generate_scatter_chart
Create a scatter chart to visualize relationships between two variables, identify trends, and analyze data distribution patterns with customizable styles, themes, and dimensions.
Instructions
Generate a scatter chart to show the relationship between two variables, helps discover their relationship or trends, such as, the strength of correlation, data distribution patterns.
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| axisXTitle | No | Set the x-axis title of chart. | |
| axisYTitle | No | Set the y-axis title of chart. | |
| data | Yes | Data for scatter chart, such as, [{ x: 10, y: 15 }]. | |
| height | No | Set the height of chart, default is 400. | |
| style | No | Custom style configuration for the chart. | |
| theme | No | Set the theme for the chart, optional, default is 'default'. | default |
| title | No | Set the title of chart. | |
| width | No | Set the width of chart, default is 600. |
Implementation Reference
- src/charts/scatter.ts:16-46 (schema)Zod schema definition for the input of generate_scatter_chart tool, including data structure and style options.const data = z.object({ x: z.number(), y: z.number(), group: z.string().optional().describe("Group name for the data point."), }); // Scatter chart input schema const schema = { data: z .array(data) .describe( "Data for scatter chart, such as, [{ x: 10, y: 15 }], when the data is grouped, the group name can be specified in the `group` field, such as, [{ x: 10, y: 15, group: 'Group A' }].", ) .nonempty({ message: "Scatter chart data cannot be empty." }), style: z .object({ backgroundColor: BackgroundColorSchema, palette: PaletteSchema, texture: TextureSchema, }) .optional() .describe( "Style configuration for the chart with a JSON object, optional.", ), theme: ThemeSchema, width: WidthSchema, height: HeightSchema, title: TitleSchema, axisXTitle: AxisXTitleSchema, axisYTitle: AxisYTitleSchema, };
- src/utils/callTool.ts:43-110 (handler)Handler function that implements generate_scatter_chart: maps tool name to chartType 'scatter', validates arguments using scatter schema, generates and returns chart URL.export async function callTool(tool: string, args: object = {}) { logger.info(`Calling tool: ${tool}`); const chartType = CHART_TYPE_MAP[tool as keyof typeof CHART_TYPE_MAP]; if (!chartType) { logger.error(`Unknown tool: ${tool}`); throw new McpError(ErrorCode.MethodNotFound, `Unknown tool: ${tool}.`); } try { // Validate input using Zod before sending to API. // Select the appropriate schema based on the chart type. const schema = Charts[chartType].schema; if (schema) { // Use safeParse instead of parse and try-catch. const result = z.object(schema).safeParse(args); if (!result.success) { logger.error(`Invalid parameters: ${result.error.message}`); throw new McpError( ErrorCode.InvalidParams, `Invalid parameters: ${result.error.message}`, ); } } const isMapChartTool = [ "generate_district_map", "generate_path_map", "generate_pin_map", ].includes(tool); if (isMapChartTool) { // For map charts, we use the generateMap function, and return the mcp result. const { metadata, ...result } = await generateMap(tool, args); return result; } const url = await generateChartUrl(chartType, args); logger.info(`Generated chart URL: ${url}`); return { content: [ { type: "text", text: url, }, ], _meta: { description: "This is the chart's spec and configuration, which can be renderred to corresponding chart by AntV GPT-Vis chart components.", spec: { type: chartType, ...args }, }, }; // biome-ignore lint/suspicious/noExplicitAny: <explanation> } catch (error: any) { logger.error( `Failed to generate chart: ${error.message || "Unknown error"}.`, ); if (error instanceof McpError) throw error; if (error instanceof ValidateError) throw new McpError(ErrorCode.InvalidParams, error.message); throw new McpError( ErrorCode.InternalError, `Failed to generate chart: ${error?.message || "Unknown error."}`, ); } }
- src/server.ts:64-77 (registration)MCP server registration: listTools handler provides tool descriptor for generate_scatter_chart (from Charts.scatter.tool), callToolRequest handler dispatches to callTool implementation.function setupToolHandlers(server: Server): void { logger.info("setting up tool handlers..."); server.setRequestHandler(ListToolsRequestSchema, async () => ({ tools: getEnabledTools().map((chart) => chart.tool), })); // biome-ignore lint/suspicious/noExplicitAny: <explanation> server.setRequestHandler(CallToolRequestSchema, async (request: any) => { logger.info("calling tool", request.params.name, request.params.arguments); return await callTool(request.params.name, request.params.arguments); }); logger.info("tool handlers set up"); }
- src/utils/generate.ts:12-39 (helper)Helper function invoked by handler to generate the scatter chart URL by sending spec to visualization service API.export async function generateChartUrl( type: string, // biome-ignore lint/suspicious/noExplicitAny: <explanation> options: Record<string, any>, ): Promise<string> { const url = getVisRequestServer(); const response = await axios.post( url, { type, ...options, source: "mcp-server-chart", }, { headers: { "Content-Type": "application/json", }, }, ); const { success, errorMessage, resultObj } = response.data; if (!success) { throw new Error(errorMessage); } return resultObj; }
- src/utils/callTool.ts:9-35 (helper)Chart type mapping that resolves 'generate_scatter_chart' to internal type 'scatter'.const CHART_TYPE_MAP = { generate_area_chart: "area", generate_bar_chart: "bar", generate_boxplot_chart: "boxplot", generate_column_chart: "column", generate_district_map: "district-map", generate_dual_axes_chart: "dual-axes", generate_fishbone_diagram: "fishbone-diagram", generate_flow_diagram: "flow-diagram", generate_funnel_chart: "funnel", generate_histogram_chart: "histogram", generate_line_chart: "line", generate_liquid_chart: "liquid", generate_mind_map: "mind-map", generate_network_graph: "network-graph", generate_organization_chart: "organization-chart", generate_path_map: "path-map", generate_pie_chart: "pie", generate_pin_map: "pin-map", generate_radar_chart: "radar", generate_sankey_chart: "sankey", generate_scatter_chart: "scatter", generate_treemap_chart: "treemap", generate_venn_chart: "venn", generate_violin_chart: "violin", generate_word_cloud_chart: "word-cloud", } as const;