"Understanding File Usage" matching MCP servers:

An MCP server that wraps the U.S. Army Corps of Engineers (USACE) Institute for Water Resources (IWR) River Mile Marker ArcGIS Feature Service, allowing LLMs to locate river mile markers on navigable U.S. rivers and answer 'what river mile am I at?' questions.

Enables comparing door-to-door travel times by bicycle, motorbike, and public transport alongside local weather, and provides place lookup and API usage tracking.

Provides MCP clients with direct, metered access to full-planet OpenStreetMap data through the hosted Overpass API, offering tools for raw Overpass QL queries, nearby and bounding-box searches, feature counting, and usage checks.

Provides real-time South African load shedding data through the EskomSePush API. Enables users to check current load shedding stages, monitor API usage, and access area-specific schedules and searches with natural language queries.

Provides Naver Map API functions (geocoding, reverse geocoding, directions, static map, and usage queries) as MCP tools for use in Claude Desktop, VS Code, and other MCP clients.

A step-by-step workshop for building an MCP server that provides weather tools to AI agents, enabling secure API key usage.

Provides IP address geolocation and lookup via ip-api.com, no authentication required for basic usage.

A geospatial MCP server that provides tools for geocoding, routing, elevation profiles, and spatial analysis. It enables AI agents to process GIS file formats like GeoJSON and Shapefiles while performing complex coordinate transformations and distance calculations.

Provides statistics on OpenStreetMap tags (keys and key=value pairs) via MCP tools, enabling querying of tag usage and metadata.

Enables desktop agents and clients to access geospatial services via a hosted MCP server, including OpenStreetMap queries, address and business search, POI discovery, routing, matrices, isochrones, map matching, optimization, elevation and terrain, basemap styling, spatial analysis, rendering, usage, and service status.

A Python-based MCP server that collects, analyzes, and visualizes forest fire occurrence data on maps, allowing users to access regional fire information, risk analysis, and map visualizations.

Lets coding agents add working maps to apps by creating API keys, geocoding and reverse-geocoding addresses, getting MapLibre snippets for HTML, React, Vue or Svelte, and monitoring or lowering prepaid usage budgets.

Enables interactive GSI map viewing with layer switching, location search, and tile info retrieval within chat.

Single-file HTTP MCP Server for WeatherAPI.com to get current weather, forecasts, and location data. Supports bearer token authentication and exposes MCP tools for weather data retrieval.

Enables MCP clients to run whole-dataset GIS operations such as buffer, clip, reproject, overlay, spatial join, dissolve, zonal statistics, and attribute selection by passing file paths in and out, so an entire dataset is processed in a single call instead of feature by feature. It works over Streamable HTTP with a shared filesystem or base64 upload/download tools for remote clients.

Single-file HTTP MCP server for Petfinder's API to find adoptable pets and animal welfare organizations, with automatic OAuth token management.

An advanced Model Context Protocol server that integrates real-time weather data, local file system navigation, and geographic information with AI-powered analysis tools. It enables users to perform complex data evaluations and manage files while accessing live climatic and demographic data through compatible MCP clients.

Enables users to resolve historical US land and jurisdiction questions: which county held a given spot on a specific date, where a federal land description (PLSS) falls on the ground, and which National Archives series and file hold the case behind a land patent. All lookups are read-only and can be used alongside archive-search tools to route records requests to the right office.

An MCP server that provides offline access to ZIM file archives, including Wikipedia, medical knowledge, and maps. It dynamically exposes tools like search, article retrieval, and driving route planning based on available ZIM files.

Offline geocoding and reverse geocoding for AI agents, with no API key: list countries, download a country file once (checked against a signed release), then geocode addresses and coordinates on the machine. Covers Brazil, France, Germany (without Bavaria), Italy, the Netherlands, Serbia and Spain; run with uvx gridpin-mcp.

Enables an AI agent to file municipal incidents and street-damage reports with a GECOR-based town council, attaching a photo (extracting GPS from EXIF when present), previewing the exact summary for explicit human confirmation before anything is sent, and listing previously registered reports and their status. It also supports choosing official categories, resolving nearby streets or callejero references, and switching between GECOR municipalities.

Enables any MCP-capable agent to read and write a local personal timeline — GPS tracks, photos, workouts, health metrics, and stays — through seven indexed tools for monthly timelines, cross-modal lookups around a moment, geo-track retrieval, atlas exports, and idempotent JSONL ingestion. All data stays in a single on-device SQLite file, with no arbitrary SQL and no cloud.

Enables Claude to design reliable hiking routes on real trails, computing accurate distance and elevation gain, locating notable points, technical passages, regulated areas, bivouac and stage options, and weather, with automatic validation across roughly 35 rules. Routes can be exported as GPX (including one file per day), Obsidian notes, HTML maps, and printable roadbooks.

Enables an AI agent to list the incident categories of Gijón's municipal reporting system and file real service notices on a citizen's behalf, including generating one from a photo by reading its EXIF GPS and suggesting the matching category. Report creation is dry-run by default and only sends after explicit human confirmation, using a saved email as the contact identity and no credentials.