Monthly leak
$0
Estimated
VibeVoice
microsoft.github.io
0
INVISIBLE
Apr 24, 03:37 PM · 17.6s
Issues
0
Ranked by $
AI bot access
0 / 14
14 AI crawlers checked
Runtime cite rate
0%
Panel skipped
Crawler access
14 AI crawlers checked.
All major AI crawlers can read your site.
14/14allowed
GPTBot
OpenAI
ClaudeBot
Anthropic
PerplexityBot
Perplexity
Google-Extended
ChatGPT-User
OpenAI
Meta-ExternalAgent
Meta
Applebot-Ext.
Apple
CCBot
Common Crawl
Bytespider
ByteDance
DuckAssistBot
DuckDuckGo
Amazonbot
Amazon
DiffBot
Diffbot
YouBot
You.com
Timpibot
Timpi
robots.txt
Not found — add one
GPTBot probe
Homepage served 200
WAF / bot fight
No blocks detected
Runtime visibility
Can the AI engines find you?
We ran 5 synthesized questions across each configured engine and watched whether your domain was cited.
Panel skipped.
Need at least 2 engines to run runtime. Configure OPENAI_API_KEY, PERPLEXITY_API_KEY, or GOOGLE_AI_API_KEY in addition to Anthropic.
Claude
offEngine not configured.
ChatGPT
offEngine not configured.
Perplexity
offEngine not configured.
Gemini
offEngine not configured.
9 dimensions of AI search visibility
How each signal stack scored on this scan. Pass, warn, or fail is decided by the weighted threshold for that dimension.
Content Structure4 issues
0 / 20
Citation Density
0 / 20
Crawler Access1 issue
7 / 15
Schema Markup2 issues
0 / 15
Entity Clarity3 issues
4 / 10
Agent Readiness9 issues
1 / 10
llms.txt1 issue
0 / 10
Freshness1 issue
0 / 5
Off-site Authority (proxy)
1 / 5
Diagnostic layers (non-scoring)· 8
Template Coverage1
Platform Profiles4
Content Decay1
Web Verification
Prompt Injection
Trust Stack5
Negative Signals
Content Gap Opportunities2
Top findings
Ordered by the money on the table.
Biggest revenue leaks first. Copy the fix prompt into Claude Code, or let AGNT draft the PR for you.
01highcrawler~$1,000/mo· high confidence No robots.txt found
Publish a /robots.txt that explicitly allows GPTBot, ClaudeBot, PerplexityBot, Google-Extended and other AI crawlers.
02highagent_readiness~$500/mo· low No API or OpenAPI entrypoint detected
Expose a public API reference or OpenAPI document at /docs/api, /openapi.json, or an equivalent developer URL so agents can understand callable surfaces.
03criticalschemaAuto-fix~$400/mo· medium No valid Organization JSON-LD
Add <script type='application/ld+json'> with @type:Organization including name, url, logo, and sameAs (≥3 social profiles).
04mediumagent_readinessAuto-fix~$400/mo· low No agent discovery file detected
Publish /llms.txt and, when relevant, a .well-known agent/plugin manifest that points agents at docs, APIs, MCP endpoints, and support policies.
05mediumagent_readiness~$400/mo· low No MCP entrypoint detected
Publish an MCP endpoint or setup guide, then link it from the homepage or llms.txt. Agents should be able to discover tool access without reading human-only docs.
06highstructure~$325/mo· medium No definition-lead opener in the first 150 tokens
Open the homepage with '<Brand> is a <category> that <differentiator>' — this is the single biggest lever for AI citability.
07highstructure~$325/mo· medium No FAQ section detected
Add a FAQ block with ≥5 question/answer pairs using <details>/<summary> or <h3>+<p> patterns. Also mark it up with FAQPage JSON-LD.
08lowagent_readiness~$320/mo· low No clear agent navigation path detected
Expose a crawlable sitemap and stable navigation to docs, pricing, support, API references, and key task pages. Agents need predictable links, not only app-shell buttons.
Your AI team playbook
What each agent would fix first.
Each agent owns a lane. Here's the queue — sorted by dollars recovered per month.
The Guardian
Nova
$1,925
/mo recoverable
- 01
No robots.txt found
crawler · ~$1,000/mo
- 02
No valid Organization JSON-LD
schema · ~$400/mo
- 03
No /llms.txt file found
llmstxt · ~$300/mo
- + 1 more in queue
The Writer
Echo
$2,030
/mo recoverable
- 01
No FAQ section detected
structure · ~$325/mo
- 02
No definition-lead opener in the first 150 tokens
structure · ~$325/mo
- 03
No 2–4 sentence summary paragraph above the fold
structure · ~$250/mo
- + 6 more in queue
The Front Desk
Orbit
$3,220
/mo recoverable
- 01
No API or OpenAPI entrypoint detected
agent_readiness · ~$500/mo
- 02
No agent discovery file detected
agent_readiness · ~$400/mo
- 03
No MCP entrypoint detected
agent_readiness · ~$400/mo
- + 6 more in queue
The Strategist
Atlas
$1,450
/mo recoverable
- 01
Content has not been updated in 231 days
freshness · ~$275/mo
- 02
Volatile content lacks update signals
content_decay · ~$225/mo
- 03
Identity trust layer is weak
trust_stack · ~$95/mo
- + 9 more in queue
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