20 Best Maps MCP Servers, Compared (November 2026)

The short answer

Which one, for your situation

Top MCP servers for Maps

The ranking, with the evidence

• 1

  Mapbox MCP Server

  Community favourite

  mapbox/mcp-server ↗

  Best for: An AI agent that must geocode addresses, search POIs, route trips, and run offline distance or area calculations: it exposes 28 tools for these tasks.

  The server is a Node.js MCP server that exposes 28 tools for Mapbox geocoding, POI search, directions, travel-time matrices, route optimization, map matching, isochrones, static map images, and offline spatial calculations. A Mapbox access token is required to use the server.

  Score 83.0: show every number behind it

  • Adoption78 / 100 · weight 40%
    • GitHub stars64
    • npm downloads68
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum61 / 100 · weight 14%
    • Stars gained, relative to size53
    • Stars gained, absolute40
    • npm download trend100
  • Tool quality81 / 100 · weight 13%
    • Tool description quality73
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  83.0

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  83.0

• 2

  actors-mcp-server

  Community favourite

  apify/apify-mcp-server ↗

  Best for: Web or maps data extraction through Apify Actors: it exposes search-actors, fetch-actor-details, and call-actor so an agent can find, inspect, and run an Actor.

  It exposes 13 MCP tools for searching the Apify Store, fetching Actor details, calling Actors, reading run outputs, and searching Apify and Crawlee documentation. Using it requires an Apify account, and clients that cannot use OAuth must send an Apify API token in an Authorization: Bearer header.

  Score 74.4: show every number behind it

  • Adoption100 / 100 · weight 40%
    • GitHub stars100
    • npm downloads92
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum79 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute100
    • npm download trend14
  • Tool quality88 / 100 · weight 13%
    • Tool description quality80
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  95.4

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  74.4

• 3

  TomTom MCP Server

  Community favourite

  tomtom-international/tomtom-maps-mcp ↗

  Best for: Place-finding assistants that must show routes on a map: it combines POI search, routing and traffic tools with interactive maps and GeoJSON visualization.

  TomTom MCP Server exposes 17 tools for geocoding, place and EV charging search, along-route search, routing, traffic incidents, and interactive map or custom GeoJSON visualization, with hosted HTTP and local stdio or HTTP interfaces documented. A TomTom API key is required, and its interactive map and data visualization tools require a client that supports MCP apps.

  Score 70.8: show every number behind it

  • Adoption62 / 100 · weight 40%
    • GitHub stars44
    • npm downloads55
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum33 / 100 · weight 14%
    • Stars gained, relative to size48
    • Stars gained, absolute24
    • npm download trend19
  • Tool quality73 / 100 · weight 13%
    • Tool description quality65
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  70.8

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  70.8

• 4

  geolens-mcp

  Community favourite

  geolens-io/geolens ↗

  Best for: Teams running a self-hosted GeoLens catalog that need read-only MCP access to dataset search, schemas, GeoJSON features, saved maps, and sandboxed SQL.

  geolens-mcp exposes six tools for a self-hosted GeoLens catalog: dataset search, dataset schema and source trust metadata, bounded GeoJSON feature retrieval, saved-map listing and summaries, and one read-only SQL SELECT through a hardened sandbox. It requires an existing self-hosted GeoLens instance, and its SQL query tool assumes a PostGIS-backed sandbox; all exposed tools are read-only, so it does not cover writes.

  Score 62.3: show every number behind it

  • Adoption62 / 100 · weight 40%
    • GitHub stars62
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum77 / 100 · weight 14%
    • Stars gained, relative to size92
    • Stars gained, absolute54
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality88 / 100 · weight 13%
    • Tool description quality80
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  79.9

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  62.3

• 5

  MCP Google Map Server

  Community favourite

  cablate/mcp-google-map ↗

  Best for: AI agents that need Google Maps place, routing, geocoding, and elevation lookups: it exposes tools for nearby search, details, distance matrices, directions, and elevation.

  MCP Google Map Server exposes tools for nearby search, place details, geocoding, reverse geocoding, distance matrices, directions, and elevation. It requires Node.js 22+ and a Google Maps Platform API key, and live calls may be billable.

  Score 61.1: show every number behind it

  • Adoption72 / 100 · weight 40%
    • GitHub stars67
    • npm downloads32
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum63 / 100 · weight 14%
    • Stars gained, relative to size85
    • Stars gained, absolute58
    • npm download trend28
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  78.3

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  61.1

• 6

  高德地图

  Steady

  sugarforever/amap-mcp-server ↗

  Best for: Using Amap for route planning and local search: it exposes driving, walking, bicycling, and transit routing plus POI search and geocoding.

  The server exposes 16 tools for geocoding, IP location, weather, distance measurement, POI search, and address- or coordinate-based driving, walking, bicycling, and transit routing. Before use it requires an AMAP_MAPS_API_KEY from the Amap open platform.

  Score 59.3: show every number behind it

  • Adoption59 / 100 · weight 40%
    • GitHub stars53
    • PyPI downloads39
      PyPI downloads show no weekday rhythm; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance93 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence65
  • Momentum43 / 100 · weight 14%
    • Stars gained, relative to size29
    • Stars gained, absolute16
    • PyPI download trend100
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  69.8

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  59.3

• 7

  Mapbox Developer MCP Server

  Steady

  mapbox/mcp-devkit-server ↗

  Best for: Managing Mapbox styles programmatically: it exposes create, update, delete, validate, compare, and optimize tools for style JSON, alongside token management.

  The server wraps Mapbox developer APIs across 23 tools spanning style creation and validation, token creation and listing, feedback retrieval, tilequery, and local processing such as GeoJSON preview, bounding box calculation, and coordinate conversion between WGS84 and EPSG:3857. A Mapbox access token is mandatory, and each tool needs matching scopes (styles:read to read styles, styles:write to create them, user-feedback:read for feedback), so the token must be provisioned before the server is useful; a hosted endpoint at mcp-devkit.mapbox.com is also documented for clients that prefer it.

  Score 57.4: show every number behind it

  • Adoption49 / 100 · weight 40%
    • GitHub stars45
    • npm downloads28
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum44 / 100 · weight 14%
    • Stars gained, relative to size32
    • Stars gained, absolute15
    • npm download trend100
  • Tool quality73 / 100 · weight 13%
    • Tool description quality65
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  67.5

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  57.4

• 8

  Markmap MCP Server

  Abandoned but popular

  jinzcdev/markmap-mcp-server ↗

  Best for: Turning Markdown outlines into shareable mind map images: one markdown_to_mindmap tool converts a document and can export PNG, JPG or SVG.

  It exposes a single tool, markdown_to_mindmap, which converts Markdown headings and nested lists into an interactive HTML mind map and can optionally export PNG, JPG or SVG on the server. Server-side image export requires Playwright with Chromium installed alongside Node.js v20 or above, and the output directory, browser-open behavior and return mode are fixed at startup through CLI flags or environment variables rather than tool arguments.

  Score 46.4: show every number behind it

  • Adoption65 / 100 · weight 40%
    • GitHub stars62
    • npm downloads26
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance57 / 100 · weight 24%
    • Last commit touching this server88
    • Repository maintenance grade30
    • Commit cadence5
  • Momentum10 / 100 · weight 14%
    • Stars gained, relative to size0
    • Stars gained, absolute0
    • npm download trend42
  • Tool quality71 / 100 · weight 13%
    • Tool description quality63
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  59.5

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  46.4

• 9

  Google Maps MCP Server

  Steady

  HasData/google-maps-mcp ↗

  Best for: Teams needing read-only Google Maps data without a Google Cloud project: six tools cover search, details, reviews, photos, posts, and contributor history.

  Google Maps MCP Server is a hosted, read-only MCP endpoint with six tools for keyword place search, place details, reviews, photos, posts, and contributor review history. It requires a HasData API key and either a streamable HTTP MCP client with custom headers or the npm/PyPI stdio launcher.

  Score 44.9: show every number behind it

  • Adoption29 / 100 · weight 40%
    • GitHub stars26
    • npm downloads19
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum56 / 100 · weight 14%
    • Stars gained, relative to size78
    • Stars gained, absolute33
    • npm download trend44
  • Tool quality91 / 100 · weight 13%
    • Tool description quality83
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  64.1

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  44.9

• 10

  Google Maps MCP Server

  Abandoned but popular

  modelcontextprotocol/servers ↗

  Best for: When a project needs Google Maps API access over MCP, this server is the right pick because it is built for that API.

  The server provides Google Maps API access through MCP; its tool list is unmeasured. A dependency worth knowing is that the server is distributed as the npm package @modelcontextprotocol/server-google-maps, with no attributed PyPI package.

  Score 41.6: show every number behind it

  • Adoption95 / 100 · weight 40%
    • GitHub stars95
    • npm downloadsnot measured
      npm names no repository for @modelcontextprotocol/server-google-maps, so its downloads cannot be attributed
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance18 / 100 · weight 24%
    • Last commit touching this server18
      dated from the last commit on the default branch, re-read from GitHub at publication; github.com shows a push 1 days ago, which counts every ref
    • Repository maintenance gradenot measured
      repository is active but this server inside it is not
    • Commit cadencenot measured
      repository is active but this server inside it is not
  • Momentum62 / 100 · weight 14%
    • Stars gained, relative to size37
    • Stars gained, absolute100
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈70 / 100 · weight 13%
    • Tool description quality≈70
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust≈100 / 100 · weight 9%
    • License≈100
      no license detected
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  69.3

  × relevance: the keyword is dedicated here

  1.00

  × continuity: no change in over a year

  0.60

  × evidence: widely adopted

  1.00

  Composite score

  41.6

• 11

  geospark

  Steady

  Maz2580/geospark ↗

  Best for: AI agents needing sourced spatial answers: it computes geodesic distance, topology, datum and height conversions, geocoding, elevation and routing with source, licence and units.

  The README documents interfaces for computing geodesic distances, exact topology, coordinate reference and height conversions, geocoding, elevation, routing, open map data, live environmental data, and checks of vector, LiDAR and elevation datasets, with results carrying sources, licences, units and caveats. It is distributed as the PyPI package geospark-ai and via a container image, with no npm package, so installation assumes a Python or container-based MCP runtime.

  Score 39.2: show every number behind it

  • Adoption45 / 100 · weight 40%
    • GitHub stars33
    • PyPI downloads41
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum≈0 / 100 · weight 14%
    • Stars gained, relative to sizenot measured
      no snapshot history yet
    • Stars gained, absolutenot measured
      no snapshot history yet
    • PyPI download trendnot measured
      no download history for the selected registry
  • Tool quality≈70 / 100 · weight 13%
    • Tool description quality≈70
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  59.1

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  39.2

• 12

  opencage-geocoding-mcp

  Steady

  OpenCageData/opencage-geocoding-mcp ↗

  Best for: Small amounts of manual geocoding while prompting an LLM: the README documents forward and reverse geocoding plus an OpenCage API status check.

  The README documents forward and reverse geocoding tools for converting addresses or place names to coordinates and coordinates to addresses, plus a tool for checking OpenCage API usage and rate limits. Choosing it requires an OpenCage geocoding API key set as OPENCAGE_API_KEY, and the README positions it for small amounts of geocoding rather than bulk processing.

  Score 37.7: show every number behind it

  • Adoption33 / 100 · weight 40%
    • GitHub stars33
    • npm downloadsnot measured
      npm names no repository for @opencage/mcp-opencage-server, so its downloads cannot be attributed
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum0 / 100 · weight 14%
    • Stars gained, relative to size0
    • Stars gained, absolute0
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈70 / 100 · weight 13%
    • Tool description quality≈70
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  53.9

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  37.7

• 13

  rpgmaker-mz-mcp

  Emerging

  Redseb/rpgmaker-mz-mcp ↗

  Best for: An AI assistant editing an RPG Maker MZ project: the server exposes 128 tools for reading and writing database, maps, events, and system settings.

  The server runs over stdio and exposes 128 tools for reading and writing RPG Maker MZ project data across the database, maps, events, and system settings. It requires Node.js 20 or newer and an RPG Maker MZ project directory supplied through RPGMAKER_PROJECT_PATH or set later with set_project.

  Score 36.6: show every number behind it

  • Adoption40 / 100 · weight 40%
    • GitHub stars36
    • npm downloads23
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glama21
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum72 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute48
    • npm download trend52
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  67.0

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  36.6

• 14

  RPG Maker MV Copilot MCP

  Steady

  DiegoLopez0208/RpgMakerMVUltimate-MCP ↗

  Best for: Debugging and editing an RPG Maker MV project on disk: it exposes event-command, map, database, and playtest tools against the project files.

  The server exposes 18 tools for inspecting and editing an RPG Maker MV project on disk, including event-command construction, map and database edits, project analysis, screenshots, and playtests. Before choosing it, note that it assumes Node.js 20.19.0 or newer and, for headless playtests, Playwright plus Chromium, and the README advises closing the MV editor before asking the agent to edit project files.

  Score 36.0: show every number behind it

  • Adoption41 / 100 · weight 40%
    • GitHub stars37
    • npm downloads24
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum52 / 100 · weight 14%
    • Stars gained, relative to size74
    • Stars gained, absolute33
    • npm download trend38
  • Tool quality81 / 100 · weight 13%
    • Tool description quality73
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  65.9

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  36.0

• 15

  Open-Meteo MCP Server

  Steady

  cmer81/open-meteo-mcp ↗

  Best for: No-API-key weather data queries: it exposes 17 tools covering forecasts, historical weather, air quality, marine conditions, flood forecasts, geocoding, elevation and climate projections.

  The server runs over stdio locally or stateless Streamable HTTP remotely and exposes 17 tools for Open-Meteo forecasts, ERA5 historical data, air quality, marine conditions, flood forecasts, geocoding, elevation, seasonal and ensemble forecasts, and CMIP6 climate projections. It requires Node.js 22 or later.

  Score 35.8: show every number behind it

  • Adoption51 / 100 · weight 40%
    • GitHub stars47
    • npm downloads30
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum58 / 100 · weight 14%
    • Stars gained, relative to size54
    • Stars gained, absolute28
    • npm download trend100
  • Tool quality66 / 100 · weight 13%
    • Tool description quality57
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  70.2

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  35.8

• 16

  osm-mcp

  Steady

  ni-c/osm-mcp ↗

  Best for: AI travel planning that needs walking, cycling or driving routes: it exposes route, route_matrix and optimize_route tools over OpenStreetMap and requires no API key.

  osm-mcp is a read-only MCP server for OpenStreetMap that exposes 11 tools for geocoding, reverse geocoding, routing, route matrices, route optimization, isochrones, POI search and details, meeting-point suggestions, straight-line distance and map links. It requires Node.js 24 or later and internet access to the public OpenStreetMap services, with an optional OpenRouteService key to switch the routing engine.

  Score 35.1: show every number behind it

  • Adoption25 / 100 · weight 40%
    • GitHub stars19
    • npm downloads22
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum65 / 100 · weight 14%
    • Stars gained, relative to size69
    • Stars gained, absolute29
    • npm download trend100
  • Tool quality91 / 100 · weight 13%
    • Tool description quality83
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  63.8

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: no meaningful evidence of adoption

  0.55

  Composite score

  35.1

• 17

  Google Maps MCP Server

  Steady

  iceener/maps-streamable-mcp-server ↗

  Best for: Agents that already know the user's coordinates: it exposes place search, place details and route tools backed by Google's Places and Routes APIs.

  Google Maps MCP Server is a remote Streamable HTTP server that exposes search_places, get_place and get_route, so a client can find nearby places by name or type, read hours, ratings, reviews, contact data and photos for a place, and get turn-by-turn directions or compare distances to several destinations. Adopting it means enabling Places API (New) and Routes API on a Google Cloud project and supplying that key as the API_KEY secret, and the client must pass both the user's current position and time and a shared bearer token, because the server publishes no OAuth documents for clients to sign in with.

  Score 35.1: show every number behind it

  • Adoption34 / 100 · weight 40%
    • GitHub stars34
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance77 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade55
    • Commit cadence40
  • Momentum0 / 100 · weight 14%
    • Stars gained, relative to size0
    • Stars gained, absolute0
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈70 / 100 · weight 13%
    • Tool description quality≈70
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  50.1

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  35.1

• 18

  Mapache

  Emerging

  Hackeatutiempo/mapache ↗

  Best for: Editing local mind maps and whiteboards through an AI agent: it exposes 23 tools to create, edit, comment on, and export boards stored as files.

  Mapache is a mind map and whiteboard application with a built-in MCP server that exposes 23 tools for listing, reading, searching, creating, updating, commenting on, and exporting boards stored as local files. Before choosing it, note that it requires Node.js 18 or newer and stores boards as JSON files in ~/.mapache.

  Score 35.0: show every number behind it

  • Adoption27 / 100 · weight 40%
    • GitHub stars24
    • npm downloadsnot measured
      no npm package
    • Used through Glama21
  • Maintenance95 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence100
  • Momentum68 / 100 · weight 14%
    • Stars gained, relative to size88
    • Stars gained, absolute37
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality93 / 100 · weight 13%
    • Tool description quality85
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  64.1

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  35.0

• 19

  kicad-jlcpcb

  Steady

  BeckhamLabsLLC/kicad-jlcpcb ↗

  Best for: Going from a board description or BOM to a wired KiCad PCB for JLCPCB assembly: it exposes part search, schematic/PCB generation, and EasyEDA handoff tools.

  It is a Claude Code plugin and MCP server whose 14 tools detect KiCad, scaffold and load projects, search LCSC/JLCPCB parts, fetch symbols, footprints and pin maps, generate schematics and wired PCBs, run ERC, package manufacturing exports, and produce an EasyEDA handoff. It requires a local KiCad 8.0 through 10.x install with pcbnew Python bindings, plus network access to live JLCPCB, jlcsearch, and EasyEDA services; EasyEDA is still needed for final routing and ordering.

  Score 35.0: show every number behind it

  • Adoption36 / 100 · weight 40%
    • GitHub stars36
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum41 / 100 · weight 14%
    • Stars gained, relative to size52
    • Stars gained, absolute24
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality85 / 100 · weight 13%
    • Tool description quality77
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  64.1

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  35.0

• 20

  Google Maps MCP Server Enhanced

  Steady

  Garblesnarff/google-maps-mcp ↗

  Best for: Camping and outdoor trip planning needing weather, air quality, solar, pollen, elevation, and visual mapping alongside routing: it exposes these as MCP tools.

  It exposes 14 MCP tools for geocoding, reverse geocoding, place search and details, distance matrix, directions, enhanced routes, elevation, Street View, static maps, weather, air quality, solar irradiance, and pollen. Before choosing it, note that it requires a Google Cloud Platform account with billing enabled and a Google Maps API key with the required APIs enabled.

  Score 35.0: show every number behind it

  • Adoption26 / 100 · weight 40%
    • GitHub stars26
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance92 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence85
  • Momentum0 / 100 · weight 14%
    • Stars gained, relative to size0
    • Stars gained, absolute0
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality66 / 100 · weight 13%
    • Tool description quality57
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  50.0

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: small audience

  0.70

  Composite score

  35.0

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