 score, every check with evidence, and prioritised fixes. Free tier: One public domain per call; fetches at most 10 URLs.

Input Schema

NameRequiredDescriptionDefault
domainYesDomain or https URL, e.g. example.com

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and openWorldHint=true, so safety is covered; the description adds genuinely new behavioral context: it performs live network fetches, caps them at 10 URLs, limits to one public domain per call, and returns a 0-100 score plus per-check evidence and prioritised fixes. It does not discuss failure modes (unreachable domain, redirects, timeouts) or latency, which keeps it from a 5.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences: the first front-loads what is audited with a dense but scannable enumeration of checks, the second covers outputs and tier limits. The check list is long but each item maps to a real capability, so little is wasted; a slightly tighter phrasing could improve it.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description compensates by describing the return shape (0-100 score, per-check evidence, prioritised fixes), and with only one well-documented parameter and clear annotations, there is nothing an agent needs to call this correctly that is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% for the single `domain` parameter, so the baseline is 3; the description adds a meaningful constraint beyond the schema by specifying it must be a *public* domain and that only one domain per call is allowed. The schema already supplies the accepted format (domain or https URL, e.g. example.com), so no further gain is available.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb (audits) and resource (a domain's discoverability/usability for AI assistants and autonomous agents), then enumerates the concrete artifacts checked (robots.txt AI crawlers, llms.txt, sitemap, JSON-LD, A2A Agent Card, MCP/OpenAPI, x402). The sibling tools (csv_quality, extract_requirements, validate_json, verify_citations) are unrelated utilities, so no sibling disambiguation is needed.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Implicitly clear scope — use it to audit a public domain's AI readiness — and it states a hard operating constraint (one public domain per call, at most 10 URLs fetched), which bounds when it is appropriate. It does not name alternatives or explicitly exclude cases (e.g., private/intranet domains), so it falls short of a 5.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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