# AEO Inspector

> AEO score, AI crawler access and agent-ready scores with fixes, plus a 16-engine AI report (x402).

- name: com.aeoinspector/aeo-inspector
- version: 2.1.0
- connection class: R0 (autonomous)
- trust: 83/100 flags: no-repository
- quality: 90/100 (new)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.aeoinspector%2Faeo-inspector
- tools: https://api.protogrid.dev/v1/servers/com.aeoinspector%2Faeo-inspector/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "aeo-inspector": {
      "type": "http",
      "url": "https://aeoinspector.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 100
- freshness: 100
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-100% +updated-1d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 90/100 (new)

### protocol: 88 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- warn `protocol.list_ttl`: tools/list declares ttlMs 0, so clients re-fetch it on every use

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 93 (weight 30)

- pass `tools.descriptions`: every tool has a description
- warn `tools.description_length`: 1 tools have descriptions over 1,024 characters, which crowds the context
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 3 of 3 tools declare readOnlyHint or destructiveHint
- pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
- pass `tools.token_cost`: about 794 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: n/a (weight 15)

- n/a `stability.changes`, `stability.rug_pull`: tool history recorded for 1 of the 7 days needed

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 3, about 794 tokens to load them all
- tool set hash: c3ad7e7b8c60e365c00572087e10bc76
- tools last changed: 2026-10-19T10:40:38.695Z
- badge: [![protogrid quality](https://protogrid.dev/badge/com.aeoinspector/aeo-inspector.svg)](https://protogrid.dev/servers/com.aeoinspector/aeo-inspector)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-19 `full_report` changed (description, annotations)
  - before: 10-engine AI visibility report: five category questions, each asked 3 times (150 answers), to ChatGPT, Microsoft Copilot, Gemini, Claude, Grok, Google AI Overviews, Perplexity, Meta AI, DeepSeek, Mistral. Returns per-engine answers, mention rate, citations of the site (own domain in the returned sources), a visibility score, competitor share of mentions (overall and per engine), the sources engines cited, and a report_url. Takes 2-4 minutes. Not charged unless at least 7 of 10 engines answer. Costs $9 USDC per call via x402 (payment in _meta["x402/payment"]); invalid input or a failed run returns an error and is not charged.
  - after: 16-engine AI visibility report: five category questions, each asked 3 times (240 answers), to ChatGPT, Microsoft Copilot, Gemini, Claude, Grok, Google AI Overviews, Google AI Mode, Perplexity, Meta AI, DeepSeek, Qwen, Mistral, GLM, MiniMax, Exa Answer and You.com. Returns per-engine answers, mention rate, citations of the site (own domain in the returned sources), a visibility score, competitor share of mentions (overall and per engine), the sources engines cited, and a report_url. Takes 2-4 minutes. Not charged unless at least 12 of 16 engines answer. Costs $9 USDC per call via x402 (payment in _meta["x402/payment"]); invalid input or a failed run returns an error and is not charged.
- 2026-10-19 `scan_site` changed (description)
  - before: Deep AEO scan of a website: fetches the homepage as a browser, Googlebot, OAI-SearchBot, GPTBot, ClaudeBot and PerplexityBot and diffs what each gets (JS shells, stale prerender snapshots, cloaking-like gaps), diagnoses Cloudflare AI-bot blocks (dashboard setting + WAF Skip rule), detects Base44/Replit/Lovable, reads robots.txt rules for 21 AI crawlers, crawls up to 9 more pages from the sitemap, validates JSON-LD (Organization, LocalBusiness, Product, FAQPage, Article, SoftwareApplication), checks Wikidata/sameAs entity signals, freshness, question-style headings, TTFB and HTML size, and asks Perplexity one category question. Returns the 100-point score, prioritized fixes, a result_url, a badge_url and a ready-to-paste kit (llms.txt, robots.txt, JSON-LD). Takes 10-25 seconds. Costs $0.05 USDC per call via x402 (payment in _meta["x402/payment"]); invalid input or a failed run returns an error and is not charged.
  - after: Deep AEO scan of a website: fetches the homepage as a browser, Googlebot, OAI-SearchBot, GPTBot, ClaudeBot and PerplexityBot and diffs what each gets (JS shells, stale prerender snapshots, cloaking-like gaps), diagnoses Cloudflare AI-bot blocks (dashboard setting + WAF Skip rule), detects Base44/Replit/Lovable, reads robots.txt rules for 21 AI crawlers, crawls up to 9 more pages from the sitemap, validates JSON-LD (Organization, LocalBusiness, Product, FAQPage, Article, SoftwareApplication), checks Wikidata/sameAs entity signals, freshness, question-style headings, TTFB and HTML size, and asks Perplexity one category question. Checks agent files (llms.txt, MCP server card or /mcp, OpenAPI, /.well-known/x402 or a 402 challenge, JSON-LD Offer pricing, Web Bot Auth key directory). Returns the 100-point score, crawlerAccess (score, per-bot outcome), agentReady (score, pass/fail checks with fixes), prioritized fixes, a result_url, a badge_url and a ready-to-paste kit (llms.txt, robots.txt, JSON-LD). Takes 10-25 seconds. Costs $0.05 USDC per call via x402 (payment in _meta["x402/payment"]); invalid input or a failed run returns an error and is not charged.

Full history: https://api.protogrid.dev/v1/servers/com.aeoinspector%2Faeo-inspector/changes

## Remotes

- https://aeoinspector.com/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (3)

- `full_report`: 16-engine AI visibility report: five category questions, each asked 3 times (240 answers), to ChatGPT, Microsoft Copilot, Gemini, Claude, Grok, Google AI Overviews, Google AI Mode, Perplexity, Meta AI, DeepSeek, Qwen, Mistral, GLM, MiniMax, Exa Answer and You.com. Returns per-engine answers, mention rate, citations of the site (own domain in the returned sources), a visibility score, competitor share of mentions (overall and per engine), the sources engines cited, and a report_url. Takes 2-4 minutes. Not charged unless at least 12 of 16 engines answer. Costs $9 USDC per call via x402 (payment in _meta["x402/payment"]); invalid input or a failed run returns an error and is not charged.
- `pricing`: Free. Prices of the paid tools and HTTP endpoints, the payment network (Base) and address. No input, no network request, no payment.
- `scan_site`: Deep AEO scan of a website: fetches the homepage as a browser, Googlebot, OAI-SearchBot, GPTBot, ClaudeBot and PerplexityBot and diffs what each gets (JS shells, stale prerender snapshots, cloaking-like gaps), diagnoses Cloudflare AI-bot blocks (dashboard setting + WAF Skip rule), detects Base44/Replit/Lovable, reads robots.txt rules for 21 AI crawlers, crawls up to 9 more pages from the sitemap, validates JSON-LD (Organization, LocalBusiness, Product, FAQPage, Article, SoftwareApplication), checks Wikidata/sameAs entity signals, freshness, question-style headings, TTFB and HTML size, and asks Perplexity one category question. Checks agent files (llms.txt, MCP server card or /mcp, OpenAPI, /.well-known/x402 or a 402 challenge, JSON-LD Offer pricing, Web Bot Auth key directory). Returns the 100-point score, crawlerAccess (score, per-bot outcome), agentReady (score, pass/fail checks with fixes), prioritized fixes, a result_url, a badge_url and a ready-to-paste kit (llms.txt, robots.txt, JSON-LD). Takes 10-25 seconds. Costs $0.05 USDC per call via x402 (payment in _meta["x402/payment"]); invalid input or a failed run returns an error and is not charged.