generate_histogram_chart
Create histogram charts to visualize data distribution, identify frequency patterns, and detect outliers. Specify data, bins, and style to analyze concentration areas and extreme points effectively.
Instructions
Generate a histogram chart to show the frequency of data points within a certain range. It can observe data distribution, such as, normal and skewed distributions, and identify data concentration areas and extreme points.
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. | |
| binNumber | No | Number of intervals to define the number of intervals in a histogram, when not specified, a built-in value will be used. | |
| data | Yes | Data for histogram chart, it should be an array of numbers, such as, [78, 88, 60, 100, 95]. | |
| 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/histogram.ts:16-58 (schema)Defines the Zod input schema for the generate_histogram_chart tool and the tool descriptor including name, description, and inputSchema.const schema = { data: z .array(z.number()) .describe( "Data for histogram chart, it should be an array of numbers, such as, [78, 88, 60, 100, 95].", ) .nonempty({ message: "Histogram chart data cannot be empty." }), binNumber: z .number() .optional() .describe( "Number of intervals to define the number of intervals in a histogram, when not specified, a built-in value will be used.", ), 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, }; // Histogram chart tool descriptor const tool = { name: "generate_histogram_chart", description: "Generate a histogram chart to show the frequency of data points within a certain range. It can observe data distribution, such as, normal and skewed distributions, and identify data concentration areas and extreme points.", inputSchema: zodToJsonSchema(schema), }; export const histogram = { schema, tool, };
- src/utils/callTool.ts:43-110 (handler)The callTool function serves as the handler for all chart generation tools, including generate_histogram_chart. It maps the tool name to the 'histogram' chart type, validates the input using the specific schema, generates the chart URL via generateChartUrl, and returns the MCP tool result.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)Registers the MCP tool handlers on the server. The ListToolsRequestHandler advertises the generate_histogram_chart tool via its descriptor from Charts.histogram.tool. The CallToolRequestHandler invokes callTool for execution.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/callTool.ts:9-35 (helper)Mapping from tool name 'generate_histogram_chart' to internal chart type 'histogram' used by callTool.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;
- src/utils/generate.ts:12-39 (helper)Helper function that generates the chart by posting the configuration (type='histogram', options) to the external visualization service and returns the chart URL.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; }