Estimated

NanoClaw
nanoclaw.dev
Ranked by $
14 AI crawlers checked
Panel skipped
Crawler access
14 AI crawlers checked.
All major AI crawlers can read your site.
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
Published at root
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.
Engine not configured.
Engine not configured.
Engine not configured.
Engine 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.
Diagnostic layers (non-scoring)· 8
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.
01highschemaAuto-fix~$500/mo· medium FAQ section exists but is not marked up as FAQPage JSON-LD
Wrap the FAQ with a FAQPage JSON-LD block so AI engines can lift the Q/A pairs verbatim.
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.
03highcitations~$413/mo· medium External links exist but none hit the authoritative allowlist
Cite at least one .edu/.gov, Wikipedia, IETF/W3C spec, or tier-1 publication near your flagship claims.
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.
07lowagent_readiness~$320/mo· low No CLI or command-line workflow detected
Add CLI install/use docs when your product can be operated from CI, terminals, or coding agents. Include copy-paste commands and JSON output examples.
08lowagent_readiness~$320/mo· low No Portal visit layer detected
If the service supports temporary agent visits, publish a Portal manifest at /portal with tool metadata and a call endpoint, then link it from docs and llms.txt.
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
$1,025
/mo recoverable
- 01
FAQ section exists but is not marked up as FAQPage JSON-LD
schema · ~$500/mo
- 02
No /llms.txt file found
llmstxt · ~$300/mo
- 03
Weak JSON-LD for docs page family
schema · ~$225/mo
The Writer
Echo
$2,318
/mo recoverable
- 01
External links exist but none hit the authoritative allowlist
citations · ~$413/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
- + 7 more in queue
The Front Desk
Orbit
$2,580
/mo recoverable
- 01
No API or OpenAPI entrypoint detected
agent_readiness · ~$500/mo
- 02
No MCP entrypoint detected
agent_readiness · ~$400/mo
- 03
No agent discovery file detected
agent_readiness · ~$400/mo
- + 4 more in queue
The Strategist
Atlas
$1,080
/mo recoverable
- 01
Volatile content lacks update signals
content_decay · ~$225/mo
- 02
Authority trust layer is weak
trust_stack · ~$95/mo
- 03
Google ai readiness is underdeveloped
platform_profiles · ~$95/mo
- + 7 more in queue
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