Loci Labs Real-World Observations
Fresh human-observable information about physical places and conditions that may be stale online.
MCP server · by loci-labs.ai
About
Loci Labs Real-World Observations is an MCP server published by loci-labs.ai. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-27.
What it asks for
- Runs remotely
None of the marketplaces we read publishes its tools or the settings it asks for.
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Works with
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
A one-click link opens the client, which asks you to confirm before it adds the server.
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a remote MCP server
Built from what Official MCP Registry declares.
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"{
"mcpServers": {
"real-world-observations": {
"url": "https://mcp.loci-labs.ai/mcp"
}
}
}Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Official MCP Registry (Open the registry record) | Listed | 0.1.0 | No figure published | Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
What changed
Nothing has moved on this plugin since we started watching it.
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
x402 FX, time, weather, US NWS alerts, HN, holidays, geocoding for agents.
-
Foursquare Places MCP — migrated to the 2025 Places API
-
oga-mcp com.onegoodarea/oga-mcp
Sourced facts, explained scores and change alerts for every GB neighbourhood, from one API.
-
Structured, cited, real-world data from 300+ sources and the open web for your AI agents.
-
mcp-v1 com.636865636b73756d/mcp-v1
Sub-cent factual claim verification against live data sources.
-
Birdeye MCP — wraps Birdeye Data Services (birdeye.so)
-
A Wrench AI service for environmental source discovery and live UK open-data tools.
-
Public hazard, water, weather and EPA data with source, age and licence on every reading.
-
dayplay-mcp io.github.Teamdayplay/dayplay-mcp
Verified real-time places, events & walkable itineraries for AI agents nationwide. 40 tools.
-
nyc-restroom-mcp io.github.DanielOrtiz0220/nyc-restroom-mcp
Find NYC public restrooms and their latest Parks inspection status, from NYC Open Data
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
Stop wasting tokens on things free APIs can answer instantly. A cross-platform MCP server that turns public APIs into clean, agent-ready tools.
-
Search, scrape, and crawl the web for AI agents. Batch scraping and answers with citations.
-
A Claude Code plugin that keeps your AI toolchain current. Before you start new work, Lookout catches you up on everything that changed — then helps you incorporate what matters.
-
Data freshness and endpoint liveness verification for AI agents. Probes external APIs and endpoints before agents act on their data, returning deterministic FRESH/STALE/UNKNOWN…
-
openwebninja-universal-scraper
Extract structured data from 35+ public web APIs using natural language. Covers local businesses, jobs, products, reviews, news, social profiles, real estate, and finance. Outputs…
Has a listing on Claude Code: claude-plugins-official (5)
-
Mapbox skills and MCP servers for building location-aware applications with AI. Includes geospatial tools, style management, and patterns for web, iOS, Android, and AI agent…
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
-
Build AI applications with real-time web data using Tavily's search, extract, crawl, and research APIs.
-
Web scraping, Google search, structured data extraction, and MCP server integration powered by Bright Data. Includes 7 skills: scrape any webpage as markdown (with bot…
-
Web scraping and crawling powered by Firecrawl. Turn any website into clean, LLM-ready markdown or structured data. Scrape single pages, crawl entire sites, search the web, and…
Has a listing on Claude: knowledge-work-plugins (5)
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
-
Build AI applications with real-time web data using Tavily's search, extract, crawl, and research APIs.
-
The complete web toolkit for your agent. Search the web and get answers in milliseconds. Fetch any URL and get clean markdown content back. Send a browser agent to navigate sites…
-
Web scraping, Google search, structured data extraction, and MCP server integration powered by Bright Data. Includes 7 skills: scrape any webpage as markdown (with bot…
-
Search companies and contacts, enrich leads, find lookalikes, and get AI-ranked contact recommendations. Pre-built skills chain multiple ZoomInfo tools into complete B2B sales…
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production…
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
-
PostHog gives your AI agent direct access to your product analytics, feature flags, experiments, error tracking, surveys, logs, and LLM analytics. Ask questions about your data…
-
General life-sciences research workflows with query routing, evidence synthesis, and optional parallel subagent analysis across genetics, omics, biology, chemistry, structure…
-
Connect Google Calendar for scheduling, availability, daily briefs, and event management.
Has a listing on Community GitHub marketplaces (5)
-
AgentKey — one-stop live data marketplace for your agent: web search, web scraping, social media, finance, crypto, e-commerce, business data, weather/maps, and travel through a…
-
Connect Baizhi Agent Toolkit through an authenticated remote MCP server, with an optional skill for bounded research and source verification. Requires a Baizhi account and API…
-
raleigh
Query, search, and download public datasets and civic information for the City of Raleigh. Use for live ArcGIS Hub catalog discovery, ArcGIS FeatureServer and MapServer queries…
-
Discover working public APIs for any task — auto-verified for reachability and refreshed daily. Adds search_apis / get_api / list_categories tools and a skill that tells the agent…
-
people-context io.github.JinyangWang27/people-context
Local-first MCP server giving AI agents contextual knowledge about the people in your life
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
-
Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.
-
Helps devs extract data from any website with thousands of trusted scrapers, crawlers, and automations from Apify Store. Integrate ready-made Actors to access all popular social…
-
Self-configuring status briefing generator. Learns your communication style from examples, discovers your data sources, and produces draft updates for any audience on demand.
-
See a live map of the Copilot agents on your computer, their sub-agents, their commands, and where their data goes.
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
mcp-apps
Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.
-
workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
-
Build Power Apps Canvas Apps using the Canvas Authoring MCP server.
Has a listing on Cursor: cursor/plugins (5)
-
Find mail, read scanned documents, and call Stable API endpoints.
-
Browse and automate the web with TinyFish: run multi-step web automations, search the web, extract clean page content, and drive remote stealth browser sessions.
-
Enrich people and companies, run AI research agents.
-
Search company knowledge and draft verified answers.
-
Capture, search, and organize notes and collections.
Has a listing on Docker MCP Catalog (5)
-
Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI…
-
tavily-mcp io.github.tavily-ai/tavily-mcp
MCP server for advanced web search using Tavily
-
The Official Model Context Protocol (MCP) server for Kagi Search & other tools.
-
Official Firecrawl MCP server, the context API for AI agents: search, scrape, and interact with the web, plus parse, crawl, map, Agent and Monitor, from any MCP client.
-
Real-time web search, reasoning, and research through Perplexity's API
Has a listing on Official MCP Registry (5)
-
x402 FX, time, weather, US NWS alerts, HN, holidays, geocoding for agents.
-
Foursquare Places MCP — migrated to the 2025 Places API
-
oga-mcp com.onegoodarea/oga-mcp
Sourced facts, explained scores and change alerts for every GB neighbourhood, from one API.
-
Structured, cited, real-world data from 300+ sources and the open web for your AI agents.
-
mcp-v1 com.636865636b73756d/mcp-v1
Sub-cent factual claim verification against live data sources.
Has a listing on PyPI (MCP servers) (5)
-
Provider-neutral web_search for AI agents. Grounding + agent search APIs, keyless defaults.
-
perigon com.mcparmory/perigon
Search real-time news articles, companies, journalists, and trending topics
-
linkup com.mcparmory/linkup
Search the web and fetch pages with sourced results, optimized for AI agents
-
Search, read and research the web, with hidden text stripped by default and sources hashed
-
pota-mcp io.github.qso-graph/pota-mcp
Parks on the Air MCP server. Park lookup, activator and hunter stats, live spots.
Has a listing on npm registry (MCP servers) (5)
-
oga-mcp com.onegoodarea/oga-mcp
Sourced facts, explained scores and change alerts for every GB neighbourhood, from one API.
-
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
-
wsdot-mcp-server io.github.cyanheads/wsdot-mcp-server
WA highway conditions, ferry schedules, vessel locations, toll rates, and border waits via MCP.
-
Read and act on Apple Maps — favourites, Guides and recents, writes off by default
-
garminmcp io.github.davidmosiah/garminmcp
Privacy-first unofficial Garmin Connect MCP for AI health, sleep, activity & recovery agents.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Want this mark on your plugin in our catalog?
Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works
You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.