MCP Server

Loci Labs Real-World Observations

ai.loci-labs/real-world-observations
Maps & Location Search & Research Public & reachable MCP 2025-11-25

What this MCP does

Searches for recent human observations about conditions, availability, access, and events at physical locations.

search_real_world_observations
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.
Read only Open world Idempotent
Input schema
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['question'], 'properties': {'context': {'type': 'string', 'maxLength': 2000, 'description': 'Optional extra context that helps interpret the question. Do not include personal or sensitive information.'}, 'location': {'type': 'string', 'maxLength': 300, 'description': 'Place name, address, neighborhood, venue, or coordinates written as text. Precision is not required.'}, 'question': {'type': 'string', 'maxLength': 1000, 'minLength': 1, 'description': 'What you want to know, in natural language. Examples: "Is the playground muddy right now?", "How long is the security line?"'}, 'freshness': {'type': 'string', 'maxLength': 100, 'description': 'How recent the observation needs to be, e.g. "right now", "within 30 minutes", "today", "within 24 hours".'}, 'observation_type': {'type': 'string', 'maxLength': 100, 'description': 'Kind of observation: crowd, condition, availability, closure, construction, weather impact, accessibility, inventory, event status, or other.'}}}
Output schema
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['status', 'message', 'request'], 'properties': {'status': {'enum': ['no_observation_available'], 'type': 'string'}, 'message': {'type': 'string'}, 'request': {'type': 'object', 'properties': {'location': {'type': 'string'}, 'freshness': {'type': 'string'}, 'observation_type': {'type': 'string'}}, 'additionalProperties': False}}, 'additionalProperties': False}
Added
search_real_world_observations
Sept. 28, 2026, 2:40 a.m.