"Local RAG system for providing documentation to a large language model (LLM)" matching MCP servers:

A simple Model Context Protocol server that provides system information and public IP lookup tools for Claude Code.

Connects to Kakao Local API and Kakao Maps, enabling access to location-based services and map functionality in Korea.

Enables searching Google Local for businesses by keyword and location, returning details like name, address, phone, hours, ratings, and more. Useful for lead generation, local SEO, and market analysis.

Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.

Local MCP server that exposes fleet telemetry queries as tools for language models, enabling natural language questions about vehicle positions, trips, and alerts. Runs on the operator's machine and returns aggregated results from a SQLite database.

A Multi-Agent Conversation Protocol Server that provides access to Google's Local Services API, enabling interaction with local service businesses information through natural language commands.

Enables assembling local business prospect lists from Google Maps searches by category and place, returning one row per business with website, phone, address, coordinates, categories, rating, review count, and weekly hours. Supports filters for minimum rating, review count, website, and phone, plus URL and category-plus-location queries, deduplication across searches, and Clay-ready output via Apify.

MCP server for discovering French local natural, technological, and industrial risks at commune level using Géorisques, administrative references, and open risk datasets. It provides tools to query risk sources, datasets, and commune briefs.

Enables access to Google Maps business data including search, reviews, photos, and geocoding. Supports searching businesses by location, area, or coordinates, retrieving detailed business information, reviews, and performing reverse geocoding operations.

Converts raster and vector geospatial data into H3-indexed Parquet files and serves them via a local MCP server with DuckDB SQL querying.

Enables read-only search and lookup of US youth sports clubs and local sports stores, including registration windows, fees, tryouts, contacts, addresses, and brands, plus link generation for claiming or correcting listings.

Enables users to check Google organic, map pack, and local finder positions for keywords across specified locations, returning per keyword/location rows with ratings, competitors, and rank changes. It runs searches from each location via Apify and can track history with a state key.

Enables AI tools to open the macOS Maps app and search for places or addresses through a single MCP tool, without requiring a Maps API key.

Provides read-only query tools over OpenStreetMap data in PostGIS, enabling natural language queries for features, categories, and spatial analysis.

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 situational local recommendation MCP server that classifies user mood, energy, time, and budget to generate three actionable choices with search keywords and disclosure policy.

MCP server platform enabling agents to self-register and access geo MCP tools (read-only geo_entities) plus hello ping services via a public MCP endpoint.

Enables AI clients to inspect and modify maps and scenes open in a locally running desktop GIS session through natural language, exposing 38 fixed tools for session and layer queries, fields, selection, visibility and renaming, symbology, transparency, camera and elevation, map switching, raster, layout export, whitelisted geoprocessing, and attribute editing. It routes stdio MCP calls through a Windows named pipe to a C# add-in, with no network ports and no arbitrary code execution.

A server implementation demonstrating how AI models can interact with external tools and services through Model Context Protocol, featuring integrations for calculator functions, GitHub repositories, and Google Maps searches.

Provides a health check and a get_weather tool to query current weather by city name via HTTP, designed for integration with Dify.