{
 "title": "Real World MCP directory",
 "checked": "2026-11-01/02",
 "count": 328,
 "site": "https://www.realworldmcp.com/directory/",
 "source_note": "MCP servers and APIs that touch the physical world. 'check' means not verified. Stars from GitHub on 2026-11-01.",
 "categories": [
  "Sky & space",
  "Earth",
  "Radio",
  "Quantum",
  "Labs & biology",
  "Make things",
  "Mail & print",
  "Calls & messaging",
  "Home & IoT",
  "Robots & drones",
  "Vehicles & maps",
  "Cameras & sensors",
  "Energy",
  "Play"
 ],
 "entries": [
  {
   "slug": "axion-planetary-mcp",
   "name": "axion-planetary-mcp",
   "category": "Sky & space",
   "what": "Query satellite imagery and Earth observation analyses as a 'virtual satellite' over any area.",
   "kind": "mcp_server",
   "maintainer": "Dhenenjay",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 220,
   "last_push": "2026-10-19",
   "registry_name": null,
   "install": "npm install -g axion-mcp",
   "source": "https://github.com/Dhenenjay/axion-planetary-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/axion-planetary-mcp/"
  },
  {
   "slug": "nasa-mcp-server",
   "name": "NASA-MCP-server",
   "category": "Sky & space",
   "what": "Ask NASA's open APIs for space imagery, asteroid approaches, Mars rover photos and space-weather events.",
   "kind": "mcp_server",
   "maintainer": "ProgramComputer",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "ISC",
   "github_stars": 94,
   "last_push": "2026-10-11",
   "registry_name": null,
   "install": "claude mcp add --env NASA_API_KEY=YOUR_API_KEY --scope user nasa -- npx -y @programcomputer/nasa-mcp-server@latest",
   "source": "https://github.com/ProgramComputer/NASA-MCP-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/nasa-mcp-server/"
  },
  {
   "slug": "openskycam",
   "name": "openskycam",
   "category": "Sky & space",
   "what": "Run an all-sky camera around the clock and search the footage for meteors, satellites and other things that crossed the sky.",
   "kind": "mcp_server",
   "maintainer": "Deibler",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 78,
   "last_push": "2026-10-29",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Deibler/openskycam",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/openskycam/"
  },
  {
   "slug": "stk-mcp",
   "name": "stk-mcp",
   "category": "Sky & space",
   "what": "Drive Ansys/AGI STK to build satellite scenarios and compute orbits, access windows and coverage.",
   "kind": "mcp_server",
   "maintainer": "alti3",
   "official": false,
   "transport": "check",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 43,
   "last_push": "2026-01-19",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/alti3/stk-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/stk-mcp/"
  },
  {
   "slug": "earthdata-mcp",
   "name": "earthdata-mcp",
   "category": "Sky & space",
   "what": "Search NASA's Earthdata catalogue for satellite datasets and granules covering a place and time.",
   "kind": "mcp_server",
   "maintainer": "NASA",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 40,
   "last_push": "2026-10-31",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/nasa/earthdata-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/earthdata-mcp/"
  },
  {
   "slug": "skyintel",
   "name": "skyintel",
   "category": "Sky & space",
   "what": "Track aircraft, ships and satellites in real time from one set of tools.",
   "kind": "mcp_server",
   "maintainer": "0xchamin",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 19,
   "last_push": "2026-04-15",
   "registry_name": null,
   "install": "claude mcp add voyageintel --transport http http://localhost:9097/mcp",
   "source": "https://github.com/0xchamin/skyintel",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/skyintel/"
  },
  {
   "slug": "luna",
   "name": "LUNA",
   "category": "Sky & space",
   "what": "Control a real telescope mount and observatory gear (OnStep) from an AI agent.",
   "kind": "mcp_server",
   "maintainer": "OnStepNinja",
   "official": false,
   "transport": "check",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 13,
   "last_push": "2026-10-07",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/OnStepNinja/LUNA",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/luna/"
  },
  {
   "slug": "scix-mcp",
   "name": "scix-mcp",
   "category": "Sky & space",
   "what": "Search the NASA Astrophysics Data System (SciX) for papers, citations and observations.",
   "kind": "mcp_server",
   "maintainer": "NASA ADS / SciX",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 10,
   "last_push": "2026-10-16",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/adsabs/scix-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/scix-mcp/"
  },
  {
   "slug": "tle-api",
   "name": "tle-api",
   "category": "Sky & space",
   "what": "Serve and query satellite two-line element sets, the backend for the TLE API on api.nasa.gov.",
   "kind": "mcp_server",
   "maintainer": "ivanstan",
   "official": false,
   "transport": "http",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 8,
   "last_push": "2026-04-21",
   "registry_name": "io.github.ivanstan/tle-satellite",
   "install": "remote MCP endpoint: https://tle.ivanstanojevic.me/mcp",
   "source": "https://github.com/ivanstan/tle-api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/tle-api/"
  },
  {
   "slug": "astronomy-mcp-server",
   "name": "astronomy-mcp-server",
   "category": "Sky & space",
   "what": "Compute planet and Moon positions, rise and set times, phases and eclipses for any location, offline.",
   "kind": "mcp_server",
   "maintainer": "cyanheads",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 5,
   "last_push": "2026-10-28",
   "registry_name": "io.github.cyanheads/astronomy-mcp-server",
   "install": "npx -y @cyanheads/astronomy-mcp-server",
   "source": "https://github.com/cyanheads/astronomy-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/astronomy-mcp-server/"
  },
  {
   "slug": "manna",
   "name": "manna",
   "category": "Sky & space",
   "what": "Query NOIRLab, NRAO and other telescope archives for real observations.",
   "kind": "mcp_server",
   "maintainer": "NSF-Simons CosmicAI Institute",
   "official": true,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-10-28",
   "registry_name": "io.github.NSF-Simons-CosmicAI-Institute/manna",
   "install": "uvx manna-mcp",
   "source": "https://github.com/NSF-Simons-CosmicAI-Institute/manna",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/manna/"
  },
  {
   "slug": "openephemeris-mcp",
   "name": "openephemeris-MCP",
   "category": "Sky & space",
   "what": "Get planetary positions from NASA JPL ephemerides through the OpenEphemeris API.",
   "kind": "mcp_server",
   "maintainer": "openephemeris",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-11-01",
   "registry_name": "com.openephemeris/open-ephemeris",
   "install": "remote MCP endpoint: https://mcp.openephemeris.com/mcp",
   "source": "https://github.com/openephemeris/openephemeris-MCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/openephemeris-mcp/"
  },
  {
   "slug": "pds-mcp-server",
   "name": "pds-mcp-server",
   "category": "Sky & space",
   "what": "Search NASA's Planetary Data System for mission data from planets, moons and small bodies.",
   "kind": "mcp_server",
   "maintainer": "NASA PDS",
   "official": true,
   "transport": "check",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-08-23",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/NASA-PDS/pds-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/pds-mcp-server/"
  },
  {
   "slug": "noaa-spaceweather-mcp-server",
   "name": "noaa-spaceweather-mcp-server",
   "category": "Sky & space",
   "what": "Read NOAA space-weather data: geomagnetic storm scales, Kp index and aurora forecasts.",
   "kind": "mcp_server",
   "maintainer": "cyanheads",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 4,
   "last_push": "2026-10-29",
   "registry_name": "io.github.cyanheads/noaa-spaceweather-mcp-server",
   "install": "npx -y @cyanheads/noaa-spaceweather-mcp-server",
   "source": "https://github.com/cyanheads/noaa-spaceweather-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/noaa-spaceweather-mcp-server/"
  },
  {
   "slug": "solar-mcp",
   "name": "solar-mcp",
   "category": "Sky & space",
   "what": "Read solar flux, sunspot number, Kp and space-weather alerts, for radio propagation or aurora hunting.",
   "kind": "mcp_server",
   "maintainer": "qso-graph",
   "official": false,
   "transport": "both",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 4,
   "last_push": "2026-10-29",
   "registry_name": "io.github.qso-graph/solar-mcp",
   "install": "uvx solar-mcp",
   "source": "https://github.com/qso-graph/solar-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/solar-mcp/"
  },
  {
   "slug": "astronomy-oracle",
   "name": "astronomy-oracle",
   "category": "Sky & space",
   "what": "Look up deep-sky objects and plan an observing session for what is visible from your site tonight.",
   "kind": "mcp_server",
   "maintainer": "gregario",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 3,
   "last_push": "2026-11-01",
   "registry_name": "io.github.gregario/astronomy-oracle",
   "install": "npx -y astronomy-oracle",
   "source": "https://github.com/gregario/astronomy-oracle",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/astronomy-oracle/"
  },
  {
   "slug": "celestrak-gp",
   "name": "CelesTrak GP data",
   "category": "Sky & space",
   "what": "Download current orbital elements (TLE/OMM) for tracked satellites to compute where they are.",
   "kind": "api",
   "maintainer": "CelesTrak",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://celestrak.org/NORAD/documentation/gp-data-formats.php",
   "verified": false,
   "verified_at": null,
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/celestrak-gp/"
  },
  {
   "slug": "jpl-horizons",
   "name": "JPL Horizons",
   "category": "Sky & space",
   "what": "Get precise positions and ephemerides for planets, moons, comets and spacecraft at any time.",
   "kind": "api",
   "maintainer": "NASA JPL",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://ssd.jpl.nasa.gov/horizons/app.html",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/jpl-horizons/"
  },
  {
   "slug": "jpl-ssd-cneos-api",
   "name": "JPL SSD/CNEOS APIs",
   "category": "Sky & space",
   "what": "Look up asteroid and comet orbits, close approaches to Earth and fireball reports from NASA JPL.",
   "kind": "api",
   "maintainer": "NASA JPL",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://ssd-api.jpl.nasa.gov/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/jpl-ssd-cneos-api/"
  },
  {
   "slug": "launch-library-2",
   "name": "Launch Library 2 (The Space Devs)",
   "category": "Sky & space",
   "what": "Look up upcoming and past rocket launches, crews and space events.",
   "kind": "api",
   "maintainer": "The Space Devs",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free tier (rate-limited)",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://thespacedevs.com/llapi",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/launch-library-2/"
  },
  {
   "slug": "n2yo-api",
   "name": "N2YO satellite API",
   "category": "Sky & space",
   "what": "Get satellite positions, TLEs and visible-pass predictions over any location, including the ISS.",
   "kind": "api",
   "maintainer": "N2YO",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free (transaction-limited per hour)",
   "price_source": "https://www.n2yo.com/api/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.n2yo.com/api/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/n2yo-api/"
  },
  {
   "slug": "nasa-open-apis",
   "name": "NASA Open APIs",
   "category": "Sky & space",
   "what": "Pull NASA imagery and data such as the Astronomy Picture of the Day, Mars rover photos, near-Earth asteroids and DONKI space-weather events.",
   "kind": "api",
   "maintainer": "NASA",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://api.nasa.gov/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/nasa-open-apis/"
  },
  {
   "slug": "noaa-swpc-data",
   "name": "NOAA SWPC space weather data",
   "category": "Sky & space",
   "what": "Read live solar wind, Kp index, aurora forecasts and space-weather alerts from NOAA's Space Weather Prediction Center.",
   "kind": "api",
   "maintainer": "NOAA",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.swpc.noaa.gov/content/data-access",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/noaa-swpc-data/"
  },
  {
   "slug": "open-notify-iss",
   "name": "Open Notify ISS location",
   "category": "Sky & space",
   "what": "Get the International Space Station's current latitude and longitude.",
   "kind": "api",
   "maintainer": "Open Notify",
   "official": false,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "http://open-notify.org/Open-Notify-API/ISS-Location-Now/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/open-notify-iss/"
  },
  {
   "slug": "wheretheiss-at",
   "name": "Where the ISS at? API",
   "category": "Sky & space",
   "what": "Get the ISS position, altitude, velocity and visibility at any timestamp.",
   "kind": "api",
   "maintainer": "Where the ISS at",
   "official": false,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://wheretheiss.at/w/developer",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/wheretheiss-at/"
  },
  {
   "slug": "weather-mcp-server",
   "name": "weather-mcp-server",
   "category": "Earth",
   "what": "Get current weather for a city through WeatherAPI.",
   "kind": "mcp_server",
   "maintainer": "ezh0v",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 246,
   "last_push": "2026-03-01",
   "registry_name": null,
   "install": "docker run -e WEATHER_API_KEY=your-api-key -d --name weather-mcp-server -p 8000:8000 weather-mcp-server",
   "source": "https://github.com/ezh0v/weather-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/weather-mcp-server/"
  },
  {
   "slug": "gis-mcp",
   "name": "gis-mcp",
   "category": "Earth",
   "what": "Run geospatial operations (buffers, projections, distances) on real-world geometry.",
   "kind": "mcp_server",
   "maintainer": "mahdin75",
   "official": false,
   "transport": "both",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 202,
   "last_push": "2026-08-21",
   "registry_name": null,
   "install": "pip install gis-mcp[gcp]",
   "source": "https://github.com/mahdin75/gis-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/gis-mcp/"
  },
  {
   "slug": "open-meteo-mcp",
   "name": "open-meteo-mcp",
   "category": "Earth",
   "what": "Get forecasts, historical weather, air quality, marine and flood data from Open-Meteo, no key needed.",
   "kind": "mcp_server",
   "maintainer": "cmer81",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 73,
   "last_push": "2026-10-31",
   "registry_name": null,
   "install": "claude mcp add open-meteo -- npx -y -p open-meteo-mcp-server open-meteo-mcp-server",
   "source": "https://github.com/cmer81/open-meteo-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/open-meteo-mcp/"
  },
  {
   "slug": "mcp-weather-server",
   "name": "mcp_weather_server",
   "category": "Earth",
   "what": "Get current weather and forecasts for any city from Open-Meteo.",
   "kind": "mcp_server",
   "maintainer": "isdaniel",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 61,
   "last_push": "2026-09-09",
   "registry_name": "io.github.isdaniel/mcp_weather_server",
   "install": "uvx mcp-weather-server",
   "source": "https://github.com/isdaniel/mcp_weather_server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-weather-server/"
  },
  {
   "slug": "weather-mcp",
   "name": "weather-mcp",
   "category": "Earth",
   "what": "Get forecasts, alerts, air quality, wildfire and river data through 17 weather tools with no API keys.",
   "kind": "mcp_server",
   "maintainer": "weather-mcp",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 55,
   "last_push": "2026-10-30",
   "registry_name": null,
   "install": "claude mcp add weather -- npx -y @dangahagan/weather-mcp@latest",
   "source": "https://github.com/weather-mcp/weather-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/weather-mcp/"
  },
  {
   "slug": "mcp-caiyun-weather",
   "name": "mcp-caiyun-weather",
   "category": "Earth",
   "what": "Get minute-level rain forecasts and weather from Caiyun (ColorfulClouds), official server.",
   "kind": "mcp_server",
   "maintainer": "Caiyun",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 48,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/caiyunapp/mcp-caiyun-weather",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-caiyun-weather/"
  },
  {
   "slug": "foehn",
   "name": "foehn",
   "category": "Earth",
   "what": "Download MeteoSwiss station readings, radar, hail and forecast data.",
   "kind": "mcp_server",
   "maintainer": "kayhendriksen",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 45,
   "last_push": "2026-11-01",
   "registry_name": "io.github.kayhendriksen/foehn",
   "install": "uvx foehn",
   "source": "https://github.com/kayhendriksen/foehn",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/foehn/"
  },
  {
   "slug": "geeflow",
   "name": "geeflow",
   "category": "Earth",
   "what": "Run Google Earth Engine analyses of satellite imagery from Claude.",
   "kind": "mcp_server",
   "maintainer": "P-Srikanthan",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 37,
   "last_push": "2026-07-20",
   "registry_name": null,
   "install": "claude mcp add geeflow -- geeflow-mcp",
   "source": "https://github.com/P-Srikanthan/geeflow",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/geeflow/"
  },
  {
   "slug": "elsewhere-mcp",
   "name": "elsewhere-mcp",
   "category": "Earth",
   "what": "Look at the world through live webcams, sunrise and sunset times and wildlife sightings.",
   "kind": "mcp_server",
   "maintainer": "muffinfrost",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 26,
   "last_push": "2026-10-23",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/muffinfrost/elsewhere-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/elsewhere-mcp/"
  },
  {
   "slug": "ohmywind",
   "name": "ohmywind",
   "category": "Earth",
   "what": "Plan a sailing passage with per-leg wind, wave and ETA forecasts.",
   "kind": "mcp_server",
   "maintainer": "qdonnars",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "AGPL-3.0",
   "github_stars": 11,
   "last_push": "2026-10-22",
   "registry_name": "fr.ohmywind/sailing-planner",
   "install": "remote MCP endpoint: https://mcp.ohmywind.fr/mcp",
   "source": "https://github.com/qdonnars/ohmywind",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ohmywind/"
  },
  {
   "slug": "ocean-mcp",
   "name": "ocean-mcp",
   "category": "Earth",
   "what": "Pull coastal oceanography data such as water levels and model output.",
   "kind": "mcp_server",
   "maintainer": "oceanmodeling",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 10,
   "last_push": "2026-10-20",
   "registry_name": "io.github.oceanmodeling/adcirc-mcp",
   "install": "uvx adcirc-mcp",
   "source": "https://github.com/oceanmodeling/ocean-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ocean-mcp/"
  },
  {
   "slug": "copernicus-mcp",
   "name": "copernicus-mcp",
   "category": "Earth",
   "what": "Search and download ESA Copernicus Sentinel satellite products.",
   "kind": "mcp_server",
   "maintainer": "wb1016",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "LGPL-3.0",
   "github_stars": 9,
   "last_push": "2026-10-15",
   "registry_name": null,
   "install": "docker run -i --rm -e COPERNICUS_REFRESH_TOKEN=<token> copernicus-mcp # stdio",
   "source": "https://github.com/wb1016/copernicus-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/copernicus-mcp/"
  },
  {
   "slug": "qgis-mcp",
   "name": "QGIS_MCP",
   "category": "Earth",
   "what": "Pull live satellite imagery, weather, elevation and OpenStreetMap data into QGIS.",
   "kind": "mcp_server",
   "maintainer": "Adilmunawar",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 9,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Adilmunawar/QGIS_MCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/qgis-mcp/"
  },
  {
   "slug": "aquaview-dah-mcp",
   "name": "AQUAVIEW-DAH MCP server",
   "category": "Earth",
   "what": "Query ocean and atmosphere datasets from NOAA, IOOS, NDBC buoys and Argo floats.",
   "kind": "mcp_server",
   "maintainer": "AQUAVIEW-DAH",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 7,
   "last_push": "2026-05-09",
   "registry_name": null,
   "install": "claude mcp add --transport http aquaview https://mcp.aquaview.org/mcp",
   "source": "https://github.com/AQUAVIEW-DAH/mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/aquaview-dah-mcp/"
  },
  {
   "slug": "noaa-climate-mcp-server",
   "name": "noaa-climate-mcp-server",
   "category": "Earth",
   "what": "Search NOAA climate stations and pull historical weather observations.",
   "kind": "mcp_server",
   "maintainer": "cyanheads",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 5,
   "last_push": "2026-10-23",
   "registry_name": "io.github.cyanheads/noaa-climate-mcp-server",
   "install": "npx -y @cyanheads/noaa-climate-mcp-server",
   "source": "https://github.com/cyanheads/noaa-climate-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/noaa-climate-mcp-server/"
  },
  {
   "slug": "birdnet-go-mcp",
   "name": "birdnet-go-mcp",
   "category": "Earth",
   "what": "Read which birds a BirdNET-Go microphone station has heard and when.",
   "kind": "mcp_server",
   "maintainer": "zax0rz",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 4,
   "last_push": "2026-09-07",
   "registry_name": null,
   "install": "claude mcp add birdnet -- npx -y birdnet-go-mcp serve",
   "source": "https://github.com/zax0rz/birdnet-go-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/birdnet-go-mcp/"
  },
  {
   "slug": "earthquake-mcp-server",
   "name": "earthquake-mcp-server",
   "category": "Earth",
   "what": "Search USGS and EMSC earthquake feeds and query past quakes by place and magnitude.",
   "kind": "mcp_server",
   "maintainer": "cyanheads",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 3,
   "last_push": "2026-10-28",
   "registry_name": "io.github.cyanheads/earthquake-mcp-server",
   "install": "npx -y @cyanheads/earthquake-mcp-server",
   "source": "https://github.com/cyanheads/earthquake-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/earthquake-mcp-server/"
  },
  {
   "slug": "openaq-mcp-server",
   "name": "openaq-mcp-server",
   "category": "Earth",
   "what": "Find air-quality stations and read latest and historical pollutant values from OpenAQ.",
   "kind": "mcp_server",
   "maintainer": "cyanheads",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 3,
   "last_push": "2026-09-26",
   "registry_name": "io.github.cyanheads/openaq-mcp-server",
   "install": "npx -y @cyanheads/openaq-mcp-server",
   "source": "https://github.com/cyanheads/openaq-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/openaq-mcp-server/"
  },
  {
   "slug": "wildfire-mcp-server",
   "name": "wildfire-mcp-server",
   "category": "Earth",
   "what": "Detect and monitor wildfires using NASA FIRMS, OpenWeatherMap and Earth Engine data.",
   "kind": "mcp_server",
   "maintainer": "aliafsahnoudeh",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 2,
   "last_push": "2025-12-27",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/aliafsahnoudeh/wildfire-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/wildfire-mcp-server/"
  },
  {
   "slug": "ambee-mcp",
   "name": "ambee-mcp",
   "category": "Earth",
   "what": "Get live air quality, pollen, weather and wildfire data by location from Ambee.",
   "kind": "mcp_server",
   "maintainer": "Ambee",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 0,
   "last_push": "2026-09-07",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/ambeelabs/ambee-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ambee-mcp/"
  },
  {
   "slug": "atmy-air-quality",
   "name": "Atmy air quality",
   "category": "Earth",
   "what": "Get PM2.5 now, history and forecasts for 300+ cities from 12,000 rated sensors.",
   "kind": "mcp_server",
   "maintainer": "Atmy air quality",
   "official": true,
   "transport": "both",
   "auth": "check",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": "ai.atmy/air-quality",
   "install": "npx -y atmy-mcp",
   "source": "https://atmy.ai/air-quality/api/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/atmy-air-quality/"
  },
  {
   "slug": "xweather-weather",
   "name": "Xweather Weather MCP",
   "category": "Earth",
   "what": "Get conditions, forecasts and severe-weather alerts from Vaisala Xweather, hosted by the vendor.",
   "kind": "mcp_server",
   "maintainer": "Xweather Weather MCP",
   "official": true,
   "transport": "http",
   "auth": "check",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": "com.xweather/weather",
   "install": "remote MCP endpoint: https://mcp.api.xweather.com/mcp",
   "source": "https://github.com/vaisala-xweather/xweather-mcp-registry",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/xweather-weather/"
  },
  {
   "slug": "accuweather-api",
   "name": "AccuWeather API",
   "category": "Earth",
   "what": "Get forecasts, current conditions and severe-weather alerts by location.",
   "kind": "api",
   "maintainer": "AccuWeather",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developer.accuweather.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/accuweather-api/"
  },
  {
   "slug": "airnow-api",
   "name": "AirNow API",
   "category": "Earth",
   "what": "Get current and forecast US air-quality index values by ZIP code or location.",
   "kind": "api",
   "maintainer": "US EPA AirNow",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://airnowapi.org/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/airnow-api/"
  },
  {
   "slug": "ambee-api",
   "name": "Ambee API",
   "category": "Earth",
   "what": "Get air quality, pollen, wildfire and weather data by location.",
   "kind": "api",
   "maintainer": "Ambee",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.ambeedata.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ambee-api/"
  },
  {
   "slug": "copernicus-data-space",
   "name": "Copernicus Data Space APIs",
   "category": "Earth",
   "what": "Search and download Sentinel satellite imagery of any place on Earth.",
   "kind": "api",
   "maintainer": "ESA / EU Copernicus",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://dataspace.copernicus.eu/analyse/apis",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/copernicus-data-space/"
  },
  {
   "slug": "ebird-api",
   "name": "eBird API 2.0",
   "category": "Earth",
   "what": "Get recent bird sightings and hotspots near any location.",
   "kind": "api",
   "maintainer": "Cornell Lab of Ornithology",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://api.ebird.org/v2",
   "verified": false,
   "verified_at": null,
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ebird-api/"
  },
  {
   "slug": "gbif-api",
   "name": "GBIF API",
   "category": "Earth",
   "what": "Search hundreds of millions of species occurrence records worldwide.",
   "kind": "api",
   "maintainer": "GBIF",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://api.gbif.org/v1/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/gbif-api/"
  },
  {
   "slug": "google-earth-engine",
   "name": "Google Earth Engine",
   "category": "Earth",
   "what": "Run analysis over decades of satellite imagery and geospatial datasets.",
   "kind": "api",
   "maintainer": "Google",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developers.google.com/earth-engine",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/google-earth-engine/"
  },
  {
   "slug": "nasa-firms",
   "name": "NASA FIRMS active fire API",
   "category": "Earth",
   "what": "Get satellite-detected active fires and hotspots for any area, updated within hours.",
   "kind": "api",
   "maintainer": "NASA LANCE",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
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   "verified_at": "2026-11-02",
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   "page": "https://www.realworldmcp.com/mcp/nasa-firms/"
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   "slug": "nws-api",
   "name": "National Weather Service API",
   "category": "Earth",
   "what": "Get forecasts, hourly forecasts, observations and active weather alerts for any US point.",
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   "source": "https://www.weather.gov/documentation/services-web-api",
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   "page": "https://www.realworldmcp.com/mcp/nws-api/"
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   "slug": "noaa-ndbc",
   "name": "NOAA NDBC buoy data",
   "category": "Earth",
   "what": "Read real-time wave, wind and water-temperature readings from ocean buoys.",
   "kind": "api",
   "maintainer": "NOAA NDBC",
   "official": true,
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   "verified_at": "2026-11-02",
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   "page": "https://www.realworldmcp.com/mcp/noaa-ndbc/"
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   "slug": "noaa-tides-currents",
   "name": "NOAA Tides & Currents API",
   "category": "Earth",
   "what": "Get tide predictions, water levels and currents for US coastal stations.",
   "kind": "api",
   "maintainer": "NOAA CO-OPS",
   "official": true,
   "transport": "http",
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   "page": "https://www.realworldmcp.com/mcp/noaa-tides-currents/"
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   "slug": "open-meteo-api",
   "name": "Open-Meteo API",
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   "what": "Get global weather forecasts, historical weather, marine and air-quality data with no key.",
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   "maintainer": "Open-Meteo",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free for non-commercial use (10,000 calls/day); paid plans for commercial use",
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   "slug": "openaq-api",
   "name": "OpenAQ API",
   "category": "Earth",
   "what": "Read air-quality sensor readings (PM2.5, ozone, NO2) from stations worldwide.",
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   "maintainer": "OpenAQ",
   "official": true,
   "transport": "http",
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   "verified_at": "2026-11-02",
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   "page": "https://www.realworldmcp.com/mcp/openaq-api/"
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   "slug": "openweather-api",
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   "category": "Earth",
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   "maintainer": "OpenWeather",
   "official": true,
   "transport": "http",
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   "price": "One Call: first 1,000 calls/day free, then $0.0015/call",
   "price_source": "https://openweathermap.org/price",
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   "source": "https://openweathermap.org/api",
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   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/openweather-api/"
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   "slug": "planet-apis",
   "name": "Planet APIs",
   "category": "Earth",
   "what": "Search, order and stream daily satellite imagery of the Earth.",
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   "maintainer": "Planet Labs",
   "official": true,
   "transport": "http",
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   "source": "https://docs.planet.com/develop/apis/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/planet-apis/"
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   "slug": "purpleair-api",
   "name": "PurpleAir API",
   "category": "Earth",
   "what": "Read live PM2.5 readings from a dense network of low-cost air sensors.",
   "kind": "api",
   "maintainer": "PurpleAir",
   "official": true,
   "transport": "http",
   "auth": "api_key",
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   "source": "https://api.purpleair.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/purpleair-api/"
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   "slug": "rainviewer-api",
   "name": "RainViewer API",
   "category": "Earth",
   "what": "Fetch live and recent weather-radar map tiles.",
   "kind": "api",
   "maintainer": "RainViewer",
   "official": true,
   "transport": "http",
   "auth": "none",
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   "source": "https://www.rainviewer.com/api.html",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/rainviewer-api/"
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   "slug": "sentinel-hub-api",
   "name": "Sentinel Hub API",
   "category": "Earth",
   "what": "Request processed Sentinel and Landsat satellite images for an area and date range.",
   "kind": "api",
   "maintainer": "Sinergise / Planet",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "check",
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   "license": null,
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   "install": null,
   "source": "https://api.sentinel-hub.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/sentinel-hub-api/"
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   "slug": "tomorrow-io-api",
   "name": "Tomorrow.io Weather API",
   "category": "Earth",
   "what": "Get hyperlocal forecasts and 60+ weather data layers.",
   "kind": "api",
   "maintainer": "Tomorrow.io",
   "official": true,
   "transport": "http",
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   "source": "https://www.tomorrow.io/weather-api/",
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   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/tomorrow-io-api/"
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   "slug": "usgs-earthquake-api",
   "name": "USGS Earthquake Catalog API",
   "category": "Earth",
   "what": "Query earthquakes by time, place and magnitude, worldwide and in real time.",
   "kind": "api",
   "maintainer": "USGS",
   "official": true,
   "transport": "http",
   "auth": "none",
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   "install": null,
   "source": "https://earthquake.usgs.gov/fdsnws/event/1/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/usgs-earthquake-api/"
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   "slug": "usgs-water-services",
   "name": "USGS Water Services",
   "category": "Earth",
   "what": "Read real-time river flow, gauge height and groundwater levels from thousands of US stream gauges.",
   "kind": "api",
   "maintainer": "USGS",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
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   "source": "https://waterservices.usgs.gov/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/usgs-water-services/"
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  {
   "slug": "weatherapi-com",
   "name": "WeatherAPI.com",
   "category": "Earth",
   "what": "Get current weather, forecasts, astronomy and marine data by city or coordinates.",
   "kind": "api",
   "maintainer": "WeatherAPI.com",
   "official": true,
   "transport": "http",
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   "price": "Free plan; paid from $7/month",
   "price_source": "https://www.weatherapi.com/pricing.aspx",
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   "source": "https://www.weatherapi.com/docs/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/weatherapi-com/"
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   "slug": "mesh-api",
   "name": "mesh-api",
   "category": "Radio",
   "what": "Route AI and 30+ API extensions over an off-grid Meshtastic mesh network.",
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   "maintainer": "mr-tbot",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 184,
   "last_push": "2026-10-28",
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   "source": "https://github.com/mr-tbot/mesh-api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mesh-api/"
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   "slug": "aetherlink-sdr-mcp",
   "name": "AetherLink-SDR-MCP",
   "category": "Radio",
   "what": "Control an RTL-SDR or HackRF radio: tune, scan spectrum and decode ADS-B aircraft and other signals.",
   "kind": "mcp_server",
   "maintainer": "N-Erickson",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 30,
   "last_push": "2026-07-21",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/N-Erickson/AetherLink-SDR-MCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/aetherlink-sdr-mcp/"
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   "slug": "meshtastic-mcp",
   "name": "meshtastic-mcp",
   "category": "Radio",
   "what": "Discover, configure and message through Meshtastic LoRa mesh radios, official server.",
   "kind": "mcp_server",
   "maintainer": "Meshtastic",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 19,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "claude mcp add meshtastic -s user -- meshtastic-mcp # register with Claude Code",
   "source": "https://github.com/meshtastic/meshtastic-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/meshtastic-mcp/"
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  {
   "slug": "radio-gateway",
   "name": "radio-gateway",
   "category": "Radio",
   "what": "Bridge ham and GMRS radios to Mumble, Broadcastify and Winlink and control them from an agent.",
   "kind": "mcp_server",
   "maintainer": "ukbodypilot",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 12,
   "last_push": "2026-10-28",
   "registry_name": null,
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   "source": "https://github.com/ukbodypilot/radio-gateway",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/radio-gateway/"
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  {
   "slug": "adsb-mcp-server",
   "name": "adsb-mcp-server",
   "category": "Radio",
   "what": "Read aircraft seen by your own ADS-B feeder (readsb / tar1090).",
   "kind": "mcp_server",
   "maintainer": "dirkhh",
   "official": false,
   "transport": "check",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 9,
   "last_push": "2025-11-16",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/dirkhh/adsb-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/adsb-mcp-server/"
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   "slug": "sdr-mcp",
   "name": "sdr-mcp",
   "category": "Radio",
   "what": "Tune an RTL-SDR, see spectrum and waterfall, listen to FM and demodulate with GNU Radio.",
   "kind": "mcp_server",
   "maintainer": "sandraschi",
   "official": false,
   "transport": "both",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 9,
   "last_push": "2026-10-24",
   "registry_name": null,
   "install": "pip install sdr-mcp",
   "source": "https://github.com/sandraschi/sdr-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/sdr-mcp/"
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   "slug": "adif-mcp",
   "name": "adif-mcp",
   "category": "Radio",
   "what": "Read and write amateur-radio contact logs in ADIF format.",
   "kind": "mcp_server",
   "maintainer": "qso-graph",
   "official": false,
   "transport": "both",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 5,
   "last_push": "2026-10-29",
   "registry_name": "io.github.qso-graph/adif-mcp",
   "install": "uvx adif-mcp",
   "source": "https://github.com/qso-graph/adif-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/adif-mcp/"
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  {
   "slug": "repeaterbook",
   "name": "repeaterbook",
   "category": "Radio",
   "what": "Search RepeaterBook for amateur-radio repeaters near a location.",
   "kind": "mcp_server",
   "maintainer": "MicaelJarniac",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-10-28",
   "registry_name": "io.github.MicaelJarniac/repeaterbook",
   "install": "uvx repeaterbook",
   "source": "https://github.com/MicaelJarniac/repeaterbook",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/repeaterbook/"
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  {
   "slug": "adsb-exchange",
   "name": "ADS-B Exchange data",
   "category": "Radio",
   "what": "Get unfiltered live and historical aircraft tracking data from ADS-B receivers.",
   "kind": "api",
   "maintainer": "ADS-B Exchange",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
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   "registry_name": null,
   "install": null,
   "source": "https://www.adsbexchange.com/data/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/adsb-exchange/"
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  {
   "slug": "aprs-fi-api",
   "name": "aprs.fi API",
   "category": "Radio",
   "what": "Look up live APRS positions and weather reports from amateur-radio stations.",
   "kind": "api",
   "maintainer": "aprs.fi",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.aprs.fi/page/api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/aprs-fi-api/"
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  {
   "slug": "opensky-api",
   "name": "OpenSky Network API",
   "category": "Radio",
   "what": "Get live aircraft positions from a crowdsourced ADS-B receiver network.",
   "kind": "api",
   "maintainer": "OpenSky Network",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "free for non-commercial use",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://openskynetwork.github.io/opensky-api/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/opensky-api/"
  },
  {
   "slug": "pskreporter",
   "name": "PSK Reporter",
   "category": "Radio",
   "what": "See which amateur-radio stations heard which signals, for live propagation data.",
   "kind": "api",
   "maintainer": "PSK Reporter",
   "official": false,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://pskreporter.info/pskdev.html",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/pskreporter/"
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  {
   "slug": "openquantum",
   "name": "OpenQuantum",
   "category": "Quantum",
   "what": "Run Qiskit and quantum workflows from an agent workspace with MCP tools.",
   "kind": "mcp_server",
   "maintainer": "xi-zhao",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 71,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/xi-zhao/OpenQuantum",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/openquantum/"
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  {
   "slug": "qiskit-mcp-servers",
   "name": "Qiskit (IBM) MCP servers",
   "category": "Quantum",
   "what": "Build circuits with Qiskit and run them on IBM Quantum hardware through qiskit-ibm-runtime, from the Qiskit team.",
   "kind": "mcp_server",
   "maintainer": "Qiskit (IBM)",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 46,
   "last_push": "2026-10-08",
   "registry_name": "io.github.Qiskit/qiskit-code-assistant-mcp-server",
   "install": "uvx qiskit-code-assistant-mcp-server",
   "source": "https://github.com/Qiskit/mcp-servers",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/qiskit-mcp-servers/"
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  {
   "slug": "instrmcp",
   "name": "instrMCP",
   "category": "Quantum",
   "what": "Control the instruments in a quantum-device physics lab (QCoDeS-style setups).",
   "kind": "mcp_server",
   "maintainer": "caidish",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 38,
   "last_push": "2026-10-06",
   "registry_name": null,
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   "github_stars": 176,
   "last_push": "2026-10-22",
   "registry_name": null,
   "install": "claude mcp add kicad -s user -- python -m kicad_mcp_server",
   "source": "https://github.com/Seeed-Studio/kicad-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/seeed-studio-kicad-mcp-server/"
  },
  {
   "slug": "kicad-mcp-pro",
   "name": "kicad-mcp-pro",
   "category": "Make things",
   "what": "Drive KiCad schematic and PCB work with ERC/DRC checks and manufacturing export.",
   "kind": "mcp_server",
   "maintainer": "oaslananka",
   "official": false,
   "transport": "both",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 170,
   "last_push": "2026-11-01",
   "registry_name": "io.github.oaslananka/kicad-mcp-pro",
   "install": "uvx kicad-mcp-pro",
   "source": "https://github.com/oaslananka/kicad-mcp-pro",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/kicad-mcp-pro/"
  },
  {
   "slug": "fusion360-mcp-server",
   "name": "fusion360-mcp-server",
   "category": "Make things",
   "what": "Create sketches, extrusions and exports in Autodesk Fusion 360.",
   "kind": "mcp_server",
   "maintainer": "faust-machines",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 141,
   "last_push": "2026-10-06",
   "registry_name": null,
   "install": "claude mcp add fusion360 -- uvx fusion360-mcp-server --mode socket",
   "source": "https://github.com/faust-machines/fusion360-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/fusion360-mcp-server/"
  },
  {
   "slug": "pcbparts-mcp",
   "name": "pcbparts-mcp",
   "category": "Make things",
   "what": "Search JLCPCB/LCSC parts with stock and price for PCB assembly.",
   "kind": "mcp_server",
   "maintainer": "Averyy",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 140,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "claude mcp add -s user --transport http pcbparts https://pcbparts.dev/mcp",
   "source": "https://github.com/Averyy/pcbparts-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/pcbparts-mcp/"
  },
  {
   "slug": "orcaslicer-mcp",
   "name": "orcaslicer-mcp",
   "category": "Make things",
   "what": "Load models into OrcaSlicer, set print settings and slice to G-code.",
   "kind": "mcp_server",
   "maintainer": "MaxEllis",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "AGPL-3.0",
   "github_stars": 88,
   "last_push": "2026-10-12",
   "registry_name": "io.github.MaxEllis/orcaslicer-mcp",
   "install": "uvx orcaslicer-mcp",
   "source": "https://github.com/MaxEllis/orcaslicer-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/orcaslicer-mcp/"
  },
  {
   "slug": "bambu-mcp",
   "name": "bambu-mcp",
   "category": "Make things",
   "what": "Manage a fleet of Bambu Lab printers: start, pause and monitor jobs.",
   "kind": "mcp_server",
   "maintainer": "griches",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 57,
   "last_push": "2026-03-08",
   "registry_name": null,
   "install": "claude mcp add bambu -- npx @griches/bambu-mcp",
   "source": "https://github.com/griches/bambu-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/bambu-mcp/"
  },
  {
   "slug": "heypcb-mcp",
   "name": "heypcb-mcp",
   "category": "Make things",
   "what": "Design and order PCBs from an agent through HeyPCB.",
   "kind": "mcp_server",
   "maintainer": "HeyPCB",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 33,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "claude mcp add --transport http heypcb https://api.heypcb.ai/mcp",
   "source": "https://github.com/HeyPCB/heypcb-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/heypcb-mcp/"
  },
  {
   "slug": "kicad-jlcpcb",
   "name": "kicad-jlcpcb",
   "category": "Make things",
   "what": "Turn a PCB idea into a KiCad board ready for JLCPCB fabrication.",
   "kind": "mcp_server",
   "maintainer": "BeckhamLabsLLC",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 26,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/BeckhamLabsLLC/kicad-jlcpcb",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/kicad-jlcpcb/"
  },
  {
   "slug": "pycentauri",
   "name": "pycentauri",
   "category": "Make things",
   "what": "Control an Elegoo Centauri Carbon 3D printer.",
   "kind": "mcp_server",
   "maintainer": "bjan",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 25,
   "last_push": "2026-07-16",
   "registry_name": null,
   "install": "claude mcp add pycentauri --env PYCENTAURI_HOST=192.168.1.209 -- python -m pycentauri.mcp",
   "source": "https://github.com/bjan/pycentauri",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/pycentauri/"
  },
  {
   "slug": "schwarztim-bambu-mcp",
   "name": "bambu-mcp",
   "category": "Make things",
   "what": "Control a Bambu Lab printer over MQTT and FTP: upload files and start prints.",
   "kind": "mcp_server",
   "maintainer": "schwarztim",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 24,
   "last_push": "2026-09-29",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/schwarztim/bambu-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/schwarztim-bambu-mcp/"
  },
  {
   "slug": "opengalatea",
   "name": "OpenGalatea",
   "category": "Make things",
   "what": "Control a Prusa 3D printer from Claude, from slicing to printing.",
   "kind": "mcp_server",
   "maintainer": "GLechevalier",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 20,
   "last_push": "2026-04-03",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/GLechevalier/OpenGalatea",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/opengalatea/"
  },
  {
   "slug": "spoolman-mcp",
   "name": "spoolman-mcp",
   "category": "Make things",
   "what": "Track 3D-printer filament spools and usage in Spoolman.",
   "kind": "mcp_server",
   "maintainer": "Disane87",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 19,
   "last_push": "2026-08-15",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Disane87/spoolman-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/spoolman-mcp/"
  },
  {
   "slug": "nestbolt",
   "name": "Nestbolt",
   "category": "Make things",
   "what": "Nest 2D parts on sheets for laser, CNC, plasma and waterjet cutting.",
   "kind": "mcp_server",
   "maintainer": "skulitom",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 11,
   "last_push": "2026-11-01",
   "registry_name": "io.github.skulitom/nestbolt",
   "install": null,
   "source": "https://github.com/skulitom/Nestbolt",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/nestbolt/"
  },
  {
   "slug": "ugs-mcp",
   "name": "ugs-mcp",
   "category": "Make things",
   "what": "Jog, home and run G-code on a CNC machine through Universal G-code Sender.",
   "kind": "mcp_server",
   "maintainer": "zackpeters93",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 6,
   "last_push": "2026-06-12",
   "registry_name": "io.github.zackpeters93/ugs-mcp",
   "install": "uvx ugs-mcp",
   "source": "https://github.com/zackpeters93/ugs-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ugs-mcp/"
  },
  {
   "slug": "agenticfabricationnetwork-ufp",
   "name": "Agentic Fabrication Network (AFN)",
   "category": "Make things",
   "what": "Get quotes for 3D printing, CNC and decals from a design and check out to have parts made and shipped.",
   "kind": "mcp_server",
   "maintainer": "Agentic Fabrication Network (AFN)",
   "official": true,
   "transport": "http",
   "auth": "check",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": "ai.agenticfabricationnetwork/ufp",
   "install": "remote MCP endpoint: https://agenticfabricationnetwork.ai/mcp",
   "source": "https://agenticfabricationnetwork.ai/mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/agenticfabricationnetwork-ufp/"
  },
  {
   "slug": "printhiv3d-print-hive",
   "name": "Print Hive",
   "category": "Make things",
   "what": "Manage a Bambu print farm, AMS units and print queue, vendor-hosted.",
   "kind": "mcp_server",
   "maintainer": "Print Hive",
   "official": true,
   "transport": "http",
   "auth": "check",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": "com.printhiv3d/print-hive",
   "install": "remote MCP endpoint: https://api.printhiv3d.com/v1/mcp",
   "source": "https://github.com/PrintHive/print-hive-plugins",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/printhiv3d-print-hive/"
  },
  {
   "slug": "moonraker-api",
   "name": "Moonraker API (Klipper)",
   "category": "Make things",
   "what": "Control and monitor a Klipper 3D printer: jobs, temperatures, files and G-code.",
   "kind": "api",
   "maintainer": "Arksine/Moonraker",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://moonraker.readthedocs.io/",
   "verified": false,
   "verified_at": null,
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/moonraker-api/"
  },
  {
   "slug": "octoprint-rest-api",
   "name": "OctoPrint REST API",
   "category": "Make things",
   "what": "Upload G-code, start, pause and monitor jobs on an OctoPrint-connected 3D printer.",
   "kind": "api",
   "maintainer": "OctoPrint",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.octoprint.org/en/master/api/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/octoprint-rest-api/"
  },
  {
   "slug": "zplab",
   "name": "ZPLab",
   "category": "Mail & print",
   "what": "Design and print ZPL labels on Zebra-compatible label printers.",
   "kind": "mcp_server",
   "maintainer": "u8array",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 78,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "docker run -p 8080:8080 ghcr.io/u8array/zplab:latest",
   "source": "https://github.com/u8array/ZPLab",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/zplab/"
  },
  {
   "slug": "printful-mcp",
   "name": "printful-mcp",
   "category": "Mail & print",
   "what": "Create Printful print-on-demand products and send orders to be printed and shipped.",
   "kind": "mcp_server",
   "maintainer": "Purple-Horizons",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 32,
   "last_push": "2026-01-28",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Purple-Horizons/printful-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/printful-mcp/"
  },
  {
   "slug": "ictfax-mcp",
   "name": "ictfax-mcp",
   "category": "Mail & print",
   "what": "Send and track faxes through an ICTFax server.",
   "kind": "mcp_server",
   "maintainer": "ictinnovations",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 17,
   "last_push": "2026-10-26",
   "registry_name": "io.github.ictinnovations/ictfax-mcp",
   "install": "npx -y ictfax-mcp",
   "source": "https://github.com/ictinnovations/ictfax-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ictfax-mcp/"
  },
  {
   "slug": "printer-ai-mcp",
   "name": "Printer-AI-MCP",
   "category": "Mail & print",
   "what": "List printers and print files on Windows, macOS and Linux.",
   "kind": "mcp_server",
   "maintainer": "NullYing",
   "official": false,
   "transport": "http",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 14,
   "last_push": "2026-03-10",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/NullYing/Printer-AI-MCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/printer-ai-mcp/"
  },
  {
   "slug": "mcp-printer",
   "name": "mcp-printer",
   "category": "Mail & print",
   "what": "Print documents on a local printer through CUPS on macOS or Linux.",
   "kind": "mcp_server",
   "maintainer": "steveclarke",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 13,
   "last_push": "2026-02-14",
   "registry_name": null,
   "install": "npm install -g mcp-printer",
   "source": "https://github.com/steveclarke/mcp-printer",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-printer/"
  },
  {
   "slug": "hoplix-print-on-demand-mcp",
   "name": "hoplix-print-on-demand-mcp",
   "category": "Mail & print",
   "what": "Create and order print-on-demand products through Hoplix.",
   "kind": "mcp_server",
   "maintainer": "Hoplix",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 12,
   "last_push": "2026-10-26",
   "registry_name": "com.hoplix/print-on-demand",
   "install": "remote MCP endpoint: https://api.hoplix.com/mcp",
   "source": "https://github.com/hoplix/hoplix-print-on-demand-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/hoplix-print-on-demand-mcp/"
  },
  {
   "slug": "pirate-ship-api-mcp-server",
   "name": "pirate-ship-api-mcp-server",
   "category": "Mail & print",
   "what": "Get USPS and UPS rates and buy labels through Pirate Ship.",
   "kind": "mcp_server",
   "maintainer": "cotletdev",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 6,
   "last_push": "2026-10-27",
   "registry_name": "dev.cotlet/pirate-ship",
   "install": "uvx pirate-ship-api-mcp",
   "source": "https://github.com/cotletdev/pirate-ship-api-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/pirate-ship-api-mcp-server/"
  },
  {
   "slug": "faxdrop-mcp",
   "name": "faxdrop-mcp",
   "category": "Mail & print",
   "what": "Send real faxes of PDFs and images through FaxDrop.",
   "kind": "mcp_server",
   "maintainer": "klodr",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-10-26",
   "registry_name": null,
   "install": "npm install -g faxdrop-mcp",
   "source": "https://github.com/klodr/faxdrop-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/faxdrop-mcp/"
  },
  {
   "slug": "postcardbot-mcp-server",
   "name": "Postcard.bot MCP server",
   "category": "Mail & print",
   "what": "Send real printed postcards by post.",
   "kind": "mcp_server",
   "maintainer": "Postcard.bot",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-10-29",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/PostcardBot/mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/postcardbot-mcp-server/"
  },
  {
   "slug": "goshippo-ai",
   "name": "Shippo agent skills + MCP",
   "category": "Mail & print",
   "what": "Use Shippo's skills and MCP to compare rates and buy shipping labels, from Shippo.",
   "kind": "mcp_server",
   "maintainer": "Shippo",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 3,
   "last_push": "2026-10-09",
   "registry_name": "com.shippo/shippo-mcp",
   "install": "remote MCP endpoint: https://mcp.shippo.com",
   "source": "https://github.com/goshippo/ai",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/goshippo-ai/"
  },
  {
   "slug": "mailbox-mcp",
   "name": "mailbox-mcp",
   "category": "Mail & print",
   "what": "Rent a private mailbox address that receives and scans physical mail.",
   "kind": "mcp_server",
   "maintainer": "mailbox.bot",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 2,
   "last_push": "2026-10-22",
   "registry_name": "bot.mailbox/mailbox",
   "install": "remote MCP endpoint: https://mailbox.bot/api/mcp",
   "source": "https://github.com/arbengine/mailbox-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mailbox-mcp/"
  },
  {
   "slug": "postals-mcp",
   "name": "postals-mcp",
   "category": "Mail & print",
   "what": "Send direct mail pieces from an agent with one tool call.",
   "kind": "mcp_server",
   "maintainer": "coopergwrenn",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 2,
   "last_push": "2026-04-16",
   "registry_name": "io.github.coopergwrenn/postals-mcp",
   "install": "npx -y postals-mcp",
   "source": "https://github.com/coopergwrenn/postals-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/postals-mcp/"
  },
  {
   "slug": "click2mail",
   "name": "Click2Mail Mail API",
   "category": "Mail & print",
   "what": "Print and mail letters, postcards and certified mail through USPS.",
   "kind": "api",
   "maintainer": "Click2Mail",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.click2mail.com/mail-api",
   "verified": false,
   "verified_at": null,
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/click2mail/"
  },
  {
   "slug": "easypost",
   "name": "EasyPost API",
   "category": "Mail & print",
   "what": "Buy shipping labels, compare carrier rates and track parcels.",
   "kind": "api",
   "maintainer": "EasyPost",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.easypost.com/docs/api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/easypost/"
  },
  {
   "slug": "postgrid",
   "name": "PostGrid Print & Mail API",
   "category": "Mail & print",
   "what": "Send real letters, postcards and cheques by post from an API call.",
   "kind": "api",
   "maintainer": "PostGrid",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.postgrid.com/print-mail-api/",
   "verified": false,
   "verified_at": null,
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/postgrid/"
  },
  {
   "slug": "printful-api",
   "name": "Printful API",
   "category": "Mail & print",
   "what": "Create print-on-demand products and send orders to be printed and shipped.",
   "kind": "api",
   "maintainer": "Printful",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "Free plan $0/month; Growth $24.99/month",
   "price_source": "https://www.printful.com/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developers.printful.com/docs/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/printful-api/"
  },
  {
   "slug": "shippo",
   "name": "Shippo API",
   "category": "Mail & print",
   "what": "Buy shipping labels from many carriers and track packages.",
   "kind": "api",
   "maintainer": "Shippo",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.goshippo.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/shippo/"
  },
  {
   "slug": "stannp",
   "name": "Stannp Direct Mail API",
   "category": "Mail & print",
   "what": "Send printed postcards and letters in the US and UK.",
   "kind": "api",
   "maintainer": "Stannp",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.stannp.com/us/direct-mail-api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/stannp/"
  },
  {
   "slug": "usps-apis",
   "name": "USPS APIs",
   "category": "Mail & print",
   "what": "Validate addresses, get postage prices and track mail with the US Postal Service.",
   "kind": "api",
   "maintainer": "USPS",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developer.usps.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/usps-apis/"
  },
  {
   "slug": "go-whatsapp-web-multidevice",
   "name": "go-whatsapp-web-multidevice",
   "category": "Calls & messaging",
   "what": "Run a WhatsApp REST API with an MCP mode to send and receive messages.",
   "kind": "mcp_server",
   "maintainer": "aldinokemal",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 4984,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "docker run --detach --publish 3000:3000 --name whatsapp --restart always --volume whatsapp-storages:/app/storages --volume whatsapp-statics:/app/statics aldinokemal2104/go-whatsapp-web-multidevice rest --autoreply=\"Don't reply to this message, please\"",
   "source": "https://github.com/aldinokemal/go-whatsapp-web-multidevice",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/go-whatsapp-web-multidevice/"
  },
  {
   "slug": "sv-number-mcp-server",
   "name": "sv-number MCP server",
   "category": "Calls & messaging",
   "what": "Order a private phone number in 200+ countries and receive SMS and calls on it.",
   "kind": "mcp_server",
   "maintainer": "sv-number",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 533,
   "last_push": "2026-08-10",
   "registry_name": "io.github.sv-number/mcp-server",
   "install": "npx -y sv-number-mcp",
   "source": "https://github.com/sv-number/mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/sv-number-mcp-server/"
  },
  {
   "slug": "quickvoice",
   "name": "QuickVoice",
   "category": "Calls & messaging",
   "what": "Self-host AI phone agents that answer and place calls.",
   "kind": "mcp_server",
   "maintainer": "allgpt-co",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 495,
   "last_push": "2026-10-31",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/allgpt-co/QuickVoice",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/quickvoice/"
  },
  {
   "slug": "mac-messages-mcp",
   "name": "mac_messages_mcp",
   "category": "Calls & messaging",
   "what": "Read and send iMessages and SMS from a Mac.",
   "kind": "mcp_server",
   "maintainer": "carterlasalle",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 341,
   "last_push": "2026-10-30",
   "registry_name": null,
   "install": "claude mcp add --transport stdio --scope user mac-messages -- uvx mac-messages-mcp",
   "source": "https://github.com/carterlasalle/mac_messages_mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mac-messages-mcp/"
  },
  {
   "slug": "whatsapp-mcp",
   "name": "whatsapp-mcp",
   "category": "Calls & messaging",
   "what": "Read and send WhatsApp messages from your own account.",
   "kind": "mcp_server",
   "maintainer": "verygoodplugins",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 282,
   "last_push": "2026-10-30",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/verygoodplugins/whatsapp-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/whatsapp-mcp/"
  },
  {
   "slug": "agent-call",
   "name": "agent-call",
   "category": "Calls & messaging",
   "what": "Have an agent place real phone calls with OpenAI Realtime and Twilio and report back.",
   "kind": "mcp_server",
   "maintainer": "XiyaoWang0519",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 271,
   "last_push": "2026-10-31",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/XiyaoWang0519/agent-call",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/agent-call/"
  },
  {
   "slug": "agenticmail",
   "name": "agenticmail",
   "category": "Calls & messaging",
   "what": "Send and receive real email, SMS and phone calls from an agent.",
   "kind": "mcp_server",
   "maintainer": "agenticmail",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 244,
   "last_push": "2026-11-01",
   "registry_name": "io.github.agenticmail/mcp",
   "install": "npx -y @agenticmail/mcp",
   "source": "https://github.com/agenticmail/agenticmail",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/agenticmail/"
  },
  {
   "slug": "agentring",
   "name": "agentring",
   "category": "Calls & messaging",
   "what": "Let an agent ring your phone over VoIP and talk to you.",
   "kind": "mcp_server",
   "maintainer": "mutonby",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 219,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "claude mcp add agentring -- agentring mcp",
   "source": "https://github.com/mutonby/agentring",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/agentring/"
  },
  {
   "slug": "agentphone-mcp",
   "name": "agentphone-mcp",
   "category": "Calls & messaging",
   "what": "Give an agent a phone number to make and receive calls and texts.",
   "kind": "mcp_server",
   "maintainer": "AgentPhone",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 124,
   "last_push": "2026-10-29",
   "registry_name": "io.github.AgentPhone-AI/agentphone",
   "install": "npx -y agentphone-mcp",
   "source": "https://github.com/AgentPhone-AI/agentphone-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/agentphone-mcp/"
  },
  {
   "slug": "twilio-labs-mcp",
   "name": "Twilio Labs MCP server",
   "category": "Calls & messaging",
   "what": "Call Twilio's whole API as tools: send SMS, place calls and manage numbers, from Twilio Labs.",
   "kind": "mcp_server",
   "maintainer": "Twilio Labs",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 113,
   "last_push": "2026-02-14",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/twilio-labs/mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/twilio-labs-mcp/"
  },
  {
   "slug": "placecall",
   "name": "placecall",
   "category": "Calls & messaging",
   "what": "Have an agent phone any US business to book, ask availability or get a quote.",
   "kind": "mcp_server",
   "maintainer": "Voygr",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 110,
   "last_push": "2026-11-01",
   "registry_name": "io.github.voygr-tech/placecall",
   "install": "remote MCP endpoint: https://api.voygr.tech/mcp",
   "source": "https://github.com/voygr-tech/placecall",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/placecall/"
  },
  {
   "slug": "vapiai-skills",
   "name": "Vapi agent skills + MCP",
   "category": "Calls & messaging",
   "what": "Build and manage Vapi voice agents that make real calls, from Vapi.",
   "kind": "mcp_server",
   "maintainer": "Vapi",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 68,
   "last_push": "2026-10-28",
   "registry_name": null,
   "install": "claude mcp add vapi-docs -- npx -y mcp-remote https://docs.vapi.ai/_mcp/server",
   "source": "https://github.com/VapiAI/skills",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/vapiai-skills/"
  },
  {
   "slug": "agentcall",
   "name": "AgentCall",
   "category": "Calls & messaging",
   "what": "Let an agent make real calls from your own Android phone's SIM.",
   "kind": "mcp_server",
   "maintainer": "sidinsearch",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "AGPL-3.0",
   "github_stars": 63,
   "last_push": "2026-09-28",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/sidinsearch/AgentCall",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/agentcall/"
  },
  {
   "slug": "infobip-mcp",
   "name": "Infobip MCP server",
   "category": "Calls & messaging",
   "what": "Send SMS, RCS, WhatsApp and Viber messages through Infobip, official.",
   "kind": "mcp_server",
   "maintainer": "Infobip",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 36,
   "last_push": "2026-09-28",
   "registry_name": "com.infobip/mcp",
   "install": "remote MCP endpoint: https://mcp.infobip.com/sms",
   "source": "https://github.com/infobip/mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/infobip-mcp/"
  },
  {
   "slug": "bird-ai",
   "name": "bird-ai",
   "category": "Calls & messaging",
   "what": "Send and receive SMS, WhatsApp, email and voice through Bird, official.",
   "kind": "mcp_server",
   "maintainer": "Bird",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 9,
   "last_push": "2026-10-29",
   "registry_name": "com.bird/mcp",
   "install": "remote MCP endpoint: https://mcp.bird.com",
   "source": "https://github.com/messagebird/bird-ai",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/bird-ai/"
  },
  {
   "slug": "ringahuman-ringahuman",
   "name": "Ring a Human",
   "category": "Calls & messaging",
   "what": "Hand a phone call to a vetted human who dials and reports the outcome.",
   "kind": "mcp_server",
   "maintainer": "Ring a Human",
   "official": true,
   "transport": "http",
   "auth": "check",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": "com.ringahuman/ringahuman",
   "install": "remote MCP endpoint: https://ringahuman.com/mcp",
   "source": "https://ringahuman.com",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ringahuman-ringahuman/"
  },
  {
   "slug": "bland-ai",
   "name": "Bland AI",
   "category": "Calls & messaging",
   "what": "Have an AI voice agent place real phone calls.",
   "kind": "api",
   "maintainer": "Bland",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Start plan $0.14/min, $0 platform fee",
   "price_source": "https://www.bland.ai/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.bland.ai/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/bland-ai/"
  },
  {
   "slug": "plivo-api",
   "name": "Plivo API",
   "category": "Calls & messaging",
   "what": "Make calls and send SMS; calls from $0.0010/min outbound in the US.",
   "kind": "api",
   "maintainer": "Plivo",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Pay as you go with $10 free credit; US calls from $0.0010/min",
   "price_source": "https://www.plivo.com/pricing/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.plivo.com/docs/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/plivo-api/"
  },
  {
   "slug": "retell-ai",
   "name": "Retell AI",
   "category": "Calls & messaging",
   "what": "Build AI phone agents that call and answer real numbers.",
   "kind": "api",
   "maintainer": "Retell AI",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Pay as you go from $0, $10 free credits",
   "price_source": "https://www.retellai.com/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.retellai.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/retell-ai/"
  },
  {
   "slug": "telnyx-voice-api",
   "name": "Telnyx Voice API",
   "category": "Calls & messaging",
   "what": "Make and receive phone calls and texts over Telnyx's own network.",
   "kind": "api",
   "maintainer": "Telnyx",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Voice API $0.002/min plus SIP trunking",
   "price_source": "https://telnyx.com/pricing/call-control",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developers.telnyx.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/telnyx-voice-api/"
  },
  {
   "slug": "twilio-voice-api",
   "name": "Twilio Programmable Voice",
   "category": "Calls & messaging",
   "what": "Place and receive phone calls and SMS from code.",
   "kind": "api",
   "maintainer": "Twilio",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Free trial with $15 credit; pay as you go",
   "price_source": "https://www.twilio.com/en-us/voice/pricing/us",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.twilio.com/docs/voice/api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/twilio-voice-api/"
  },
  {
   "slug": "vapi",
   "name": "Vapi",
   "category": "Calls & messaging",
   "what": "Build voice agents that make and answer real phone calls.",
   "kind": "api",
   "maintainer": "Vapi",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Usage-based; $5 free credits",
   "price_source": "https://vapi.ai/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.vapi.ai/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/vapi/"
  },
  {
   "slug": "vonage-voice-api",
   "name": "Vonage Voice API",
   "category": "Calls & messaging",
   "what": "Place and control phone calls programmatically.",
   "kind": "api",
   "maintainer": "Vonage",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developer.vonage.com/en/voice/voice-api/overview",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/vonage-voice-api/"
  },
  {
   "slug": "ha-mcp",
   "name": "ha-mcp",
   "category": "Home & IoT",
   "what": "Control and query everything in a Home Assistant install: lights, locks, climate, automations.",
   "kind": "mcp_server",
   "maintainer": "homeassistant-ai",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5399,
   "last_push": "2026-11-01",
   "registry_name": "io.github.homeassistant-ai/ha-mcp",
   "install": "uvx ha-mcp",
   "source": "https://github.com/homeassistant-ai/ha-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/home-assistant/#ha-mcp"
  },
  {
   "slug": "tapo",
   "name": "tapo",
   "category": "Home & IoT",
   "what": "Control TP-Link Tapo plugs, bulbs and sensors.",
   "kind": "mcp_server",
   "maintainer": "mihai-dinculescu",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 866,
   "last_push": "2026-11-01",
   "registry_name": "io.github.mihai-dinculescu/tapo-mcp",
   "install": "docker run -i --rm ghcr.io/mihai-dinculescu/tapo-mcp:0.6.2",
   "source": "https://github.com/mihai-dinculescu/tapo",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/tapo/"
  },
  {
   "slug": "home-assistant-vibecode-agent",
   "name": "home-assistant-vibecode-agent",
   "category": "Home & IoT",
   "what": "Let a coding agent build and edit Home Assistant automations, dashboards and configs.",
   "kind": "mcp_server",
   "maintainer": "Coolver",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 651,
   "last_push": "2026-10-21",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Coolver/home-assistant-vibecode-agent",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/home-assistant/#home-assistant-vibecode-agent"
  },
  {
   "slug": "homeassistant-mcp",
   "name": "homeassistant-mcp",
   "category": "Home & IoT",
   "what": "Control Home Assistant devices and automations.",
   "kind": "mcp_server",
   "maintainer": "tevonsb",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 575,
   "last_push": "2026-01-25",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/tevonsb/homeassistant-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/home-assistant/#homeassistant-mcp"
  },
  {
   "slug": "hass-mcp",
   "name": "hass-mcp",
   "category": "Home & IoT",
   "what": "Read states and control devices in Home Assistant.",
   "kind": "mcp_server",
   "maintainer": "voska",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 351,
   "last_push": "2026-10-24",
   "registry_name": null,
   "install": "claude mcp add hass-mcp -e HA_URL=http://homeassistant.local:8123 -e HA_TOKEN=YOUR_LONG_LIVED_TOKEN -- docker run -i --rm -e HA_URL -e HA_TOKEN voska/hass-mcp",
   "source": "https://github.com/voska/hass-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/home-assistant/#hass-mcp"
  },
  {
   "slug": "embedded-debugger-mcp",
   "name": "embedded-debugger-mcp",
   "category": "Home & IoT",
   "what": "Flash and debug ARM and RISC-V microcontrollers through probe-rs or OpenOCD.",
   "kind": "mcp_server",
   "maintainer": "Adancurusul",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 212,
   "last_push": "2026-07-16",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Adancurusul/embedded-debugger-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/embedded-debugger-mcp/"
  },
  {
   "slug": "homeclaw",
   "name": "HomeClaw",
   "category": "Home & IoT",
   "what": "Control HomeKit lights, locks, thermostats and scenes.",
   "kind": "mcp_server",
   "maintainer": "omarshahine",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 187,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/omarshahine/HomeClaw",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/homeclaw/"
  },
  {
   "slug": "esp-mcp",
   "name": "esp-mcp",
   "category": "Home & IoT",
   "what": "Build and flash ESP32 firmware with ESP-IDF from an agent.",
   "kind": "mcp_server",
   "maintainer": "horw",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 156,
   "last_push": "2025-12-27",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/horw/esp-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/esp-mcp/"
  },
  {
   "slug": "frankensonos",
   "name": "frankensonos",
   "category": "Home & IoT",
   "what": "Control your Sonos speakers on the local network.",
   "kind": "mcp_server",
   "maintainer": "Dicklesworthstone",
   "official": false,
   "transport": "both",
   "auth": "oauth",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 109,
   "last_push": "2026-10-31",
   "registry_name": null,
   "install": "claude mcp add --transport http fsonos https://<mac>.<tailnet>.ts.net:8443/mcp",
   "source": "https://github.com/Dicklesworthstone/frankensonos",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/frankensonos/"
  },
  {
   "slug": "thingsboard-mcp",
   "name": "thingsboard-mcp",
   "category": "Home & IoT",
   "what": "Query devices and telemetry on a ThingsBoard IoT platform, official.",
   "kind": "mcp_server",
   "maintainer": "ThingsBoard",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 99,
   "last_push": "2026-03-16",
   "registry_name": null,
   "install": "claude mcp add thingsboard -e THINGSBOARD_URL=https://thingsboard.cloud -e THINGSBOARD_API_KEY=YOUR_API_KEY -- docker run -i --rm -e THINGSBOARD_URL -e THINGSBOARD_API_KEY thingsboard/mcp",
   "source": "https://github.com/thingsboard/thingsboard-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/thingsboard-mcp/"
  },
  {
   "slug": "serial-mcp-server",
   "name": "serial-mcp-server",
   "category": "Home & IoT",
   "what": "Talk to serial/UART devices and automate exchanges.",
   "kind": "mcp_server",
   "maintainer": "Adancurusul",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 95,
   "last_push": "2026-07-07",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Adancurusul/serial-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/serial-mcp-server/"
  },
  {
   "slug": "hass-mcp-server",
   "name": "hass-mcp-server",
   "category": "Home & IoT",
   "what": "Expose Home Assistant over MCP as a custom component inside HA.",
   "kind": "mcp_server",
   "maintainer": "ganhammar",
   "official": false,
   "transport": "http",
   "auth": "oauth",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 83,
   "last_push": "2026-10-27",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/ganhammar/hass-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/home-assistant/#hass-mcp-server"
  },
  {
   "slug": "smartest-tv",
   "name": "smartest-tv",
   "category": "Home & IoT",
   "what": "Control LG, Samsung and other smart TVs and play shows by name.",
   "kind": "mcp_server",
   "maintainer": "Hybirdss",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 56,
   "last_push": "2026-10-02",
   "registry_name": "io.github.Hybirdss/smartest-tv",
   "install": "uvx stv",
   "source": "https://github.com/Hybirdss/smartest-tv",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/smartest-tv/"
  },
  {
   "slug": "lox",
   "name": "lox",
   "category": "Home & IoT",
   "what": "Control a Loxone Miniserver and stream its live states.",
   "kind": "mcp_server",
   "maintainer": "discostu105",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 38,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "claude mcp add loxone -- lox mcp serve # Claude Code",
   "source": "https://github.com/discostu105/lox",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/lox/"
  },
  {
   "slug": "esphome-mcp",
   "name": "ESPHome-MCP",
   "category": "Home & IoT",
   "what": "Build, flash and manage ESPHome devices.",
   "kind": "mcp_server",
   "maintainer": "loryanstrant",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 36,
   "last_push": "2026-10-27",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/loryanstrant/ESPHome-MCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/esphome-mcp/"
  },
  {
   "slug": "zigbee2mqtt-mcp",
   "name": "zigbee2mqtt-mcp",
   "category": "Home & IoT",
   "what": "Administer a Zigbee2MQTT network: device health, mesh diagnostics and OTA updates.",
   "kind": "mcp_server",
   "maintainer": "alexpfau",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 36,
   "last_push": "2026-10-30",
   "registry_name": "io.github.alexpfau/zigbee2mqtt-mcp",
   "install": "npx -y zigbee2mqtt-mcp",
   "source": "https://github.com/alexpfau/zigbee2mqtt-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/zigbee2mqtt-mcp/"
  },
  {
   "slug": "xiaomi-home-mcp",
   "name": "xiaomi-home-mcp",
   "category": "Home & IoT",
   "what": "Control Xiaomi Mi Home devices.",
   "kind": "mcp_server",
   "maintainer": "gehaiyi",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 28,
   "last_push": "2026-04-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/gehaiyi/xiaomi-home-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/xiaomi-home-mcp/"
  },
  {
   "slug": "mqtt-mcp",
   "name": "mqtt-mcp",
   "category": "Home & IoT",
   "what": "Publish and subscribe to MQTT topics to talk to IoT devices.",
   "kind": "mcp_server",
   "maintainer": "ezhuk",
   "official": false,
   "transport": "http",
   "auth": "oauth",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 25,
   "last_push": "2026-10-31",
   "registry_name": null,
   "install": "uvx mqtt-mcp",
   "source": "https://github.com/ezhuk/mqtt-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mqtt-mcp/"
  },
  {
   "slug": "openhab-mcp",
   "name": "openhab-mcp",
   "category": "Home & IoT",
   "what": "Control items and rules in openHAB.",
   "kind": "mcp_server",
   "maintainer": "tdeckers",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 25,
   "last_push": "2026-06-21",
   "registry_name": null,
   "install": "docker run -d --rm -p 8081:8000 -e MCP_MODE=remote -e OPENHAB_URL=http://your-openhab-host:8080 -e OPENHAB_API_TOKEN=your-api-token --name openhab-mcp ghcr.io/tdeckers/openhab-mcp:latest",
   "source": "https://github.com/tdeckers/openhab-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/openhab-mcp/"
  },
  {
   "slug": "shellylanman",
   "name": "shellylanman",
   "category": "Home & IoT",
   "what": "Discover, monitor and switch Shelly devices on your LAN.",
   "kind": "mcp_server",
   "maintainer": "wimmme",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 21,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "claude mcp add --transport http shellylanman http://<your-host>:3082/mcp --header \"Authorization: Bearer <token>\"",
   "source": "https://github.com/wimmme/shellylanman",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/shellylanman/"
  },
  {
   "slug": "ble-mcp-server",
   "name": "ble-mcp-server",
   "category": "Home & IoT",
   "what": "Scan, connect and read Bluetooth Low Energy devices.",
   "kind": "mcp_server",
   "maintainer": "es617",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 19,
   "last_push": "2026-03-30",
   "registry_name": "io.github.es617/ble-mcp-server",
   "install": "uvx ble-mcp-server",
   "source": "https://github.com/es617/ble-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ble-mcp-server/"
  },
  {
   "slug": "hubitat-local-mcp-server",
   "name": "Hubitat-local-MCP-server",
   "category": "Home & IoT",
   "what": "Control devices on a Hubitat Elevation hub, running on the hub itself.",
   "kind": "mcp_server",
   "maintainer": "kingpanther13",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 19,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/kingpanther13/Hubitat-local-MCP-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/hubitat-local-mcp-server/"
  },
  {
   "slug": "c4mcp",
   "name": "c4mcp",
   "category": "Home & IoT",
   "what": "Control a Control4 smart home in natural language.",
   "kind": "mcp_server",
   "maintainer": "oliverpell",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 13,
   "last_push": "2026-10-09",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/oliverpell/c4mcp",
   "verified": true,
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   "what": "Start, stop and schedule SharkClean robot vacuums.",
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   "maintainer": "a-funk",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 9,
   "last_push": "2026-06-14",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/a-funk/sharkclean-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/sharkclean-mcp/"
  },
  {
   "slug": "mavlink-mcp",
   "name": "mavlink-mcp",
   "category": "Robots & drones",
   "what": "Fly ArduPilot drones over MAVLink from Claude or Codex.",
   "kind": "mcp_server",
   "maintainer": "deepakpopli",
   "official": false,
   "transport": "both",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 6,
   "last_push": "2026-10-08",
   "registry_name": null,
   "install": "claude mcp add --transport stdio drone -- mavlink-mcp --enable-actuation",
   "source": "https://github.com/deepakpopli/mavlink-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mavlink-mcp/"
  },
  {
   "slug": "ardupilot-mcp",
   "name": "ardupilot-mcp",
   "category": "Robots & drones",
   "what": "Talk to ArduPilot vehicles over MAVLink, simulator first.",
   "kind": "mcp_server",
   "maintainer": "rmeadomavic",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 4,
   "last_push": "2026-08-03",
   "registry_name": "io.github.rmeadomavic/ardupilot-mavlink-mcp",
   "install": "uvx ardupilot-mavlink-mcp",
   "source": "https://github.com/rmeadomavic/ardupilot-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ardupilot-mcp/"
  },
  {
   "slug": "abb-rws-mcp",
   "name": "abb-rws-mcp",
   "category": "Robots & drones",
   "what": "Read the state of an ABB industrial robot controller, read-only.",
   "kind": "mcp_server",
   "maintainer": "ichbinmeraj",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 2,
   "last_push": "2026-10-31",
   "registry_name": "io.github.ichbinmeraj/abb-rws-mcp",
   "install": "npx -y abb-rws-mcp",
   "source": "https://github.com/ichbinmeraj/abb-rws-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/abb-rws-mcp/"
  },
  {
   "slug": "dji-cloud-api",
   "name": "DJI Cloud API",
   "category": "Robots & drones",
   "what": "Connect DJI enterprise drones and docks to your own cloud to plan and run flights.",
   "kind": "api",
   "maintainer": "DJI",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developer.dji.com/doc/cloud-api-tutorial/en/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/dji-cloud-api/"
  },
  {
   "slug": "lerobot",
   "name": "LeRobot",
   "category": "Robots & drones",
   "what": "Record, train and run control policies on low-cost robot arms such as SO-101.",
   "kind": "api",
   "maintainer": "Hugging Face",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://huggingface.co/docs/lerobot",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/lerobot/"
  },
  {
   "slug": "mavsdk",
   "name": "MAVSDK",
   "category": "Robots & drones",
   "what": "Command PX4 drones over MAVLink: take off, fly missions, land and read telemetry.",
   "kind": "api",
   "maintainer": "Dronecode",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://mavsdk.mavlink.io/main/en/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mavsdk/"
  },
  {
   "slug": "viam",
   "name": "Viam",
   "category": "Robots & drones",
   "what": "Control robots, arms, rovers and cameras and read their sensors through one cloud API.",
   "kind": "api",
   "maintainer": "Viam",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Free to start; usage-based after first $5/month",
   "price_source": "https://www.viam.com/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.viam.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/viam/"
  },
  {
   "slug": "mcp-google-map",
   "name": "mcp-google-map",
   "category": "Vehicles & maps",
   "what": "Search places, get routes, travel times and geocode addresses with Google Maps.",
   "kind": "mcp_server",
   "maintainer": "cablate",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 487,
   "last_push": "2026-10-22",
   "registry_name": "io.github.cablate/google-map",
   "install": "npx -y @cablate/mcp-google-map",
   "source": "https://github.com/cablate/mcp-google-map",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-google-map/"
  },
  {
   "slug": "mapbox-mcp-server",
   "name": "Mapbox MCP server",
   "category": "Vehicles & maps",
   "what": "Geocode, search places, route and compute travel-time areas with Mapbox, official.",
   "kind": "mcp_server",
   "maintainer": "Mapbox",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 363,
   "last_push": "2026-10-30",
   "registry_name": "io.github.mapbox/mcp-server",
   "install": "npx -y @mapbox/mcp-server",
   "source": "https://github.com/mapbox/mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mapbox-mcp-server/"
  },
  {
   "slug": "teslamate-mcp",
   "name": "teslamate-mcp",
   "category": "Vehicles & maps",
   "what": "Query your Tesla's drives, charging and battery history from TeslaMate.",
   "kind": "mcp_server",
   "maintainer": "cobanov",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 142,
   "last_push": "2026-10-26",
   "registry_name": null,
   "install": "docker run --rm -e DATABASE_URL=... -p 8888:8888 ghcr.io/cobanov/teslamate-mcp:latest",
   "source": "https://github.com/cobanov/teslamate-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/teslamate-mcp/"
  },
  {
   "slug": "infobus-mcp",
   "name": "infobus-mcp",
   "category": "Vehicles & maps",
   "what": "Get public-transit routes and arrivals from GTFS feeds.",
   "kind": "mcp_server",
   "maintainer": "simovilab",
   "official": false,
   "transport": "check",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 94,
   "last_push": "2025-11-07",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/simovilab/infobus-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/infobus-mcp/"
  },
  {
   "slug": "variflight-mcp",
   "name": "variflight-mcp",
   "category": "Vehicles & maps",
   "what": "Look up flight status and airport data from VariFlight, official.",
   "kind": "mcp_server",
   "maintainer": "VariFlight",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 33,
   "last_push": "2026-10-10",
   "registry_name": "io.github.variflight/variflight-mcp",
   "install": "npx -y @variflight-ai/variflight-mcp",
   "source": "https://github.com/variflight/variflight-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/variflight-mcp/"
  },
  {
   "slug": "norikae-mcp",
   "name": "norikae-mcp",
   "category": "Vehicles & maps",
   "what": "Search Japanese train routes and transfers.",
   "kind": "mcp_server",
   "maintainer": "tysonwu",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 30,
   "last_push": "2026-01-21",
   "registry_name": null,
   "install": "npm install -g norikae-mcp",
   "source": "https://github.com/tysonwu/norikae-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/norikae-mcp/"
  },
  {
   "slug": "osmmcp",
   "name": "osmmcp",
   "category": "Vehicles & maps",
   "what": "Run precise OpenStreetMap geocoding, routing and nearby-place queries.",
   "kind": "mcp_server",
   "maintainer": "NERVsystems",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 30,
   "last_push": "2026-10-08",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/NERVsystems/osmmcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/osmmcp/"
  },
  {
   "slug": "aviationstack-mcp",
   "name": "aviationstack-mcp",
   "category": "Vehicles & maps",
   "what": "Get real-time flight status and schedules from AviationStack.",
   "kind": "mcp_server",
   "maintainer": "Pradumnasaraf",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 27,
   "last_push": "2026-10-28",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Pradumnasaraf/aviationstack-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/aviationstack-mcp/"
  },
  {
   "slug": "shadetree-ai",
   "name": "shadetree-ai",
   "category": "Vehicles & maps",
   "what": "Read your car's OBD-II trouble codes and live data, read-only.",
   "kind": "mcp_server",
   "maintainer": "iamneilroberts",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 24,
   "last_push": "2026-10-10",
   "registry_name": null,
   "install": "claude mcp add shadetree-ai -e SHADETREE_PORT=/dev/serial/by-id/<your-adapter> -e SHADETREE_HOME=$HOME/shadetree-data -- shadetree-ai-mcp",
   "source": "https://github.com/iamneilroberts/shadetree-ai",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/shadetree-ai/"
  },
  {
   "slug": "abrp-mcp",
   "name": "abrp-mcp",
   "category": "Vehicles & maps",
   "what": "Plan EV road trips with charging stops via A Better Route Planner.",
   "kind": "mcp_server",
   "maintainer": "Casperjuel",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 10,
   "last_push": "2026-06-09",
   "registry_name": null,
   "install": "claude mcp add --transport http --scope user abrp https://abrp-mcp.vercel.app/mcp --header \"X-API-KEY: YOUR_KEY\"",
   "source": "https://github.com/Casperjuel/abrp-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/abrp-mcp/"
  },
  {
   "slug": "marinetraffic-mcp-server",
   "name": "marinetraffic-mcp-server",
   "category": "Vehicles & maps",
   "what": "Get vessel positions, port calls and ETAs from MarineTraffic.",
   "kind": "mcp_server",
   "maintainer": "Cyreslab-AI",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 9,
   "last_push": "2026-09-19",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Cyreslab-AI/marinetraffic-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/marinetraffic-mcp-server/"
  },
  {
   "slug": "openstreetmap-mcp-server",
   "name": "openstreetmap-mcp-server",
   "category": "Vehicles & maps",
   "what": "Geocode, reverse geocode and run Overpass queries on OpenStreetMap.",
   "kind": "mcp_server",
   "maintainer": "cyanheads",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 9,
   "last_push": "2026-10-26",
   "registry_name": "io.github.cyanheads/openstreetmap-mcp-server",
   "install": "npx -y @cyanheads/openstreetmap-mcp-server",
   "source": "https://github.com/cyanheads/openstreetmap-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/openstreetmap-mcp-server/"
  },
  {
   "slug": "vessel-traffic-mcp",
   "name": "vessel-traffic-mcp",
   "category": "Vehicles & maps",
   "what": "Track ships by AIS, with schedules and maritime data.",
   "kind": "mcp_server",
   "maintainer": "tools-mcp",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 8,
   "last_push": "2026-10-27",
   "registry_name": "io.github.tools-mcp/vessel-traffic-mcp",
   "install": "npx -y @tools-mcp/vessel-traffic-mcp",
   "source": "https://github.com/tools-mcp/vessel-traffic-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/vessel-traffic-mcp/"
  },
  {
   "slug": "mcp-national-rail",
   "name": "mcp-national-rail",
   "category": "Vehicles & maps",
   "what": "Get UK National Rail train times and live departures.",
   "kind": "mcp_server",
   "maintainer": "lucygoodchild",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 7,
   "last_push": "2026-09-11",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/lucygoodchild/mcp-national-rail",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-national-rail/"
  },
  {
   "slug": "swiss-transport-mcp",
   "name": "swiss-transport-mcp",
   "category": "Vehicles & maps",
   "what": "Plan Swiss public-transport journeys with real-time departures.",
   "kind": "mcp_server",
   "maintainer": "malkreide",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 7,
   "last_push": "2026-11-01",
   "registry_name": "io.github.malkreide/swiss-transport-mcp",
   "install": "uvx swiss-transport-mcp",
   "source": "https://github.com/malkreide/swiss-transport-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/swiss-transport-mcp/"
  },
  {
   "slug": "uber-cli",
   "name": "uber-cli",
   "category": "Vehicles & maps",
   "what": "Get live Uber fares and request rides with a confirmation step.",
   "kind": "mcp_server",
   "maintainer": "crafter-station",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 7,
   "last_push": "2026-09-29",
   "registry_name": null,
   "install": "npm i -g @crafter/uber-cli",
   "source": "https://github.com/crafter-station/uber-cli",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/uber-cli/"
  },
  {
   "slug": "where-is-my-train-mcp",
   "name": "where_is_my_train_mcp",
   "category": "Vehicles & maps",
   "what": "Check near-real-time New York MTA subway arrivals.",
   "kind": "mcp_server",
   "maintainer": "sasabasara",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 7,
   "last_push": "2026-10-12",
   "registry_name": null,
   "install": "claude mcp add --transport http where-is-my-train https://whereismytrainmcp-production.up.railway.app/mcp",
   "source": "https://github.com/sasabasara/where_is_my_train_mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/where-is-my-train-mcp/"
  },
  {
   "slug": "commutescout",
   "name": "commutescout",
   "category": "Vehicles & maps",
   "what": "Check live road conditions and the best time to leave in 37 US states.",
   "kind": "mcp_server",
   "maintainer": "nicglazkov",
   "official": false,
   "transport": "http",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-11-01",
   "registry_name": "io.github.nicglazkov/commutescout",
   "install": "remote MCP endpoint: https://mcp.commutescout.com/mcp",
   "source": "https://github.com/nicglazkov/commutescout",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/commutescout/"
  },
  {
   "slug": "mcp-tesla",
   "name": "mcp-tesla",
   "category": "Vehicles & maps",
   "what": "Read and command your Tesla through the Tesla Fleet API and TeslaMate.",
   "kind": "mcp_server",
   "maintainer": "MyTeslaMate",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-07-01",
   "registry_name": "io.github.jlestel/mcp-tesla",
   "install": "remote MCP endpoint: https://mcp.myteslamate.com/mcp",
   "source": "https://github.com/MyTeslaMate/mcp-tesla",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-tesla/"
  },
  {
   "slug": "pumperly-mcp",
   "name": "pumperly-mcp",
   "category": "Vehicles & maps",
   "what": "Find real-time fuel and EV charging prices and stations.",
   "kind": "mcp_server",
   "maintainer": "GeiserX",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "GPL-3.0",
   "github_stars": 3,
   "last_push": "2026-10-28",
   "registry_name": "io.github.GeiserX/pumperly-mcp",
   "install": "npx -y pumperly-mcp",
   "source": "https://github.com/GeiserX/pumperly-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/pumperly-mcp/"
  },
  {
   "slug": "aisstream",
   "name": "AIS Stream",
   "category": "Vehicles & maps",
   "what": "Stream live ship positions and AIS messages over a WebSocket.",
   "kind": "api",
   "maintainer": "aisstream.io",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": "https://aisstream.io/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://aisstream.io/documentation",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/aisstream/"
  },
  {
   "slug": "flightaware-aeroapi",
   "name": "FlightAware AeroAPI",
   "category": "Vehicles & maps",
   "what": "Get live flight status, positions and history.",
   "kind": "api",
   "maintainer": "FlightAware",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "Personal tier: per-query fees, up to $5/month free; Standard $100/month minimum",
   "price_source": "https://www.flightaware.com/commercial/aeroapi/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.flightaware.com/commercial/aeroapi/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/flightaware-aeroapi/"
  },
  {
   "slug": "google-maps-agent-tools",
   "name": "Google Maps grounding tools for agents",
   "category": "Vehicles & maps",
   "what": "Ground an agent's answers in Google Maps places and routes through Google's agent tools.",
   "kind": "api",
   "maintainer": "Google",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developers.google.com/maps/ai/grounding-lite",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/google-maps-agent-tools/"
  },
  {
   "slug": "google-maps-platform",
   "name": "Google Maps Platform",
   "category": "Vehicles & maps",
   "what": "Geocode addresses, search places and get routes and travel times.",
   "kind": "api",
   "maintainer": "Google",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developers.google.com/maps",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/google-maps-platform/"
  },
  {
   "slug": "mapbox-apis",
   "name": "Mapbox APIs",
   "category": "Vehicles & maps",
   "what": "Geocode, route, compute travel-time isochrones and render maps.",
   "kind": "api",
   "maintainer": "Mapbox",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.mapbox.com/api/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mapbox-apis/"
  },
  {
   "slug": "marinetraffic-api",
   "name": "MarineTraffic API",
   "category": "Vehicles & maps",
   "what": "Track ship positions, port calls and voyages.",
   "kind": "api",
   "maintainer": "Kpler / MarineTraffic",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.marinetraffic.com/en/ais-api-services",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/marinetraffic-api/"
  },
  {
   "slug": "open-charge-map-api",
   "name": "Open Charge Map API",
   "category": "Vehicles & maps",
   "what": "Find EV charging stations and their connectors anywhere in the world.",
   "kind": "api",
   "maintainer": "Open Charge Map",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://openchargemap.org/site/develop/api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/open-charge-map-api/"
  },
  {
   "slug": "smartcar-api",
   "name": "Smartcar API",
   "category": "Vehicles & maps",
   "what": "Read location, odometer and battery and lock or unlock cars from many brands.",
   "kind": "api",
   "maintainer": "Smartcar",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "Free $0 tier; Build from $1.99 per vehicle/month",
   "price_source": "https://smartcar.com/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://smartcar.com/docs/api-reference/intro",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/smartcar-api/"
  },
  {
   "slug": "tesla-fleet-api",
   "name": "Tesla Fleet API",
   "category": "Vehicles & maps",
   "what": "Read a Tesla's location, battery and status and send commands such as unlock or start charging.",
   "kind": "api",
   "maintainer": "Tesla",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "Pay per request; $10 monthly discount for small apps",
   "price_source": "https://developer.tesla.com/docs/fleet-api/billing-and-limits",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developer.tesla.com/docs/fleet-api",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/tesla-fleet-api/"
  },
  {
   "slug": "transitland",
   "name": "Transitland API",
   "category": "Vehicles & maps",
   "what": "Look up transit agencies, routes, stops and departures from GTFS feeds worldwide.",
   "kind": "api",
   "maintainer": "Interline",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.transit.land/documentation",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/transitland/"
  },
  {
   "slug": "garmin-mcp",
   "name": "garmin_mcp",
   "category": "Cameras & sensors",
   "what": "Read your Garmin watch data: activities, sleep, heart rate and more.",
   "kind": "mcp_server",
   "maintainer": "Taxuspt",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 1438,
   "last_push": "2026-10-24",
   "registry_name": null,
   "install": "uvx --python 3.12 --from git+https://github.com/Taxuspt/garmin_mcp garmin-mcp-auth",
   "source": "https://github.com/Taxuspt/garmin_mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/garmin-mcp/"
  },
  {
   "slug": "unifi-mcp",
   "name": "unifi-mcp",
   "category": "Cameras & sensors",
   "what": "Query and manage UniFi Network and Protect: cameras, events and devices.",
   "kind": "mcp_server",
   "maintainer": "sirkirby",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 979,
   "last_push": "2026-10-30",
   "registry_name": "io.github.sirkirby/unifi-access-mcp",
   "install": "uvx unifi-access-mcp",
   "source": "https://github.com/sirkirby/unifi-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/unifi-mcp/"
  },
  {
   "slug": "whoop-mcp",
   "name": "whoop-mcp",
   "category": "Cameras & sensors",
   "what": "Read WHOOP recovery, sleep, HRV and strain.",
   "kind": "mcp_server",
   "maintainer": "shashankswe2020-ux",
   "official": false,
   "transport": "stdio",
   "auth": "oauth",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 176,
   "last_push": "2026-10-30",
   "registry_name": "io.github.shashankswe2020-ux/whoop",
   "install": "npx -y whoop-ai-mcp",
   "source": "https://github.com/shashankswe2020-ux/whoop-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/whoop-mcp/"
  },
  {
   "slug": "reolink-cli",
   "name": "reolink-cli",
   "category": "Cameras & sensors",
   "what": "Take snapshots and control Reolink cameras, doorbells and NVRs on your LAN, official.",
   "kind": "mcp_server",
   "maintainer": "Reolink",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 118,
   "last_push": "2026-10-13",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/reolink/reolink-cli",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/reolink-cli/"
  },
  {
   "slug": "mcp-oura",
   "name": "MCP-oura",
   "category": "Cameras & sensors",
   "what": "Read sleep, readiness and activity from an Oura ring.",
   "kind": "mcp_server",
   "maintainer": "YuzeHao2023",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 116,
   "last_push": "2026-05-04",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/YuzeHao2023/MCP-oura",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-oura/"
  },
  {
   "slug": "predictive-maintenance-mcp",
   "name": "predictive-maintenance-mcp",
   "category": "Cameras & sensors",
   "what": "Analyse vibration sensor data to spot machine faults.",
   "kind": "mcp_server",
   "maintainer": "LGDiMaggio",
   "official": false,
   "transport": "both",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 107,
   "last_push": "2026-10-30",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/LGDiMaggio/predictive-maintenance-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/predictive-maintenance-mcp/"
  },
  {
   "slug": "esp32-cam-ai",
   "name": "esp32-cam-ai",
   "category": "Cameras & sensors",
   "what": "Take pictures with an ESP32-CAM board from an agent.",
   "kind": "mcp_server",
   "maintainer": "rzeldent",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 29,
   "last_push": "2026-09-29",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/rzeldent/esp32-cam-ai",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/esp32-cam-ai/"
  },
  {
   "slug": "mcp-vms",
   "name": "mcp_vms",
   "category": "Cameras & sensors",
   "what": "Get live and recorded video from a video-surveillance system.",
   "kind": "mcp_server",
   "maintainer": "jyjune",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 17,
   "last_push": "2026-08-12",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/jyjune/mcp_vms",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-vms/"
  },
  {
   "slug": "frigate-mcp",
   "name": "frigate-mcp",
   "category": "Cameras & sensors",
   "what": "Ask a Frigate NVR what its cameras detected and pull snapshots.",
   "kind": "mcp_server",
   "maintainer": "jakekeeys",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 14,
   "last_push": "2026-09-05",
   "registry_name": null,
   "install": "claude mcp add frigate -- python -m frigate_mcp",
   "source": "https://github.com/jakekeeys/frigate-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/frigate-mcp/"
  },
  {
   "slug": "mcp-frigate",
   "name": "mcp-frigate",
   "category": "Cameras & sensors",
   "what": "Query Frigate camera events, clips and snapshots.",
   "kind": "mcp_server",
   "maintainer": "dedsxc",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 12,
   "last_push": "2026-10-31",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/dedsxc/mcp-frigate",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/mcp-frigate/"
  },
  {
   "slug": "edgemcp-for-axis",
   "name": "EdgeMCP-for-Axis",
   "category": "Cameras & sensors",
   "what": "Run an MCP server on an Axis network camera itself to read and control it.",
   "kind": "mcp_server",
   "maintainer": "kotyzap",
   "official": false,
   "transport": "http",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 7,
   "last_push": "2026-09-07",
   "registry_name": null,
   "install": "claude mcp add --transport http axis-q1656 http://<camera-ip>:8000/mcp",
   "source": "https://github.com/kotyzap/EdgeMCP-for-Axis",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/edgemcp-for-axis/"
  },
  {
   "slug": "safie-api-mcp-server",
   "name": "safie-api-mcp-server",
   "category": "Cameras & sensors",
   "what": "Get images and events from Safie cloud cameras, official.",
   "kind": "mcp_server",
   "maintainer": "Safie",
   "official": true,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 7,
   "last_push": "2026-09-16",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/SafiePublic/safie-api-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/safie-api-mcp-server/"
  },
  {
   "slug": "windy-webcams-mcp-server",
   "name": "windy-webcams-mcp-server",
   "category": "Cameras & sensors",
   "what": "Find live public webcams worldwide and get their images.",
   "kind": "mcp_server",
   "maintainer": "Cyreslab-AI",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-09-20",
   "registry_name": null,
   "install": "npx windy-webcam-mcp-server",
   "source": "https://github.com/Cyreslab-AI/windy-webcams-mcp-server",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/windy-webcams-mcp-server/"
  },
  {
   "slug": "obsbot-mcp",
   "name": "obsbot-mcp",
   "category": "Cameras & sensors",
   "what": "Point, zoom and track with an OBSBOT Tiny 2 camera.",
   "kind": "mcp_server",
   "maintainer": "lxman",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 3,
   "last_push": "2026-11-01",
   "registry_name": "io.github.lxman/obsbot-mcp",
   "install": "npx -y obsbot-mcp",
   "source": "https://github.com/lxman/obsbot-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/obsbot-mcp/"
  },
  {
   "slug": "blink-camera-mcp",
   "name": "blink-camera-mcp",
   "category": "Cameras & sensors",
   "what": "Get clips and status from Blink home cameras.",
   "kind": "mcp_server",
   "maintainer": "AbhijatSaxena",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 0,
   "last_push": "2026-09-26",
   "registry_name": "io.github.AbhijatSaxena/blink-camera-mcp",
   "install": "uvx blink-camera-mcp",
   "source": "https://github.com/AbhijatSaxena/blink-camera-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/blink-camera-mcp/"
  },
  {
   "slug": "frigate-api",
   "name": "Frigate NVR API",
   "category": "Cameras & sensors",
   "what": "Read detected people, cars and animals, snapshots and clips from a Frigate camera system.",
   "kind": "api",
   "maintainer": "Frigate",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.frigate.video/integrations/api/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/frigate-api/"
  },
  {
   "slug": "verkada-api",
   "name": "Verkada API",
   "category": "Cameras & sensors",
   "what": "Read camera footage links, access-control events and sensor data from Verkada.",
   "kind": "api",
   "maintainer": "Verkada",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://docs.verkada.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/verkada-api/"
  },
  {
   "slug": "powermcp",
   "name": "PowerMCP",
   "category": "Energy",
   "what": "Run power-system software such as PowerWorld and pandapower for grid studies.",
   "kind": "mcp_server",
   "maintainer": "Power-Agent project",
   "official": true,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 231,
   "last_push": "2026-10-30",
   "registry_name": null,
   "install": "pip install powermcp",
   "source": "https://github.com/Power-Agent/PowerMCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/powermcp/"
  },
  {
   "slug": "energyplus-mcp",
   "name": "EnergyPlus-MCP",
   "category": "Energy",
   "what": "Run EnergyPlus building energy simulations, from Berkeley Lab.",
   "kind": "mcp_server",
   "maintainer": "Berkeley Lab",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 124,
   "last_push": "2026-10-06",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/LBNL-ETA/EnergyPlus-MCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/energyplus-mcp/"
  },
  {
   "slug": "pypsa-mcp",
   "name": "pypsa-mcp",
   "category": "Energy",
   "what": "Build and solve PyPSA energy-system models.",
   "kind": "mcp_server",
   "maintainer": "Open Energy Transition",
   "official": true,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 74,
   "last_push": "2026-03-20",
   "registry_name": null,
   "install": "pip install pypsamcp",
   "source": "https://github.com/open-energy-transition/pypsa-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/pypsa-mcp/"
  },
  {
   "slug": "ocpp-rag",
   "name": "ocpp-rag",
   "category": "Energy",
   "what": "Answer questions about OCPP EV-charging protocols and standards.",
   "kind": "mcp_server",
   "maintainer": "nader0913",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "other/unspecified",
   "github_stars": 58,
   "last_push": "2026-06-09",
   "registry_name": null,
   "install": "claude mcp add ocpp-rag -- uvx --from git+https://github.com/nader0913/ocpp-rag python -m ocpp_rag.mcp_server",
   "source": "https://github.com/nader0913/ocpp-rag",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/ocpp-rag/"
  },
  {
   "slug": "emporia-mcp",
   "name": "emporia-mcp",
   "category": "Energy",
   "what": "Read whole-home and circuit-level electricity use from Emporia energy monitors, official.",
   "kind": "mcp_server",
   "maintainer": "Emporia Energy",
   "official": true,
   "transport": "both",
   "auth": "api_key",
   "price": "free (source on GitHub; no license file)",
   "price_source": null,
   "license": null,
   "github_stars": 11,
   "last_push": "2026-10-21",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/emporiaenergy/emporia-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/emporia-mcp/"
  },
  {
   "slug": "victron-tcp",
   "name": "victron-tcp",
   "category": "Energy",
   "what": "Read live solar, battery, grid and inverter data from a Victron GX device.",
   "kind": "mcp_server",
   "maintainer": "lubosstrejcek",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 7,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": "claude mcp add-json victron-tcp '{\"type\":\"stdio\",\"command\":\"npx\",\"args\":[\"-y\",\"victron-tcp\"]}'",
   "source": "https://github.com/lubosstrejcek/victron-tcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/victron-tcp/"
  },
  {
   "slug": "luminus",
   "name": "luminus",
   "category": "Energy",
   "what": "Get real-time European and UK electricity grid data: prices, generation and flows.",
   "kind": "mcp_server",
   "maintainer": "kitfunso",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 6,
   "last_push": "2026-09-18",
   "registry_name": null,
   "install": "claude mcp add luminus -- npx luminus-mcp",
   "source": "https://github.com/kitfunso/luminus",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/luminus/"
  },
  {
   "slug": "victron-vrm-mcp",
   "name": "victron-vrm-mcp",
   "category": "Energy",
   "what": "Read solar, battery and ESS data from the Victron VRM cloud.",
   "kind": "mcp_server",
   "maintainer": "lubosstrejcek",
   "official": false,
   "transport": "both",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 5,
   "last_push": "2026-10-21",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/lubosstrejcek/victron-vrm-mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/victron-vrm-mcp/"
  },
  {
   "slug": "dryos-dryos",
   "name": "Dryos",
   "category": "Energy",
   "what": "Get live US power-market prices, load, generation and weather.",
   "kind": "mcp_server",
   "maintainer": "Dryos",
   "official": true,
   "transport": "http",
   "auth": "check",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": "ai.dryos/dryos",
   "install": "remote MCP endpoint: https://api.dryos.ai/mcp",
   "source": "https://www.dryos.ai/mcp",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/dryos-dryos/"
  },
  {
   "slug": "uk-carbon-intensity-api",
   "name": "Carbon Intensity API (GB)",
   "category": "Energy",
   "what": "Get current and forecast carbon intensity of Great Britain's electricity grid by region.",
   "kind": "api",
   "maintainer": "National Energy System Operator",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://carbon-intensity.github.io/api-definitions/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/uk-carbon-intensity-api/"
  },
  {
   "slug": "eia-open-data",
   "name": "EIA Open Data API",
   "category": "Energy",
   "what": "Pull US electricity, fuel and grid statistics from the Energy Information Administration.",
   "kind": "api",
   "maintainer": "US EIA",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.eia.gov/opendata/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/eia-open-data/"
  },
  {
   "slug": "electricity-maps-api",
   "name": "Electricity Maps API",
   "category": "Energy",
   "what": "Get live and forecast carbon intensity and power mix for grids worldwide.",
   "kind": "api",
   "maintainer": "Electricity Maps",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://portal.electricitymaps.com/docs",
   "verified": false,
   "verified_at": null,
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/electricity-maps-api/"
  },
  {
   "slug": "enphase-api",
   "name": "Enphase API v4",
   "category": "Energy",
   "what": "Read solar production, consumption and battery data from Enphase systems.",
   "kind": "api",
   "maintainer": "Enphase",
   "official": true,
   "transport": "http",
   "auth": "oauth",
   "price": "check",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developer-v4.enphase.com/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/enphase-api/"
  },
  {
   "slug": "octopus-energy-api",
   "name": "Octopus Energy API",
   "category": "Energy",
   "what": "Read smart-meter consumption and current tariff prices, including half-hourly Agile rates.",
   "kind": "api",
   "maintainer": "Octopus Energy",
   "official": true,
   "transport": "http",
   "auth": "api_key",
   "price": "free",
   "price_source": null,
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://developer.octopus.energy/",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/octopus-energy-api/"
  },
  {
   "slug": "tintins-chess-analysis",
   "name": "tintins-chess-analysis",
   "category": "Play",
   "what": "Analyse chess games with Stockfish and explain mistakes on a web board.",
   "kind": "mcp_server",
   "maintainer": "Chess-analysis-mcp",
   "official": false,
   "transport": "check",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 54,
   "last_push": "2026-11-01",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/Chess-analysis-mcp/tintins-chess-analysis",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/tintins-chess-analysis/"
  },
  {
   "slug": "brick-mcp-app",
   "name": "brick-mcp-app",
   "category": "Play",
   "what": "Design LEGO-style brick builds and see them rendered.",
   "kind": "mcp_server",
   "maintainer": "dend",
   "official": false,
   "transport": "http",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 28,
   "last_push": "2026-03-16",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/dend/brick-mcp-app",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/brick-mcp-app/"
  },
  {
   "slug": "brickbuildermcp",
   "name": "BrickBuilderMCP",
   "category": "Play",
   "what": "Design buildable LEGO models as validated LDraw files.",
   "kind": "mcp_server",
   "maintainer": "jonx",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 14,
   "last_push": "2026-07-23",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/jonx/BrickBuilderMCP",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/brickbuildermcp/"
  },
  {
   "slug": "brickscope",
   "name": "brickscope",
   "category": "Play",
   "what": "Identify LEGO parts, sets and minifigures from a photo with Brickognize.",
   "kind": "mcp_server",
   "maintainer": "NazarLysyi",
   "official": false,
   "transport": "stdio",
   "auth": "api_key",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 13,
   "last_push": "2026-10-05",
   "registry_name": null,
   "install": "npm install -g brickscope",
   "source": "https://github.com/NazarLysyi/brickscope",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/brickscope/"
  },
  {
   "slug": "bricky",
   "name": "bricky",
   "category": "Play",
   "what": "Compile LEGO models from descriptions for agents.",
   "kind": "mcp_server",
   "maintainer": "maxencefaldor",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "Apache-2.0",
   "github_stars": 11,
   "last_push": "2026-10-30",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/maxencefaldor/bricky",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/bricky/"
  },
  {
   "slug": "misterclaw",
   "name": "misterclaw",
   "category": "Play",
   "what": "Remote-control a MiSTer FPGA retro console: load games and send input.",
   "kind": "mcp_server",
   "maintainer": "catallo",
   "official": false,
   "transport": "stdio",
   "auth": "none",
   "price": "free (open source)",
   "price_source": null,
   "license": "MIT",
   "github_stars": 9,
   "last_push": "2026-10-11",
   "registry_name": null,
   "install": null,
   "source": "https://github.com/catallo/misterclaw",
   "verified": true,
   "verified_at": "2026-11-02",
   "in_catalog": false,
   "page": "https://www.realworldmcp.com/mcp/misterclaw/"
  },
  {
   "slug": "global-meteor-network",
   "name": "Global Meteor Network",
   "category": "Sky & space",
   "what": "Download trajectories and orbits of meteors filmed by a worldwide camera network.",
   "kind": "other",
   "maintainer": "Global Meteor Network",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://globalmeteornetwork.org/data/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://globalmeteornetwork.org/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/global-meteor-network/"
  },
  {
   "slug": "noaa-swpc",
   "name": "NOAA Space Weather Prediction Center",
   "category": "Sky & space",
   "what": "Check geomagnetic storms, solar wind, aurora chances and official space weather alerts.",
   "kind": "api",
   "maintainer": "NOAA Space Weather Prediction Center",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://www.swpc.noaa.gov/content/data-access",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.swpc.noaa.gov/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/noaa-swpc/"
  },
  {
   "slug": "carbon-intensity",
   "name": "Carbon Intensity API",
   "category": "Earth",
   "what": "See how clean Great Britain's electricity is right now and when it will be cleanest, nationally or by postcode.",
   "kind": "api",
   "maintainer": "Carbon Intensity API",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://github.com/carbon-intensity/terms/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://carbonintensity.org.uk/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/carbon-intensity/"
  },
  {
   "slug": "nws",
   "name": "NOAA National Weather Service",
   "category": "Earth",
   "what": "Get active U.S. weather alerts and the official 7-day forecast for any U.S. location.",
   "kind": "api",
   "maintainer": "NOAA National Weather Service",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://www.weather.gov/documentation/services-web-api",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.weather.gov/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/nws/"
  },
  {
   "slug": "noaa-tides",
   "name": "NOAA Tides & Currents",
   "category": "Earth",
   "what": "Get high and low tide predictions and the latest measured water level at NOAA's U.S. tide stations.",
   "kind": "api",
   "maintainer": "NOAA Tides & Currents",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://api.tidesandcurrents.noaa.gov/api/prod/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://tidesandcurrents.noaa.gov/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/noaa-tides/"
  },
  {
   "slug": "usgs-earthquakes",
   "name": "USGS Earthquake Hazards Program",
   "category": "Earth",
   "what": "Search the U.S. Geological Survey's worldwide earthquake catalog, updated within minutes of each quake.",
   "kind": "api",
   "maintainer": "USGS Earthquake Hazards Program",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://earthquake.usgs.gov/fdsnws/event/1/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://earthquake.usgs.gov/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/usgs-earthquakes/"
  },
  {
   "slug": "usgs-water",
   "name": "USGS Water Data",
   "category": "Earth",
   "what": "Read live river flow and water levels from thousands of U.S. Geological Survey stream gauges.",
   "kind": "api",
   "maintainer": "USGS Water Data",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://api.waterdata.usgs.gov/docs/ogcapi/keys/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://waterdata.usgs.gov/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/usgs-water/"
  },
  {
   "slug": "adsb-lol",
   "name": "adsb.lol",
   "category": "Radio",
   "what": "See live aircraft positions picked up by a community network of ADS-B radio receivers.",
   "kind": "api",
   "maintainer": "adsb.lol",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://www.adsb.lol/docs/open-data/api/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.adsb.lol/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/adsb-lol/"
  },
  {
   "slug": "satnogs",
   "name": "SatNOGS",
   "category": "Radio",
   "what": "Pull recordings and decoded telemetry from a worldwide network of volunteer satellite ground stations.",
   "kind": "api",
   "maintainer": "SatNOGS",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://network.satnogs.org/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://network.satnogs.org/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/satnogs/"
  },
  {
   "slug": "rcsb-pdb",
   "name": "RCSB Protein Data Bank",
   "category": "Labs & biology",
   "what": "Search and read 3D structures of proteins, DNA and RNA solved by labs worldwide.",
   "kind": "api",
   "maintainer": "RCSB Protein Data Bank",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://www.rcsb.org/pages/usage-policy",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.rcsb.org/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/rcsb-pdb/"
  },
  {
   "slug": "uniprot",
   "name": "UniProt",
   "category": "Labs & biology",
   "what": "Look up any protein's function, genes, organism and sequence length in the UniProt knowledgebase.",
   "kind": "api",
   "maintainer": "UniProt",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://www.uniprot.org/help/license",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.uniprot.org/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/uniprot/"
  },
  {
   "slug": "lichess",
   "name": "Lichess",
   "category": "Play",
   "what": "Get the daily chess puzzle from Lichess, the free and open-source chess server.",
   "kind": "api",
   "maintainer": "Lichess",
   "official": true,
   "transport": "http",
   "auth": "none",
   "price": "Free",
   "price_source": "https://lichess.org/terms-of-service",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://lichess.org/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/lichess/"
  },
  {
   "slug": "pictor",
   "name": "PICTOR",
   "category": "Sky & space",
   "what": "Point a 1.5 m radio telescope at the sky and get a hydrogen-line observation back.",
   "kind": "other",
   "maintainer": "PICTOR",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Free",
   "price_source": "https://www.pictortelescope.com/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.pictortelescope.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/pictor/"
  },
  {
   "slug": "stellardock",
   "name": "StellarDock",
   "category": "Sky & space",
   "what": "Book time on research-grade remote telescopes in Australia, Chile, the USA and Spain, pick a target and filters, and download the images.",
   "kind": "other",
   "maintainer": "StellarDock",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Plans $50/month (Explorer, 50 credits), $150/month (Observer, 150 credits), $300/month (Astronomer, 300 credits); 1 credit = US$1; telescopes 20-150 credits/hour (T80 lowest at 20/hr)",
   "price_source": "https://www.stellardock.net/pricing/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.stellardock.net/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/stellardock/"
  },
  {
   "slug": "raspberry-shake",
   "name": "Raspberry Shake data",
   "category": "Earth",
   "what": "Download seismograms from thousands of citizen seismometers worldwide.",
   "kind": "other",
   "maintainer": "Raspberry Shake data",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Free for hobbyists, school teachers, researchers and geophysical institutes; commercial use and real-time streaming are by quote",
   "price_source": "https://raspberryshake.org/license/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://data.raspberryshake.org/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/raspberry-shake/"
  },
  {
   "slug": "skyfi",
   "name": "SkyFi",
   "category": "Earth",
   "what": "Buy existing satellite images or order a new satellite photo of any place on Earth.",
   "kind": "mcp_server",
   "maintainer": "SkyFi",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Archive image starting at $15; new tasking image starting at $200; SAR imagery starting at $450",
   "price_source": "https://www.skyfi.com/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.skyfi.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/skyfi/"
  },
  {
   "slug": "kiwisdr",
   "name": "KiwiSDR",
   "category": "Radio",
   "what": "Tune hundreds of volunteer-run shortwave receivers around the world and record what they hear.",
   "kind": "other",
   "maintainer": "KiwiSDR",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Free",
   "price_source": "https://github.com/jks-prv/kiwiclient",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://kiwisdr.com/",
   "verified": false,
   "verified_at": null,
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/kiwisdr/"
  },
  {
   "slug": "remotehamradio",
   "name": "RemoteHamRadio",
   "category": "Radio",
   "what": "Operate world-class ham radio stations remotely from a web browser.",
   "kind": "other",
   "maintainer": "RemoteHamRadio",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "$20/month or $99/year, plus airtime $0.19/min to $1.25/min",
   "price_source": "https://www.remotehamradio.com/#pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.remotehamradio.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/remotehamradio/"
  },
  {
   "slug": "amazon-braket",
   "name": "Amazon Braket",
   "category": "Quantum",
   "what": "Run quantum circuits on real quantum processors from Rigetti, IQM, IonQ, AQT and QuEra.",
   "kind": "api",
   "maintainer": "Amazon Braket",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "$0.30 per task + per shot: Rigetti Cepheus $0.000425, IQM Garnet $0.00145, IQM Emerald $0.0016, QuEra Aquila $0.01, AQT IBEX-Q1 $0.0235, IonQ Forte $0.08",
   "price_source": "https://aws.amazon.com/braket/pricing/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://aws.amazon.com/braket/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/amazon-braket/"
  },
  {
   "slug": "ibm-quantum",
   "name": "IBM Quantum",
   "category": "Quantum",
   "what": "Run circuits on IBM's real quantum computers.",
   "kind": "other",
   "maintainer": "IBM Quantum",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Open Plan free: up to 10 minutes of runtime per month; Pay-As-You-Go starts at $96/minute, billed per second",
   "price_source": "https://www.ibm.com/quantum/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.ibm.com/quantum",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/ibm-quantum/"
  },
  {
   "slug": "adaptyv-bio",
   "name": "Adaptyv Bio",
   "category": "Labs & biology",
   "what": "Send protein sequences your agent designed to a wet lab and get real binding, expression or stability measurements back.",
   "kind": "mcp_server",
   "maintainer": "Adaptyv Bio",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "From $149 / protein (includes 2 replicates, standard delivery)",
   "price_source": "https://www.adaptyvbio.com/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.adaptyvbio.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/adaptyv-bio/"
  },
  {
   "slug": "ou-remote-sem",
   "name": "Open University Remote SEM",
   "category": "Labs & biology",
   "what": "Drive a real scanning electron microscope over the internet to image a sample you posted to England.",
   "kind": "other",
   "maintainer": "Open University Remote SEM",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Starting at £45 for 30 minutes",
   "price_source": "https://emsuite.stem.open.ac.uk/services/remote-sem",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://emsuite.stem.open.ac.uk/services/remote-sem",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/ou-remote-sem/"
  },
  {
   "slug": "plasmidsaurus",
   "name": "Plasmidsaurus",
   "category": "Labs & biology",
   "what": "Mail in a DNA sample and get its full plasmid sequence back.",
   "kind": "other",
   "maintainer": "Plasmidsaurus",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "$15 per sample (standard, under 25 kb); $30 per sample (big, 25-125 kb)",
   "price_source": "https://plasmidsaurus.com/plasmid_sequencing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.plasmidsaurus.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/plasmidsaurus/"
  },
  {
   "slug": "twist-bioscience",
   "name": "Twist Bioscience",
   "category": "Labs & biology",
   "what": "Order synthetic DNA (genes or gene fragments) made to your sequence.",
   "kind": "other",
   "maintainer": "Twist Bioscience",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Gene Fragments: $35/sequence (0.3-0.5 kb), 7¢/bp (0.5-1.8 kb); Clonal Genes: from 9¢/bp (0.3-1.8 kb, low/medium complexity)",
   "price_source": "https://www.twistbioscience.com/products/genes",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.twistbioscience.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/twist-bioscience/"
  },
  {
   "slug": "jlcpcb",
   "name": "JLCPCB",
   "category": "Make things",
   "what": "Order manufactured printed circuit boards from Gerber files.",
   "kind": "api",
   "maintainer": "JLCPCB",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "From $2.00 / 5 pcs (FR-4), build time 24 hours",
   "price_source": "https://jlcpcb.com/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://jlcpcb.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/jlcpcb/"
  },
  {
   "slug": "pcbway",
   "name": "PCBWay",
   "category": "Make things",
   "what": "Order prototype printed circuit boards from Gerber files.",
   "kind": "other",
   "maintainer": "PCBWay",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "From $5 / 10 pcs (1-2 layer), build time 24 hours",
   "price_source": "https://www.pcbway.com/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.pcbway.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/pcbway/"
  },
  {
   "slug": "sendcutsend",
   "name": "SendCutSend",
   "category": "Make things",
   "what": "Upload a CAD file and get laser-cut metal or plastic parts shipped to you.",
   "kind": "other",
   "maintainer": "SendCutSend",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "$9.41/ea example (3.6 x 2.5 in, 5052 aluminum .187 in, qty 1); exact price quoted on upload",
   "price_source": "https://sendcutsend.com/",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://sendcutsend.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/sendcutsend/"
  },
  {
   "slug": "lob",
   "name": "Lob",
   "category": "Mail & print",
   "what": "Send real postcards and letters through the mail with an API call.",
   "kind": "api",
   "maintainer": "Lob",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Postcards starting at $0.905/piece; letters starting at $0.828/piece; Developer plan starting at $0/month",
   "price_source": "https://www.lob.com/pricing/print-mail",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.lob.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/lob/"
  },
  {
   "slug": "kaicalls",
   "name": "KaiCalls",
   "category": "Calls & messaging",
   "what": "Give your agent a phone line that can place calls to businesses and answer incoming calls.",
   "kind": "mcp_server",
   "maintainer": "KaiCalls",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Kai Backup $10/month (48 call minutes, ~20 calls); Kai Line $79/month (408 minutes, ~170 calls); Kai Office $349/month (1,920 minutes, ~800 calls)",
   "price_source": "https://www.kaicalls.com/pricing",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.kaicalls.com/",
   "verified": true,
   "verified_at": "2026-11-01",
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/kaicalls/"
  },
  {
   "slug": "toreba",
   "name": "Toreba",
   "category": "Play",
   "what": "Play real claw machines in Japan over live video and have won prizes shipped home.",
   "kind": "other",
   "maintainer": "Toreba",
   "official": true,
   "transport": "check",
   "auth": "check",
   "price": "Price not published",
   "price_source": "https://www.toreba.net/support/guide/toreba_guide/guide_03",
   "license": null,
   "github_stars": null,
   "last_push": null,
   "registry_name": null,
   "install": null,
   "source": "https://www.toreba.net/",
   "verified": false,
   "verified_at": null,
   "in_catalog": true,
   "page": "https://www.realworldmcp.com/p/toreba/"
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 ]
}