Search / ai.loci-labs/real-world-observations
protogridR0· no sign-inFresh human-observable information about physical places and conditions that may be stale online.
v0.1.0 · active · website · descriptor JSON · versions
{
"mcpServers": {
"real-world-observations": {
"type": "http",
"url": "https://mcp.loci-labs.ai/mcp"
}
}
}claude mcp add --transport http real-world-observations https://mcp.loci-labs.ai/mcp[mcp_servers.real-world-observations]
url = "https://mcp.loci-labs.ai/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"real-world-observations": {
"type": "remote",
"url": "https://mcp.loci-labs.ai/mcp",
"enabled": true
}
}
}{
"mcpServers": {
"real-world-observations": {
"type": "http",
"url": "https://mcp.loci-labs.ai/mcp"
}
},
"deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=real-world-observations&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vbWNwLmxvY2ktbGFicy5haS9tY3AifQ%3D%3D"
}{
"servers": {
"real-world-observations": {
"type": "http",
"url": "https://mcp.loci-labs.ai/mcp"
}
}
}{
"mcpServers": {
"real-world-observations": {
"httpUrl": "https://mcp.loci-labs.ai/mcp"
}
}
}extensions:
"real-world-observations":
enabled: true
name: "real-world-observations"
type: streamable_http
uri: "https://mcp.loci-labs.ai/mcp"
timeout: 300
protocol.modernsupports 2026-07-28 (server/discover)protocol.statelessanswers without a sessionprotocol.transportstreamable HTTPprotocol.list_ttltools/list declares ttlMs 0, so clients re-fetch it on every useauth.prm, auth.as_metadata, auth.cimdno remote uses OAuthauth.secret_in_urlno templated URLtools.descriptionsevery tool has a descriptiontools.description_lengthdescriptions are concisetools.schemasevery tool has an object input schematools.annotations1 of 1 tools declare readOnlyHint or destructiveHinttools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHinttools.token_costabout 397 tokens to load every tooltools.api_dumptools are not a one-to-one API dumpstability.changesno tool changes in 30 daysstability.rug_pullno tool changed its meaning under the same namedeps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI packageNo tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.
Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.
+dns-namespace +website +reachable +uptime-93% +updated-24d-ago -no-repository
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
| remote | auth | reachable | uptime 30d | p50 | protocol | last ok |
|---|---|---|---|---|---|---|
https://mcp.loci-labs.ai/mcp streamable-http | none | yes | 93% | 287 ms | 2026-07-28 | 2026-10-20 |
search_real_world_observationsread-only | 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. |
Schemas: list_tools.
{
"name": "ai.loci-labs/real-world-observations",
"title": "Loci Labs Real-World Observations",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"remotes": [
{
"url": "https://mcp.loci-labs.ai/mcp",
"type": "streamable-http"
}
],
"version": "0.1.0",
"websiteUrl": "https://mcp.loci-labs.ai",
"description": "Fresh human-observable information about physical places and conditions that may be stale online."
}