Loci Labs Real-World Observations

Official1 tool

by loci-labs

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

ai.loci-labs/real-world-observations (MCP Server)

This MCP server provides “Fresh human-observable information” about physical places and conditions that may be stale online. Its scope is centered on real-world observations that update what’s known about on-the-ground situations rather than relying solely on older published data.

🛠️ Key Features

Human-observable information about physical places
Updates for conditions that may be stale online

🚀 Use Cases

Checking on current physical conditions for a place
Verifying whether online information about a location is outdated

⚡ Developer Benefits

Focused dataset centered on recency of human observations
Clear alignment with workflows that require up-to-date place or condition context

⚠️ Limitations

Availability and tool coverage are not specified in the provided data

📚 Related Topics

real-world observations

Captured live from the server via tools/list.

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.

Parameters5

question	string	required	What you want to know, in natural language. Examples: "Is the playground muddy right now?", "How long is the security line?"
location	string	optional	Place name, address, neighborhood, venue, or coordinates written as text. Precision is not required.
freshness	string	optional	How recent the observation needs to be, e.g. "right now", "within 30 minutes", "today", "within 24 hours".
observation_type	string	optional	Kind of observation: crowd, condition, availability, closure, construction, weather impact, accessibility, inventory, event status, or other.
context	string	optional	Optional extra context that helps interpret the question. Do not include personal or sensitive information.

Raw schema

{
  "type": "object",
  "properties": {
    "question": {
      "type": "string",
      "minLength": 1,
      "maxLength": 1000,
      "description": "What you want to know, in natural language. Examples: \"Is the playground muddy right now?\", \"How long is the security line?\""
    },
    "location": {
      "description": "Place name, address, neighborhood, venue, or coordinates written as text. Precision is not required.",
      "type": "string",
      "maxLength": 300
    },
    "freshness": {
      "description": "How recent the observation needs to be, e.g. \"right now\", \"within 30 minutes\", \"today\", \"within 24 hours\".",
      "type": "string",
      "maxLength": 100
    },
    "observation_type": {
      "description": "Kind of observation: crowd, condition, availability, closure, construction, weather impact, accessibility, inventory, event status, or other.",
      "type": "string",
      "maxLength": 100
    },
    "context": {
      "description": "Optional extra context that helps interpret the question. Do not include personal or sensitive information.",
      "type": "string",
      "maxLength": 2000
    }
  },
  "required": [
    "question"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Install

Tools (1)

search_real_world_observations

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://mcp.loci-labs.ai/mcp

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "real-world-observations": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mcp.loci-labs.ai/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

ai.loci-labs/real-world-observations (MCP Server)

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

📚 Related Topics

search_real_world_observations

Install

Remote endpoint

Related servers