LatLong Maps

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

• Connection: Runs in the cloud
• Transport: Streamable HTTP
• Category: Travel, maps & weather
• You need to fill in: X-Authorization-Token

Install

Pick the AI app you use, then copy the settings.

Passed 2/3 checks · What you ask goes through the maker’s server (geocp.latlong.ai)

claude mcp add --transport http map https://geocp.latlong.ai/mcp/ --header 'X-Authorization-Token: your-value'

{
  "mcpServers": {
    "map": {
      "url": "https://geocp.latlong.ai/mcp/",
      "headers": {
        "X-Authorization-Token": "your-value"
      }
    }
  }
}

{
  "servers": {
    "map": {
      "type": "http",
      "url": "https://geocp.latlong.ai/mcp/",
      "headers": {
        "X-Authorization-Token": "your-value"
      }
    }
  }
}

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

All apps, with pros and cons →

What it can do

Tool names and descriptions exactly as the server reported them on Nov 9, 2026. The maker wrote them, not us; we show them as plain text.

• compute_column

  Add a column computed from arithmetic over an uploaded file's numeric columns, then map it. Pass file_key, expression and result_column, e.g. {"file_key": "...", "expression": "(revenue - cost) / population", "result_column": "profit_per_capita"}. Operators: + - * / % and parenth

• geocode

  Geocode addresses from an uploaded CSV or XLSX file into latitude/longitude. Pass a file_key from upload_file. Single place, no file: pass only address (e.g. {"address": "India Gate, New Delhi"}). The reply carries latitude, longitude, address, pincode, city, district, state and

• get_capabilities

  Return the server's capability matrix: supported map types, geo types, output formats, classification methods, and the list of tools available in this process (which varies by configuration). Call this first to discover what the server can do.

• pincode_lookup

  Look up Indian pincodes: city, district and state. One pincode, no file: {"pincode": "560019"} also returns the post offices it covers with their coordinates. status=not_found means the pincode does not exist; tell the user rather than answering yourself. A file (including a loca

• question_to_map

  Render a geographic map from your data. Call upload_file first to ingest a CSV/XLSX file, then pass the returned file_key: {"question": "show total by pincode", "file_key": "mcp-uploads/ /2026/01/15/ .csv"}. The file_key is reusable — for additional questions on the same file, pa

• reverse_geocode

  Turn latitude/longitude coordinates in an uploaded CSV or XLSX into addresses. Pass a file_key from upload_file. Single point, no file: pass only latitude and longitude in decimal degrees (e.g. {"latitude": 28.6129, "longitude": 77.2295}). The reply carries address, pincode, city

• territory_mapping

  Run the territory-management pipeline on a branch file uploaded via upload_file. Hybrid async with three modes: pass file_key to START a job (returns a job_id immediately); pass only job_id on subsequent calls to POLL progress; pass job_id AND catchment_type together to RESUME a

• upload_file

  Upload a CSV or XLSX file for server-side ingestion under policy (auth, size cap, malware scan, injected-intent scan) and receive a file_key. This is the first step for ANY tool that works on the user's file: question_to_map, geocode, reverse_geocode, pincode_lookup and compute_c

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 12, 2026

• ! Caution

  Maker matches the repo

  The registry lists no source repo, so we cannot match the publisher (latlong.ai) to the code

• … Not checked yet

  Still maintained

  We have not read this repo from GitHub yet

• … Not checked yet

  Has a licence

  We have not read this repo from GitHub yet

• ✓ Pass

  Endpoint responds

  Responded in 953 ms (HTTP 200)

• – Not applicable

  Sign-in with OAuth

  No sign-in needed

• ✓ Pass

  No hidden instructions in tool descriptions

  Read 8 tool descriptions and found no hidden instructions to the AI

User reviews

No reviews yet

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Compared with others in Travel, maps & weatheri

• More stars than 0% of the other 1840 servers in this category
• Published to the registry more recently than 29% of the other 1840 servers in this category
• Basic checks equal to or better than 55% of the other 1840 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

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Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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README from the maker

No README found in the repo