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Implements MCP's tool schema interface to wrap Mapbox REST endpoints, translating natural language requests into structured geocoding queries with support for proximity bias, language preferences, and result filtering by feature type.","intents":["I want Claude to convert addresses into coordinates for mapping applications","I need to reverse-geocode coordinates back to human-readable place names within an agent workflow","I want to build a location-aware chatbot that understands place names and can resolve them to geographic coordinates"],"best_for":["AI agents and Claude instances that need location intelligence without direct API integration","Teams building location-based applications with LLM-driven interfaces","Developers prototyping geospatial chatbots and location-aware assistants"],"limitations":["Rate-limited by Mapbox API quotas (default 600 requests/minute for free tier)","Geocoding accuracy depends on Mapbox's underlying data and may vary by region","No built-in result caching — repeated queries for identical addresses incur API costs","Batch geocoding not supported — each address requires a separate API call"],"requires":["Mapbox API token with Geocoding API access enabled","MCP client compatible with Node.js tool protocol (Claude Desktop, Cline, etc.)","Network connectivity to Mapbox API endpoints"],"input_types":["text (address strings for forward geocoding)","coordinates (longitude, latitude tuples for reverse geocoding)","structured parameters (proximity, language, feature types)"],"output_types":["structured JSON (GeoJSON-compatible feature objects with coordinates, place names, feature types)","text (human-readable location descriptions)"],"categories":["tool-use-integration","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-mapboxmcp-server__cap_1","uri":"capability://tool.use.integration.mapbox.static.map.image.generation.via.mcp","name":"mapbox static map image generation via mcp","description":"Exposes Mapbox Static Images API through MCP tools, allowing Claude to generate map images with custom styling, markers, overlays, and zoom levels. 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Translates route requests into Mapbox Directions API calls and returns turn-by-turn instructions, distance/duration estimates, and geometry data.","intents":["I want Claude to calculate the fastest route between two addresses for delivery optimization","I need turn-by-turn directions embedded in a chatbot response","I want to find the shortest walking or cycling route for multi-stop journeys"],"best_for":["Logistics and delivery optimization agents","Travel planning chatbots and assistants","Navigation-aware AI systems that need to understand travel time and distance"],"limitations":["Routing profiles limited to Mapbox's supported modes (driving, walking, cycling, driving-traffic)","Real-time traffic data only available in certain regions and with premium API tiers","Waypoint optimization limited to 25 waypoints per request","No alternative route generation — returns single optimal route by default"],"requires":["Mapbox API token with Directions API access","Valid coordinates or addresses (resolved via geocoding capability)","MCP client capable of handling structured route data"],"input_types":["coordinates (start and end points as lat/lng tuples)","text (address strings that must be geocoded first)","structured parameters (routing profile, waypoints, alternatives flag, traffic mode)"],"output_types":["structured JSON (route geometry, turn-by-turn instructions, distance/duration)","text (human-readable directions summary)"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-mapboxmcp-server__cap_3","uri":"capability://tool.use.integration.mapbox.matrix.service.for.distance.duration.computation","name":"mapbox matrix service for distance/duration computation","description":"Exposes Mapbox Matrix API through MCP, computing distance and duration matrices between multiple origin and destination points. Implements efficient batch distance calculations for many-to-many location pairs, supporting traffic-aware estimates and multiple routing profiles. Returns structured matrices suitable for optimization algorithms and travel time analysis.","intents":["I want to compute travel times between all pairs of delivery locations for route optimization","I need to find the nearest service center to a customer location from a list of candidates","I want to analyze accessibility by computing travel times from a central point to many destinations"],"best_for":["Logistics and supply chain optimization agents","Location-based service matching systems","Accessibility analysis and urban planning tools"],"limitations":["Matrix size limited to 25x25 for free tier, 100x100 for premium","Asymmetric matrices (different travel times in each direction) require separate API calls","No caching of computed matrices — repeated queries incur API costs","Traffic data availability depends on region and API tier"],"requires":["Mapbox API token with Matrix API access","Multiple valid coordinates (origins and destinations)","MCP client capable of processing matrix-structured data"],"input_types":["coordinates (arrays of origin and destination lat/lng tuples)","structured parameters (routing profile, traffic mode)"],"output_types":["structured JSON (distance and duration matrices in seconds/meters)","text (summary statistics and nearest-neighbor analysis)"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-mapboxmcp-server__cap_4","uri":"capability://tool.use.integration.mapbox.isochrone.generation.for.accessibility.analysis","name":"mapbox isochrone generation for accessibility analysis","description":"Exposes Mapbox Isochrone API through MCP tools, generating reachability polygons that show areas accessible within specified time or distance thresholds from a given location. Supports multiple routing profiles and contour levels, returning GeoJSON polygons suitable for visualization or spatial analysis. Enables accessibility-based location analysis and service coverage assessment.","intents":["I want to visualize the area reachable by car within 30 minutes from a location","I need to assess service coverage by computing isochrones for multiple service centers","I want to find locations that are within a specific travel time from a central point"],"best_for":["Urban planning and accessibility analysis tools","Service coverage and facility location optimization","Real estate and location intelligence applications"],"limitations":["Isochrone generation slower than routing (typically 2-5 seconds per request)","Contour accuracy depends on underlying road network data","Limited to single origin point per request — multiple isochrones require separate calls","No real-time updates — isochrones reflect data at generation time"],"requires":["Mapbox API token with Isochrone API access","Valid origin coordinate","MCP client with GeoJSON visualization support"],"input_types":["coordinates (single origin point as lat/lng)","structured parameters (time/distance contours, routing profile)"],"output_types":["structured JSON (GeoJSON FeatureCollection with isochrone polygons)","text (accessibility summary and coverage statistics)"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-mapboxmcp-server__cap_5","uri":"capability://tool.use.integration.mcp.server.lifecycle.management.and.tool.registration","name":"mcp server lifecycle management and tool registration","description":"Implements the MCP server protocol for Node.js, handling client connections, tool schema registration, and request/response routing. Manages authentication via Mapbox API tokens, implements error handling for API failures, and provides structured logging for debugging. Automatically exposes all Mapbox capabilities as discoverable MCP tools with proper schema validation.","intents":["I want to run a Mapbox MCP server that Claude Desktop can connect to","I need to manage Mapbox API credentials securely in an MCP context","I want to debug MCP tool calls and see what requests are being sent to Mapbox"],"best_for":["Developers deploying Mapbox-powered agents locally or in production","Teams integrating Mapbox into existing MCP-based AI systems","DevOps engineers managing MCP server infrastructure"],"limitations":["Single-threaded Node.js event loop may bottleneck under high concurrent load","No built-in load balancing or horizontal scaling — requires external orchestration","Credentials stored in environment variables — no built-in secrets management","Limited observability — relies on standard Node.js logging without distributed tracing"],"requires":["Node.js 16+ runtime","Mapbox API token in environment variable (MAPBOX_ACCESS_TOKEN)","MCP client compatible with Node.js server protocol","Network access to Mapbox API endpoints"],"input_types":["MCP protocol messages (tool calls with parameters)","configuration (environment variables for API tokens)"],"output_types":["MCP protocol responses (tool results, errors, schema definitions)","logs (structured or unstructured server logs)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"npm_npm-mapboxmcp-server__cap_6","uri":"capability://tool.use.integration.mapbox.tile.and.vector.data.access.via.mcp","name":"mapbox tile and vector data access via mcp","description":"Exposes Mapbox Tilesets and Vector Tiles APIs through MCP, enabling Claude to query raw geographic data from Mapbox tilesets. Supports querying features by bounding box or point, filtering by properties, and retrieving vector tile data for custom analysis. Enables data-driven decision making based on underlying geographic datasets.","intents":["I want Claude to query building footprints or land use data from a Mapbox tileset","I need to analyze geographic features in a specific region programmatically","I want to extract property data from vector tiles for spatial analysis"],"best_for":["Geographic data analysis and spatial intelligence applications","Custom mapping and GIS-like workflows within AI agents","Real estate and urban planning analysis tools"],"limitations":["Requires knowledge of tileset IDs and layer names — discovery not automated","Vector tile queries limited by bounding box size and feature count","No direct SQL-like querying — requires client-side filtering of returned features","Data freshness depends on tileset update frequency (may be stale for real-time use cases)"],"requires":["Mapbox API token with Tilesets API access","Tileset IDs for datasets to query","Knowledge of vector tile layer structure and properties"],"input_types":["coordinates (bounding boxes or points for spatial queries)","structured parameters (tileset IDs, layer names, property filters)"],"output_types":["structured JSON (GeoJSON features with properties)","text (analysis summaries and statistics)"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":33,"verified":false,"data_access_risk":"moderate","permissions":["Mapbox API token with Geocoding API access enabled","MCP client compatible with Node.js tool protocol (Claude Desktop, Cline, etc.)","Network connectivity to Mapbox API endpoints","Mapbox API token with Static Images API access","MCP client with image output support","Understanding of Mapbox style IDs and custom style URLs","Mapbox API token with Directions API access","Valid coordinates or addresses (resolved via geocoding capability)","MCP client capable of handling structured route data","Mapbox API token with Matrix API access"],"failure_modes":["Rate-limited by Mapbox API quotas (default 600 requests/minute for free tier)","Geocoding accuracy depends on Mapbox's underlying data and may vary by region","No built-in result caching — repeated queries for identical addresses incur API costs","Batch geocoding not supported — each address requires a separate API call","Static images only — no interactive map functionality or user panning/zooming","Image dimensions and complexity constrained by Mapbox API limits (max 1280x1024 pixels)","Marker and overlay complexity limited by URL parameter length constraints","No real-time data updates — generated images are snapshots at generation time","Routing profiles limited to Mapbox's supported modes (driving, walking, cycling, driving-traffic)","Real-time traffic data only available in certain regions and with premium API tiers","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.368421952688122,"quality":0.24,"ecosystem":0.36,"match_graph":0.25,"freshness":0.52,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:23.903Z","last_scraped_at":"2026-05-03T14:23:31.831Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":3476,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=npm-mapboxmcp-server","compare_url":"https://unfragile.ai/compare?artifact=npm-mapboxmcp-server"}},"signature":"6h7IZjQL+7uKhjc1lVsOHYvikwk5xVI1dk6yqOSWKGdOI34QeacZm4HpRDKM1EuJfZI7ODtLzONb8CPyoO0sDQ==","signedAt":"2026-06-21T18:18:11.237Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/npm-mapboxmcp-server","artifact":"https://unfragile.ai/npm-mapboxmcp-server","verify":"https://unfragile.ai/api/v1/verify?slug=npm-mapboxmcp-server","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}