"pre-commit" matching MCP servers:

Enables interaction with the Polish National Register of Borders (PRG) data, currently providing health status monitoring and a server skeleton for future data retrieval features.

Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes the live Pro session as MCP tools (ping, zoom_to, query, run_gp, export_layout) so an agent drives the running project while you watch.

US drone airspace intelligence and mission planning. 24 MCP tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML.

MCP server that exposes real-time weather, forecasts, air quality, and multi-city comparison tools via the OpenWeather API for LLM agents.

Agentic AI scheduling infrastructure for field service teams. Match crews to jobs by location, skills, and availability — with sub-3-second cascade rescheduling.

Lets AI assistants control a live ArcGIS Pro session through arcpy, including layer management, attribute queries, geoprocessing, symbology, and export.

Integration platform for aviation data sources including weather, NOTAMs, airport information, and flight planning APIs, enabling comprehensive pre-flight preparation and in-flight decision support.

A local MCP server that enables AI clients to read ArcGIS Pro project information and execute ArcPy geoprocessing in the native ArcGIS Pro Python environment.

A read-only MCP server that gives AI agents accurate current time, timezone conversions, DST transitions, and city lookups using live IANA timezone data, with cited sources.

Enables searching and retrieving information about makeup professionals, schools, and shops from the pro.makeup directory with over 214,000 listings across 100+ countries.

Enables DeepSeek Harness models to directly call local ArcGIS Pro via MCP tools for reading projects, layers, GDB structures, and executing Buffer/Clip/custom ArcPy operations locally.

Enables access to WeatherXM PRO weather station data, including real-time observations, historical data, and hyperlocal forecasts through station queries, geographic searches, and H3 cell-based weather information.

MCP server that provides tools for querying live transit data (stops, departures, routes, vehicles, alerts) from any WP GTFS Pro site, enabling AI assistants to answer rider questions.

MCP server exposing Pittsburgh Regional Transit (PRT) TrueTime operations as typed tools for agent clients.

Enables structured real estate workflows including property search, agent/client management, market intelligence, mortgage calculations, valuation, investment analysis, and document ingestion, with offline-first capabilities and optional live data integrations.

Enables MCP-capable assistants to control an open ArcGIS Pro project locally over TCP 127.0.0.1, with 68 commands and 167 tools for layers, editing, symbology, layouts, geoprocessing, and arcpy execution.

Drives a live ArcGIS Pro session from Claude via arcpy, enabling layer listing, dataset description, geoprocessing, and project inspection directly against an open project.

Prepares reminders for going out based on weather conditions and suggests meetup spots using weather and location data, with optional AI curation.

Provides comprehensive access to real-time weather data, forecasts, historical data, and weather alerts from the WeatherXM decentralized weather network worldwide.

A production-grade MCP server that provides real-time weather data and demonstrates the complete MCP protocol surface including tools, resources, prompts, and structured output.