"Design Resources and Prototyping Best Practices" matching MCP servers:

Enables AI assistants to design a garden on a real plot by importing site and parcel data, laying out zones, selecting and placing plants, and reviewing the plan in 2D and 3D through the connected garden editor.

A local MCP server that integrates FastMCP with OpenAI to enable natural language queries for current weather, forecasts, and currency conversion using ExchangeRate-API and Open-Meteo.

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 assistants to validate and standardize US addresses using the official USPS Address Validation API with secure OAuth2 authentication.

A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%

Enables discovery and querying of UK public data for infrastructure, geology, and preliminary ground investigations, including boreholes, environmental monitoring, planning, mapping, and traffic, plus cited desk studies and ground-investigation gap planning.

A weather MCP server that provides current conditions, forecasts, and prediction tools (umbrella, travel recommendations) so agents can answer natural-language weather questions.

Enables AI agents and hackathon teams to query Glendale, California hazard zones and city GIS data by address or coordinates, including nearby resources and dataset metadata for emergency-preparedness applications.

Enables AI agents to search a directory of Iranian doctors by full or partial name, city or province, and specialty, and returns the best match with alternatives plus clinic addresses, phones, weekly hours, and map links. It is read-only and requires no authentication, so it cannot book appointments or provide medical advice.

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.

Provides Yelp Fusion API access through MCP tools and resources for searching businesses, getting reviews, and more.

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.

Enables querying maritime vessel data via MCP tools and resources, including vessel search, port proximity, and vessel details lookups.

Exposes Brazilian public data — postal codes (CEP), company registrations (CNPJ), CPF/CNPJ validation, banks, national holidays, municipalities, and DDD area codes — as MCP tools and resources, backed by BrasilAPI, ViaCEP, and IBGE with caching, fallback, and rate limiting. Any MCP client such as Claude Desktop or Claude Code can query and validate this reference and registration data through natural language or programmatic calls.

Enables AI assistants to query documentation, API references, code examples, and live ICGC style/layer configuration for building maps with mapicgc-gl-js. It also exposes changelog and README resources plus a map-creation prompt.

Live scuba diving planning for AI agents — ranked dive-forecast windows near any place for any day, best-time climatology per destination, marine-life seasonality from GBIF sightings, and facts for 4,800+ dive sites. Free and read-only; hosted at https://pickadive.com/mcp.

Enables AI assistants to retrieve Italian Alpine and Apennine hiking data, including numbered trails, refuges, avalanche bulletins, and mountain weather forecasts, through MCP tools, resources, and prompts.

Enables Claude to search your Komoot tours by distance, start point, surface and scenery, and to assemble new gravel routes from the best sections of tours you already saved, exporting the result as a GPX track plus waypoints for the Komoot planner.

Enables Persian-language search, comparison, price assessment, market snapshots/history, and monitoring of property, vehicle, and goods listings with evidence, freshness, and coverage limitations. It also supports official Kenar API integration, local/offline fixture modes, MCP resources and prompts, and watch notifications.

Enables AI assistants to design 3D-printable, multi-colour OpenStreetMap models in chat by finding places, creating and editing designs, rendering images or rotatable 3D views, and sharing links that open the design in a configurator.

A standalone stdio MCP server that exposes 13 resources, 3 prompts and 7 tools for assembling interactive, replayable HTML interfaces such as calculators, charts, maps, flowcharts and small apps. It returns the generated HTML document for the calling client to decide whether and how to display.

Enables natural-language interaction with geospatial data from the State of Alaska Geoportal, allowing users to query and work with ArcGIS Online resources through an MCP-compatible interface.

Provides real-time weather information for Brazilian cities, built with domain-driven design and SOLID principles.

Provides complete world location data (countries, states, cities) as an MCP server for AI assistants, enabling search and retrieval of geographic information through 11 tools and 5 resources.

Enables an LLM agent to search and filter California restaurants by cuisine, city or neighborhood, vibe, maximum price, and minimum rating, fetch full details and customer reviews for individual restaurants, and retrieve an overview of available cities, cuisines, and vibes through MCP tools and resources.

Enables querying autumn foliage peak forecasts for Japanese viewing spots, with best-viewing windows, confidence in days, and nearest station details via read-only tools.

A no-API-key-required MCP server that wraps Open-Meteo APIs to provide geocoding and weather forecast data, enabling city lookups and multi-day forecasts through tools, resources, and prompts.

Provides real-time and predicted congestion data, route optimization, and train arrival information for Seoul subway lines 1-8, helping users choose the best travel times.

Enables MCP clients such as Claude and ChatGPT to answer questions about French mushroom growing conditions from Bredouille's published index: per-species conditions and best days for a 1 km cell, the drivers behind an index value, commune geocoding, reliability figures, and local picking and hunting rules. It reads public data only, keeps no state, and returns conditions rather than mushroom identifications, always with a safety note to have any harvest checked.

Enables MCP clients and LLMs to compute Vedic astrology charts, including 47 ayanamsha modes, 20 divisional charts, Vimshottari dasha, transits, Panchanga, and related calculations from birth details. It also resolves places to timezone and coordinates and exposes configuration and server-status tools.

search for best places to rent

Enables users to manage parking sessions, track expiration times, and retrieve real-time weather and location context via MCP tools and resources.

Provides keyless access to USDA SSURGO soils, NWI wetlands, EPA environmental databases, and USGS seismic design values for parcel-based site screening.

Wraps four public railway APIs as 13 tools, 7 prompts and 5 resources, enabling an LLM client to answer live questions about station master data, timetables and timetable changes, elevator and escalator outages, and parking facilities and prognoses.

Enables AI assistants to query structured NYC family data, including neighborhoods, schools, admissions, safety, health, family resources, kids' activities, and neighborhood comparisons.

Connects users to mental health counseling centers and welfare programs based on location and situation, prioritizing crisis resources.

MCP server for GeoNode 4.x and 5.x, enabling search, management, and configuration of GeoNode resources through the REST API.

Enables spatial analysis of large remote GeoParquet files directly from object storage without downloading or importing data, using DuckDB's predicate and projection pushdown to answer queries efficiently.

MCP server that resolves postal/ZIP codes to place names, states, and coordinates using Zippopotam.us. Free, no API key required.

Turn GPS coordinates into place name, category, and live opening hours via OpenStreetMap. Works in Claude, Hermes Agent, OpenClaw, and any MCP client.