Loci Labs Real-World Observations
Fresh human-observable information about physical places and conditions that may be stale online.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"real-world-observations": {
"url": "https://mcp.loci-labs.ai/mcp"
}
}
}Remote endpoints
https://mcp.loci-labs.ai/mcpstreamable-httpWhat it can do
Tool inventory
Tools (1)
🟢search_real_world_observations(question, location, freshness, observation_type, context)
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.
Input 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"
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}Output Schema
{
"type": "object",
"properties": {
"status": {
"type": "string",
"enum": [
"no_observation_available"
]
},
"message": {
"type": "string"
},
"request": {
"type": "object",
"properties": {
"location": {
"type": "string"
},
"freshness": {
"type": "string"
},
"observation_type": {
"type": "string"
}
},
"additionalProperties": false
}
},
"required": [
"status",
"message",
"request"
],
"$schema": "https://json-schema.org/draft/2020-12/schema",
"additionalProperties": false
}Community
Evidence