{ "server": "latlong-map", "url": "https://geocp.latlong.ai/mcp/", "date": "2026-09-03", "protocolVersion": "2025-11-25", "serverInfo": { "name": "latlong-maps", "version": "1.0.0" }, "listChangedDeclared": true, "toolCount": 6, "outputSchemaCoveragePct": 100, "tools": [ { "description": "Return the server's capability matrix (supported map types, geo types, output formats, and classification methods).", "inputSchema": { "additionalProperties": false, "type": "object" }, "name": "get_capabilities", "outputSchema": { "additionalProperties": false, "properties": { "auto_level_detection": { "type": "boolean" }, "available_indices": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "classification_methods": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "default_output": { "type": "string" }, "geo_detection": { "type": "boolean" }, "geo_levels": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "index_modes": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "map_types": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "output_formats": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "png_supported": { "type": "boolean" }, "stateless_only": { "type": "boolean" }, "svg_default": { "type": "boolean" } }, "required": [ "map_types", "geo_levels", "output_formats", "default_output", "classification_methods", "available_indices", "index_modes", "geo_detection", "auto_level_detection", "svg_default", "png_supported", "stateless_only" ], "type": "object" } }, { "description": "Get computed index scores for regions. Returns rankings + render_map_input payload.\n\nMODES:\n - mode=\"rank\" (default): Top N regions ranked by index score\n - mode=\"compare\": Compare specific regions head-to-head (pass regions=[\"A\",\"B\",\"C\"])\n - mode=\"filter\": Show all districts within a state (pass state_filter=\"Maharashtra\")\n\nAVAILABLE INDICES: ev_adoption, vehicle_density, ev_per_capita, income_proxy, fuel_transition, pop_growth, credit_activity\n\nTIME FILTER: Pass \"year\" and/or \"month\" to get data for a specific period. When omitted, returns the all-time aggregate.\n\nRENDER FLAG: Set \"render\":true to get the SVG map inline without a separate render_map call.\n\nNEXT STEP: When render=false (default), call render_map with the returned render_map_input to generate the SVG map visualization.", "inputSchema": { "additionalProperties": false, "properties": { "geo_level": { "type": "string" }, "index_name": { "type": "string" }, "mode": { "type": "string" }, "month": { "type": "integer" }, "regions": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "render": { "type": "boolean" }, "state_filter": { "type": "string" }, "top_n": { "type": "integer" }, "year": { "type": "integer" } }, "required": [ "index_name" ], "type": "object" }, "name": "get_index", "outputSchema": { "additionalProperties": false, "properties": { "confidence": { "type": "integer" }, "geo_level": { "type": "string" }, "index_name": { "type": "string" }, "methodology": { "type": "string" }, "mode": { "type": "string" }, "month": { "type": [ "null", "integer" ] }, "rankings": { "items": { "additionalProperties": false, "properties": { "category": { "type": "string" }, "name": { "type": "string" }, "rank": { "type": "integer" } }, "required": [ "name", "category", "rank" ], "type": "object" }, "type": [ "null", "array" ] }, "render_map_input": { "additionalProperties": false, "properties": { "data": { "items": { "additionalProperties": false, "properties": { "name": { "type": "string" }, "value": { "type": "number" } }, "required": [ "name", "value" ], "type": "object" }, "type": [ "null", "array" ] }, "geo_column": { "type": "string" }, "geo_type": { "type": "string" }, "map_type": { "type": "string" }, "style": { "additionalProperties": false, "properties": { "distribution": { "type": "string" }, "distribution_mode": { "type": "string" }, "legend_show": { "type": "boolean" }, "palette": { "type": "string" }, "show_labels": { "type": "boolean" }, "steps_count": { "type": "integer" } }, "type": [ "null", "object" ] }, "title": { "type": "string" }, "value_column": { "type": "string" } }, "required": [ "data", "map_type", "geo_type", "geo_column", "value_column" ], "type": "object" }, "render_warnings": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "svg": { "type": "string" }, "timing_ms": { "type": "integer" }, "total_regions": { "type": "integer" }, "year": { "type": [ "null", "integer" ] } }, "required": [ "index_name", "geo_level", "mode", "confidence", "rankings", "methodology", "total_regions", "render_map_input" ], "type": "object" } }, { "description": "List supported India geographic region types (state, district, city, AC, PC, SCR, PINCODE) with coverage notes.", "inputSchema": { "additionalProperties": false, "type": "object" }, "name": "list_geographies", "outputSchema": { "additionalProperties": false, "properties": { "geographies": { "items": { "additionalProperties": false, "properties": { "coverage_note": { "type": "string" }, "name": { "type": "string" }, "supported": { "type": "boolean" }, "type": { "type": "string" } }, "required": [ "type", "supported", "name" ], "type": "object" }, "type": [ "null", "array" ] } }, "required": [ "geographies" ], "type": "object" } }, { "description": "List all available computed indices with descriptions and supported geographic levels.", "inputSchema": { "additionalProperties": false, "type": "object" }, "name": "list_indices", "outputSchema": { "additionalProperties": false, "properties": { "indices": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "geo_levels": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "name": { "type": "string" } }, "required": [ "name", "description", "geo_levels" ], "type": "object" }, "type": [ "null", "array" ] } }, "required": [ "indices" ], "type": "object" } }, { "description": "Render a map from structured JSON data. Returns SVG markup by default with metadata (render_id, join_summary, unmatched_geos, warnings). Set output_format to 'png' for base64 PNG image, or 'both' for SVG + PNG.", "inputSchema": { "additionalProperties": false, "properties": { "data": { "items": { "additionalProperties": true, "type": "object" }, "type": [ "null", "array" ] }, "filters": { "additionalProperties": true, "type": "object" }, "geo_column": { "type": "string" }, "geo_type": { "type": "string" }, "label_column": { "type": "string" }, "legend": { "additionalProperties": true, "type": "object" }, "map_type": { "type": "string" }, "mid_aa_order": { "type": "integer" }, "no_cache": { "type": "boolean" }, "output_format": { "type": "string" }, "query": { "type": "string" }, "state_hint": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "style": { "additionalProperties": true, "type": "object" }, "title": { "type": "string" }, "tooltip": { "type": "boolean" }, "value_column": { "type": "string" }, "viewport_mode": { "type": "string" } }, "required": [ "data", "map_type", "geo_type", "geo_column", "value_column" ], "type": "object" }, "name": "render_map", "outputSchema": { "additionalProperties": false, "properties": { "detected_level": { "type": "string" }, "format": { "type": "string" }, "height": { "type": "integer" }, "match_percentage": { "type": "integer" }, "matched": { "type": "integer" }, "mime_type": { "type": "string" }, "preview_image_base64": { "type": "string" }, "render_id": { "type": "string" }, "render_warnings": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "svg": { "type": "string" }, "timing_ms": { "type": "integer" }, "title_used": { "type": "string" }, "unmatched": { "type": "integer" }, "width": { "type": "integer" } }, "required": [ "render_id", "title_used", "matched", "unmatched", "match_percentage", "detected_level", "render_warnings", "timing_ms", "format" ], "type": "object" } }, { "description": "Validate whether a dataset can be rendered as a map. Runs geo matching and config resolution without generating an image. Returns valid/warnings/unmatched geos.", "inputSchema": { "additionalProperties": false, "properties": { "data": { "items": { "additionalProperties": true, "type": "object" }, "type": [ "null", "array" ] }, "filters": { "additionalProperties": true, "type": "object" }, "geo_column": { "type": "string" }, "geo_type": { "type": "string" }, "label_column": { "type": "string" }, "map_type": { "type": "string" }, "mid_aa_order": { "type": "integer" }, "query": { "type": "string" }, "state_hint": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "style": { "additionalProperties": true, "type": "object" }, "value_column": { "type": "string" } }, "required": [ "data", "map_type", "geo_type", "geo_column", "value_column" ], "type": "object" }, "name": "validate_map", "outputSchema": { "additionalProperties": false, "properties": { "join_summary": { "additionalProperties": true, "type": "object" }, "recommended_fixes": { "items": { "type": "string" }, "type": [ "null", "array" ] }, "resolved_config": { "additionalProperties": true, "type": "object" }, "unmatched_geos": { "items": { "additionalProperties": false, "properties": { "input_value": { "type": "string" }, "possible_matches": { "items": { "type": "string" }, "type": [ "null", "array" ] } }, "required": [ "input_value", "possible_matches" ], "type": "object" }, "type": [ "null", "array" ] }, "valid": { "type": "boolean" }, "warnings": { "items": { "type": "string" }, "type": [ "null", "array" ] } }, "required": [ "valid", "resolved_config", "warnings", "join_summary", "unmatched_geos", "recommended_fixes" ], "type": "object" } } ] }