Bamwor Mcp Server
Resolve countries, cities, rankings, and geographic indexes inside your agent when scoping geo features, localization, or market sizing.
Overview
Bamwor MCP Server is a MCP server for the Idea phase that gives AI agents world geographic data across 261 countries, 5.2M cities, rankings, and 9 indexes.
What is this MCP server?
- 261 countries and 5.2M cities in Bamwor geographic dataset
- Nine geographic indexes exposed as MCP tools
- Country and city ranking queries for agents
- npm bamwor-mcp-server v0.2.2; optional BAMWOR_API_KEY for higher limits
- 9 geographic indexes
What problem does it solve?
You waste hours reconciling country and city lists from random spreadsheets when the agent could answer with consistent geographic facts.
Who is it for?
Solo builders researching markets, travel or logistics apps, dashboards, or geo demos who want MCP-native lookups without building a gazetteer.
Skip if: Use cases needing sub-minute live census APIs, street-level routing, or enterprise GIS contracts beyond Bamwor's public dataset.
What do I get? / Deliverables
Your agent returns authoritative geography, rankings, and index lookups over MCP while you scope products or build location features.
- Structured country, city, ranking, and index responses in agent workflows
- Repeatable geographic fact lookups without manual CSV curation
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Journey fit
Canonical placement is Idea because builders reach for world geography and rankings while researching audiences, expansion, or map-backed features before committing to a stack. Research fits structured lookups across 261 countries and millions of cities rather than production monitoring or ship-phase testing.
How it compares
Structured world geography MCP data source, not a mapping SDK skill or satellite imagery pipeline.
Common Questions / FAQ
Who is Bamwor MCP Server for?
Developers and agent users who need fast country, city, and ranking facts while researching or building location-aware software.
When should I use Bamwor MCP Server?
Use it during idea research, validation sizing, or build integrations whenever prompts need consistent global geographic reference data.
How do I add Bamwor MCP Server to my agent?
Install npm package bamwor-mcp-server, configure stdio MCP in your client, and optionally set BAMWOR_API_KEY from https://bamwor.com/en/developers/quickstart for full access.