Loci Labs Real-World Observations

ai.loci-labs/real-world-observationsVersion 0.1.0

Fresh human-observable information about physical places and conditions that may be stale online.

Status

Responds401 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://mcp.loci-labs.ai/mcpResponds401 msNov 14, 2026, 13:30 UTC

No sign-in

claude mcp add --transport http real-world-observations https://mcp.loci-labs.ai/mcp

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Settings > Connectors > Add custom connector
Name: real-world-observations
Remote MCP server URL: https://mcp.loci-labs.ai/mcp

{
  "mcpServers": {
    "real-world-observations": {
      "url": "https://mcp.loci-labs.ai/mcp"
    }
  }
}

code --add-mcp '{"name":"real-world-observations","type":"http","url":"https://mcp.loci-labs.ai/mcp"}'

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1 tools

Tools of Loci Labs Real-World Observations
	Description		Read-only	Idempotent	Open world
`search_real_world_observations`Search for fresh real-world observations about physical places, conditions, availability, crowds, lines, closures, construction, weather effects, events, inventory visible in person, accessibility, or other facts that may be stale, uncertain, or unavailable on the public web. Use this when answering the user's question would benefit from a recent observation made by a person physically present at or near the relevant location.	Search for fresh real-world observations about physical places, conditions, availability, crowds, lines, closures, construction, weather effects, events, inventory visible in person, accessibility, or other facts that may be stale, uncertain, or unavailable on the public web. Use this when answering the user's question would benefit from a recent observation made by a person physically present at or near the relevant location.	No	Yes	Yes	Yes