Loci Labs Real-World Observations

ai.loci-labsPublished by loci-labs.aiOfficial publisherv0.1.0Updated Oct 24, 2026

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

VerifiedStreamable HTTPWeb executableLocation & LifestyleWeb Search & Scraping

Overview

AI-generated overview

Lets an assistant search fresh real-world observations about physical places, such as crowds, closures, conditions, and availability.

What you can do
The server exposes a single tool, search_real_world_observations, which looks up recent human-observable information about physical places and conditions. It covers things like crowds, lines, closures, construction, weather effects, events, in-person inventory, and accessibility. It is aimed at facts that may be stale, uncertain, or missing from the public web.
When to use it
Use it when an assistant needs current, on-the-ground details about a place that online sources may not reflect, such as whether something is open, crowded, or accessible. It suits questions where freshness and physical conditions matter more than general web search.
Requirements
A remote streamable HTTP endpoint at the provider's address; no local package, environment variables, or headers are declared. The manifest declares no authentication.
Before you install
The manifest declares no authentication, so consider what queries reveal about places or people before sending them. Observation content is third-party and may be inaccurate or out of date; verify before relying on it for decisions.

Installation

In SourceWeft

  1. Open Loci Labs Real-World Observations in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/ai.loci-labs%2Freal-world-observations/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

Tools

1

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.

Parameterscontextlocationquestionrequiredfreshnessobservation_type

Version history

1
  1. v0.1.0LatestSep 27, 2026

Score

72% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts

    Publish an icon in the registry entry.

  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.