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  1. Home
  2. 🗺️ Location Services
  3. Geolabel MCP
Geolabel MCP logo
Health: ActiveRecent health check succeeded.Last checked 9/9/2026, 6:02:58 PM

Geolabel MCP

User RatingsBe the first to rate and review this MCP server!
View Repository1 GitHub StarsTotal stargazers on GitHub for the source repository (1 stars).Visit Website
locationgeolocationopenstreetmapgpscontext

Convert GPS coordinates to place name, category, and live opening hours using OpenStreetMap data.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag — we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON ▾

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "geolabel-geolabel-mcp": {
      "command": "uvx",
      "args": [
        "geolabel-mcp"
      ]
    }
  }
}

💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Tool Schemas (1) Directory Badge Claim listing Alternatives🗺️ More in Location Services

Overview

This MCP server takes latitude and longitude coordinates and returns detailed location context including the nearest place name, a stable category (e.g., gym, supermarket), and current opening hours. It uses OpenStreetMap data and provides live opening status and times. Use it when you need AI agents to understand physical location context from GPS coordinates for enhanced situational awareness or user assistance.

Use cases

•Identify the nearest named place to given GPS coordinates
•Retrieve real-time opening hours for a location
•Provide AI agents with human-friendly location labels and categories
•Enable location-aware responses in chat or assistant applications

Key features

•Nearest place identification within configurable radius
•Stable place categories like gym, supermarket, restaurant
•Live opening hours with open/closed status and next open/close times
•Uses OpenStreetMap data for place information
•10-minute caching for performance with live hours recalculation

Capabilities & Tool Schemas (1) ~25 tokensApproximate context cost of this server’s tool schemas (~4 chars/token), before any tool is called. Actual usage depends on your client and model.Self-reported Self-reportedParsed from the repository README, not verified against a live server — may be incomplete or out of date.

Inspect callable tools, capabilities, and parameters exposed to AI agents by Geolabel MCP.

get_location_label

Identifies the nearest named place within `radius` metres of the given coordinates.

Documentation Overview

GeoLabel MCP Server

Turn GPS coordinates into AI-ready location context — for Claude Desktop, Claude Code, and any MCP-compatible assistant.

What it does

Send coordinates. Get back a place name, category, and real-time opening hours:

config.json
{
  "label": "Walmart",
  "category": "supermarket",
  "is_open": true,
  "closes_at": "23:00",
  "opening_hours": "Mo-Su 06:00-23:00"
}

Claude can then answer: "You're at Walmart, which closes in 47 minutes."


Quick setup

1. Get a GeoLabel API key

Free at geolabel.dev — 100 requests/day, no credit card required.

2. Add to your agent

Pick your client below.


Claude Desktop

Edit ~/Library/Application Support/Claude/claude_desktop_config.json:

config.json
{
  "mcpServers": {
    "geolabel": {
      "command": "uvx",
      "args": ["geolabel-mcp"],
      "env": {
        "GEOLABEL_API_KEY": "glk_your_key_here"
      }
    }
  }
}

Restart Claude Desktop. The GeoLabel tool will appear in the tools list.

Claude Code

Terminal
claude mcp add geolabel -- uvx geolabel-mcp
export GEOLABEL_API_KEY=glk_your_key_here

Hermes Agent

Edit ~/.hermes/config.json:

config.json
{
  "mcpServers": {
    "geolabel": {
      "command": "uvx",
      "args": ["geolabel-mcp"],
      "env": {
        "GEOLABEL_API_KEY": "glk_your_key_here"
      }
    }
  }
}

See Hermes Agent MCP docs for more.

OpenClaw

bash
# Register the server
openclaw mcp set geolabel \
  --command uvx \
  --args geolabel-mcp \
  --env GEOLABEL_API_KEY=glk_your_key_here

# Verify it's registered
openclaw mcp list

See OpenClaw MCP docs for more.


3. Use it

Code
You: I'm at 41.8827, -87.6233 — what's here and is it open?

Agent: You're at Planet Fitness (a gym). It's currently open and closes
       at 11:00 PM tonight — you have about 3 hours left.

Tools

get_location_label

Identifies the nearest named place within radius metres of the given coordinates.

ParameterTypeDefaultDescription
latfloatrequiredLatitude (-90 to 90)
lngfloatrequiredLongitude (-180 to 180)
radiusint100Search radius in metres (max 500)

Response fields:

FieldTypeDescription
placestring | nullRaw venue name from OpenStreetMap
labelstringClean, display-ready name
categorystring | nullStable type: gym, supermarket, restaurant, etc.
distance_metersfloat | nullDistance from your coordinates to the place
is_openbool | nulltrue open · false closed · null no hours data
opens_atstring | nullNext opening time HH:MM (when closed)
closes_atstring | nullToday's closing time HH:MM (when open)
opening_hoursstring | nullRaw OSM opening_hours string
cachedboolServed from 10-min cache; hours always recalculated live

Alternative installation

bash
# pip
pip install geolabel-mcp

# run directly
GEOLABEL_API_KEY=glk_xxx geolabel-mcp

Claude Code

Terminal
claude mcp add geolabel -- uvx geolabel-mcp

Then set your key:

server.ts
# add to your shell profile or .env
export GEOLABEL_API_KEY=glk_your_key_here

Configuration

VariableRequiredDescription
GEOLABEL_API_KEYYesYour GeoLabel API key
GEOLABEL_BASE_URLNoOverride API base URL (default: https://api.geolabel.dev)

Privacy

GeoLabel strips coordinates from all server logs before they touch disk. No movement history is stored. Data is processed in real-time and immediately discarded. Full privacy policy →


License

MIT

Read the full README →View source on GitHub →

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks — not a rating.

GitHub stars
1
Stargazers on the source repository.
Last commit
4mo ago
Most recent push to the default branch.
Tools exposed
1
Callable tools this server registers over MCP.
Directory activity
2 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet — be the first to share how this listing worked for you.

Frequently Asked Questions about Geolabel MCP

It requires latitude and longitude as floats, and an optional radius in meters (default 100, max 500).

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Technical Specs & Signals

Category🗺️Location Services
PricingFreemium
More technical detailsExpand ▾
TransportSTDIO
RuntimePython
AuthAPI key
LicenseMIT
ClientsClaude Desktop, Cline / VS Code, Windsurf
Last updatedAug 9, 2026
11/11 checks healthy over the last 32d
Views2
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars1
GitHub Star CountTotal stargazers on GitHub representing community popularity (1 stars).
Last commit4mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Apr 27, 2026
52Quality signal: Good · 52/100How this signal is calculated ▾
Server availabilityNot measured

Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools28/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 22d ago via OSV.dev · geolabel-mcp (PyPI)

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More in 🗺️ Location Services →Best MCP servers for Maps & Location →Alternatives to Geolabel MCP →Install in Claude DesktopInstall in CursorInstall in VS Code