LatLong Maps MCP server

LatLong Maps is an MCP server with 6 tools an agent can call, among them get_capabilities, get_index, list_geographies. It answers at https://geocp.latlong.ai/mcp/ over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 11 of 11 times since 2 September 2026; the last check, on 19 October 2026, succeeded.

Status

Answering

Tools

Official

yes, served from latlong.ai

Reliability

11 of 11 checks

Response time

482 ms

Transport

streamable HTTP

Last checked

19 October 2026

Turn CSV or Excel data into styled choropleth and categorical maps of India from plain language.

Description as the publisher wrote it.

The 6 tools LatLong Maps offers

Tool	What it does
`get_capabilities`	Return the server's capability matrix (supported map types, geo types, output formats, and classification methods).
`get_index`	Get computed index scores for regions. Returns rankings + render_map_input payload. MODES: - mode="rank" (default): Top N regions ranked by index score - mode="compare": Compare specific regions head-to-head (pass regions=["A","B","C"]) - m Inputs: mode, index_name, geo_level, state_filter, regions, top_n
`list_geographies`	List supported India geographic region types (state, district, city, AC, PC, SCR, PINCODE) with coverage notes.
`list_indices`	List all available computed indices with descriptions and supported geographic levels.
`render_map`	Render a map from structured JSON data. Returns SVG markup by default with metadata (render_id, join_summary, unmatched_geos, warnings). Set output_format to 'png' for base64 PNG image, or 'both' for SVG + PNG. Inputs: data, map_type, geo_type, geo_column, value_column, label_column
`validate_map`	Validate whether a dataset can be rendered as a map. Runs geo matching and config resolution without generating an image. Returns valid/warnings/unmatched geos. Inputs: data, map_type, geo_type, geo_column, value_column, label_column

Add LatLong Maps to your AI client

Every block below points at https://geocp.latlong.ai/mcp/. Pick your client and copy.

Claude Code: one command in your terminal

claude mcp add --transport http latlong-maps https://geocp.latlong.ai/mcp/

Claude Desktop: claude_desktop_config.json

{
  "mcpServers": {
    "latlong-maps": {
      "command": "npx",
      "args": ["-y", "mcp-remote", "https://geocp.latlong.ai/mcp/"]
    }
  }
}

Cursor: ~/.cursor/mcp.json, or .cursor/mcp.json in a project

{
  "mcpServers": {
    "latlong-maps": {
      "url": "https://geocp.latlong.ai/mcp/"
    }
  }
}

VS Code and GitHub Copilot: .vscode/mcp.json

{
  "servers": {
    "latlong-maps": {
      "type": "http",
      "url": "https://geocp.latlong.ai/mcp/"
    }
  }
}

Zed: Zed settings.json

{
  "context_servers": {
    "latlong-maps": {
      "url": "https://geocp.latlong.ai/mcp/"
    }
  }
}

Windsurf: ~/.codeium/mcp_config.json

{
  "mcpServers": {
    "latlong-maps": {
      "serverUrl": "https://geocp.latlong.ai/mcp/"
    }
  }
}

JetBrains AI Assistant: Settings, Tools, AI Assistant, MCP, New MCP Server, as JSON

{
  "mcpServers": {
    "latlong-maps": {
      "url": "https://geocp.latlong.ai/mcp/"
    }
  }
}

Continue: .continue/mcpServers/neuronto.yaml

name: LatLong Maps
version: 0.0.1
schema: v1
mcpServers:
  - name: LatLong Maps
    type: streamable-http
    url: https://geocp.latlong.ai/mcp/

Gemini CLI: ~/.gemini/settings.json

{
  "mcpServers": {
    "latlong-maps": {
      "httpUrl": "https://geocp.latlong.ai/mcp/"
    }
  }
}

Codex CLI: MCP server config

{
  "mcpServers": {
    "latlong-maps": {
      "type": "http",
      "url": "https://geocp.latlong.ai/mcp/"
    }
  }
}

Warp: MCP servers, + Add, paste JSON

{
  "mcpServers": {
    "latlong-maps": {
      "url": "https://geocp.latlong.ai/mcp/"
    }
  }
}

Goose: a one-click extension link

goose://extension?url=https%3A%2F%2Fgeocp.latlong.ai%2Fmcp%2F&type=streamable_http&id=latlong-maps&name=LatLong%20Maps

Is LatLong Maps up right now?

It answered our last check on 19 October 2026 in 482 ms. Over 11 checks since 2 September 2026 it answered 11. Status here comes from Neuronto's own probes, not from the publisher.

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Questions about LatLong Maps

Is there an official LatLong Maps MCP server?

Yes. It is published by latlong.ai and served from geocp.latlong.ai, the vendor's own domain: https://geocp.latlong.ai/mcp/.

How many tools does LatLong Maps have?

6, as returned by the server's own tools/list on 2 September 2026: get_capabilities, get_index, list_geographies, list_indices, render_map, validate_map.

Is LatLong Maps down?

It answered our last check on 19 October 2026 in 482 ms. Over 11 checks since 2 September 2026 it answered 11.

How do I add LatLong Maps to Cursor?

Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://geocp.latlong.ai/mcp/. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.

Does LatLong Maps need an API key?

It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.

Where this comes from

Publisher: ai.latlong. Endpoint host: geocp.latlong.ai. ARD identifier: urn:air:ai.latlong:mcp:map-mcp. First indexed 2 September 2026. The tools are exactly what the server returned; nothing on this page is inferred from its name. Ranking in Neuronto search is never for sale.

Is this your server? Get a message the day it stops answering or its tools change: monitoring, 14 days free. Or claim the domain to manage how it is listed.