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ai-crawler-readiness

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Can AI crawlers read this site? GPTBot/ClaudeBot verdicts, robots vs edge blocking, 47k-domain index

v1.0.0 · active · website · descriptor JSON · versions

Not classified yet.The remote endpoints have not been probed successfully, or the listing has nothing to connect to.
Quality71needs work
Trust79of 100
Uptime, 30 days98%
Latency p50438 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "ai-crawler-readiness": {
      "type": "http",
      "url": "https://shop.lumnika.com/ai-readiness/mcp"
    }
  }
}
claude mcp add --transport http ai-crawler-readiness https://shop.lumnika.com/ai-readiness/mcp
[mcp_servers.ai-crawler-readiness]
url = "https://shop.lumnika.com/ai-readiness/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-crawler-readiness": {
      "type": "remote",
      "url": "https://shop.lumnika.com/ai-readiness/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "ai-crawler-readiness": {
      "type": "http",
      "url": "https://shop.lumnika.com/ai-readiness/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ai-crawler-readiness&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vc2hvcC5sdW1uaWthLmNvbS9haS1yZWFkaW5lc3MvbWNwIn0%3D"
}
{
  "servers": {
    "ai-crawler-readiness": {
      "type": "http",
      "url": "https://shop.lumnika.com/ai-readiness/mcp"
    }
  }
}
{
  "mcpServers": {
    "ai-crawler-readiness": {
      "httpUrl": "https://shop.lumnika.com/ai-readiness/mcp"
    }
  }
}
extensions:
  "ai-crawler-readiness":
    enabled: true
    name: "ai-crawler-readiness"
    type: streamable_http
    uri: "https://shop.lumnika.com/ai-readiness/mcp"
    timeout: 300

Quality 71 / 100needs work

protocoln/a · weight 25
  • n/a
    protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: domain_readiness (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); web_openness (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); edge_blocking (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 839 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stabilityn/a · weight 15
  • n/a
    stability.changes, stability.rug_pulltool history not recorded yet
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

5 tools, about 839 tokens to load them all · checked 2026-10-20 21:51 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 79 / 100

no-repository
provenance55
liveness99
freshness85
hygiene80

+dns-namespace +website +reachable +uptime-98% ~updated-31d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://shop.lumnika.com/ai-readiness/mcp streamable-httpunknownyes98%438 ms–2026-10-20

Tools (5)

domain_readinessCan AI assistants actually read this domain? Returns the measured readiness score, the per-crawler verdict (served / blocked in robots.txt / refused by the edge despite robots.txt allowing it), and which edge vendor answers for the host. Measured with real HTTP requests, not guessed from robots.txt alone. Google-Extended and Applebot-Extended are robots.txt tokens, not crawlers: they are flagged robotsOnly, carry no server verdict, and are excluded from every count about what the server did. Also returns `fixes`: the ordered, domain-specific list of what to change to let the blocked crawlers in, separating what is written in the site own robots.txt from what the CDN/WAF applies on top of it.
edge_blockingWho is actually doing the blocking: for each CDN/WAF vendor, the share of (domain x crawler) pairs that robots.txt ALLOWS and the server refuses anyway — i.e. how much of the blocking is an infrastructure default rather than a decision the site owner made. Each vendor also comes broken down per crawler, which separates a blanket wall (same rate for every crawler) from a managed block list that names some AI user-agents and not others.
measure_domainMeasure a domain RIGHT NOW instead of reading the archive: 9 real HTTP requests, one from a browser user-agent and one per AI crawler user-agent, plus robots.txt / llms.txt / sitemap. Use it for any site the index has not reached yet, or when the caller wants a fresh verdict after changing robots.txt or a WAF rule. Returns the same `fixes` list as domain_readiness, derived from the fresh measurement.
recent_changesWhat CHANGED: the domains that recently started or stopped blocking a specific AI crawler, with the day the flip was observed and whether it happened in robots.txt or at the edge. This cannot be reconstructed after the fact from any public source — it exists only because the index made the same requests the day before and the day after. Use it to answer 'who just blocked/unblocked ChatGPT, Claude, Perplexity...' or to watch one domain over time.
web_opennessHow much of the most-visited web is readable by AI assistants right now: the share of measured domains that block at least one AI crawler, and the served / robots-blocked / edge-blocked breakdown per crawler.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "com.lumnika/ai-crawler-readiness",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-09-29/server.schema.json",
  "remotes": [
    {
      "url": "https://shop.lumnika.com/ai-readiness/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "websiteUrl": "https://shop.lumnika.com/ai-readiness/",
  "description": "Can AI crawlers read this site? GPTBot/ClaudeBot verdicts, robots vs edge blocking, 47k-domain index"
}