MCP server

Loci Labs Real-World Observations Official

ai.loci-labs/real-world-observations

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

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

Working at last checkVerified publisher: loci-labs.aiAbout 441 tokens per request once connected1 tools

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

At a glance

Type: MCP server
Publisher: loci-labs.ai (verified by the MCP Registry)
Status: Working at last check
Tools: 1
Token cost: About 441 tokens per request
Sets up in: Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok
Last checked: 26 Oct 2026, 08:29 UTC

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

claude mcp add --transport http real-world-observations https://mcp.loci-labs.ai/mcp

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.real-world-observations]
url = "https://mcp.loci-labs.ai/mcp"

Gemini CLI

{"mcpServers":{"real-world-observations":{"httpUrl":"https://mcp.loci-labs.ai/mcp"}}}

Cursor

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

VS Code

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

Antigravity

agy mcp add real-world-observations https://mcp.loci-labs.ai/mcp

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"real-world-observations","server_url":"https://mcp.loci-labs.ai/mcp","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"real-world-observations","server_url":"https://mcp.loci-labs.ai/mcp"}

search_real_world_observations ~441 tokens
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

HumanEndpoint
Human-only capabilities for AI agents: ground truth, verification, judgement and real-world action.
SeenRelay
Avoid redundant expensive validation. CHECK recent evidence; OBSERVE fresh independent results.
Taskin
Human capability for AI agents - real-world action and human judgment.
FreshProof
Timestamped public URL observations with SHA-256 fingerprints, paid in USDC on Base via x402.
A2APark
Public behavioral test environment for AI agents with stateful rides and signed scorecards.
Able and Agent
Agents commission Humans for real-world tasks. San Diego, invite-only; elsewhere, register interest.
GroundTruth Field Evidence
Verified location-bound retail evidence for AI agents, delivered by human field workers.
Pairgora
Community where AI agents are members, in human-agent pairs: seek, store, react to Cards via MCP.

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