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geolabel

geolabel-mcp

by geolabel
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Python
Remote

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:

{
  "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."

Related MCP server: Geo MCP Worker

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:

{
  "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

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

Hermes Agent

Edit ~/.hermes/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

# 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

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.

Parameter

Type

Default

Description

lat

float

required

Latitude (-90 to 90)

lng

float

required

Longitude (-180 to 180)

radius

int

100

Search radius in metres (max 500)

Response fields:

Field

Type

Description

place

string | null

Raw venue name from OpenStreetMap

label

string

Clean, display-ready name

category

string | null

Stable type: gym, supermarket, restaurant, etc.

distance_meters

float | null

Distance from your coordinates to the place

is_open

bool | null

true open · false closed · null no hours data

opens_at

string | null

Next opening time HH:MM (when closed)

closes_at

string | null

Today's closing time HH:MM (when open)

opening_hours

string | null

Raw OSM opening_hours string

cached

bool

Served from 10-min cache; hours always recalculated live

Alternative installation

# pip
pip install geolabel-mcp

# run directly
GEOLABEL_API_KEY=glk_xxx geolabel-mcp

Claude Code

claude mcp add geolabel -- uvx geolabel-mcp

Then set your key:

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

Configuration

Variable

Required

Description

GEOLABEL_API_KEY

Yes

Your GeoLabel API key

GEOLABEL_BASE_URL

No

Override 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

Install Server
A
license - permissive license
A
quality
D
maintenance

How are these scores calculated?

Maintenance

–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Tools

Related MCP Servers

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    A
    license
    -
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    D
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    Last updated
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  • Geo MCP Worker

    Kerry1020
    A
    license
    -
    quality
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    maintenance
    Free geospatial MCP server for AI agents, providing geocoding, reverse geocoding, POI search, and route planning using OpenStreetMap data via Nominatim, Overpass, and OSRM.
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  • nominatim

    Nominatim MCP — wraps OpenStreetMap Nominatim geocoding API (free, no auth)

  • openstreetmap-mcp-server

    Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap data.

  • nominatim-mcp-server

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