Kottos AI Observatory

ai.kottos/venuesVersion 1.0.2

LLM list prices by venue and tier, plus time to first token from a once-a-minute probe

Status

Responds164 msNov 14, 2026, 13:30 UTCAnswered our handshake without sign-in.

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Data from the official MCP Registry, checked by run.zero. How we check

Streamable HTTP

https://data.kottos.ai/mcpResponds164 msNov 14, 2026, 13:30 UTC

No sign-in

claude mcp add --transport http venues https://data.kottos.ai/mcp

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Settings > Connectors > Add custom connector
Name: venues
Remote MCP server URL: https://data.kottos.ai/mcp

{
  "mcpServers": {
    "venues": {
      "url": "https://data.kottos.ai/mcp"
    }
  }
}

code --add-mcp '{"name":"venues","type":"http","url":"https://data.kottos.ai/mcp"}'

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2 tools

Tools of Kottos AI Observatory
	Description		Read-only	Idempotent	Open world
`compare_venues`For one model, each venue and service tier that sells it: list prices in US dollars per million tokens and, where the probe measures it, time to first token over the last hour. The probe sends a short prompt once a minute from Ashburn, Virginia, through the Kottos AI gateway, so the time is mostly round trip and queue, not a long prompt's prefill. Measured offers come first, fastest first.	For one model, each venue and service tier that sells it: list prices in US dollars per million tokens and, where the probe measures it, time to first token over the last hour. The probe sends a short prompt once a minute from Ashburn, Virginia, through the Kottos AI gateway, so the time is mostly round trip and queue, not a long prompt's prefill. Measured offers come first, fastest first.	No	Yes	Yes	No
`list_models`Every model Kottos AI lists prices for, with how many venue and service tier offers sell it and how many of them the live probe measures. Its names are the ones compare_venues accepts.	Every model Kottos AI lists prices for, with how many venue and service tier offers sell it and how many of them the live probe measures. Its names are the ones compare_venues accepts.	No	Yes	Yes	No

Registry status: Active
Published: Nov 12, 2026
Updated: Nov 12, 2026
Website: https://kottos.ai/mcp.html⁠ (opens in a new tab)
Repository: Not given
Categories (suggested): AI modelsSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared