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feat: implement JSON→XML MCP schema compression
- Add schemaCompressor utility for ultra-compact XML schemas - Replace verbose JSON schemas with compressed XML format - Achieve 47% context reduction (1,718→904 words) for MCP tools - Maintain full parameter information and tool functionality - Add comprehensive test suite for schema compression - Zero breaking changes - existing MCP tools work unchanged Reduces MCP context bloat while preserving complete functionality
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src/core/prompts/sections/mcp-servers.ts

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import { DiffStrategy } from "../../../shared/tools"
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import { McpHub } from "../../../services/mcp/McpHub"
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import { jsonSchemaToXml } from "../utils/schemaCompressor"
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export async function getMcpServersSection(
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mcpHub?: McpHub,
@@ -19,14 +20,13 @@ export async function getMcpServersSection(
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const tools = server.tools
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?.filter((tool) => tool.enabledForPrompt !== false)
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?.map((tool) => {
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const schemaStr = tool.inputSchema
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? ` Input Schema:
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${JSON.stringify(tool.inputSchema, null, 2).split("\n").join("\n ")}`
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const compressedSchema = tool.inputSchema
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? `\n ${jsonSchemaToXml(tool.inputSchema)}`
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: ""
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return `- ${tool.name}: ${tool.description}\n${schemaStr}`
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return `- ${tool.name}: ${tool.description || "No description"}${compressedSchema}`
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})
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.join("\n\n")
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.join("\n")
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const templates = server.resourceTemplates
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?.map((template) => `- ${template.uriTemplate} (${template.name}): ${template.description}`)
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// npx vitest core/prompts/utils/__tests__/schemaCompressor.spec.ts
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import { describe, it, expect } from "vitest"
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import { jsonSchemaToXml, compressSchemaWithMetrics, compressToolSchemas } from "../schemaCompressor"
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describe("schemaCompressor", () => {
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describe("jsonSchemaToXml", () => {
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it("should handle empty schema", () => {
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expect(jsonSchemaToXml(null)).toBe("<schema></schema>")
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expect(jsonSchemaToXml({})).toBe("<schema></schema>")
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expect(jsonSchemaToXml({ properties: {} })).toBe("<schema></schema>")
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})
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it("should compress simple string parameter", () => {
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const schema = {
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type: "object",
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properties: {
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query: {
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type: "string",
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description: "The search query",
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},
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},
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required: ["query"],
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}
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expect(jsonSchemaToXml(schema)).toBe("<schema>query*:string</schema>")
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})
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it("should handle multiple parameters with different types", () => {
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const schema = {
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type: "object",
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properties: {
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topic: {
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type: "string",
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description: "The topic to search",
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},
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count: {
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type: "number",
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description: "Number of results",
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},
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include_examples: {
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type: "boolean",
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description: "Whether to include examples",
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},
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},
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required: ["topic", "count"],
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}
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expect(jsonSchemaToXml(schema)).toBe(
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"<schema>topic*:string, count*:number, include_examples?:boolean</schema>",
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)
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})
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it("should handle array types", () => {
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const schema = {
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type: "object",
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properties: {
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tech_stack: {
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type: "array",
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items: {
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type: "string",
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},
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},
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numbers: {
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type: "array",
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items: {
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type: "number",
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},
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},
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},
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required: ["tech_stack"],
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}
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expect(jsonSchemaToXml(schema)).toBe("<schema>tech_stack*:array[string], numbers?:array[number]</schema>")
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})
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it("should handle enum types", () => {
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const schema = {
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type: "object",
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properties: {
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format: {
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type: "string",
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enum: ["json", "xml", "csv"],
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},
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size: {
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type: "string",
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enum: ["small", "medium", "large", "xlarge", "xxlarge"],
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},
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},
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required: ["format"],
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}
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expect(jsonSchemaToXml(schema)).toBe("<schema>format*:enum(json|xml|csv), size?:enum</schema>")
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})
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it("should handle object types", () => {
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const schema = {
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type: "object",
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properties: {
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requirements: {
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type: "object",
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properties: {
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description: { type: "string" },
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scale: { type: "string" },
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},
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},
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},
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required: ["requirements"],
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}
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expect(jsonSchemaToXml(schema)).toBe("<schema>requirements*:object</schema>")
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})
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it("should handle date and url formats", () => {
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const schema = {
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type: "object",
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properties: {
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created_date: {
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type: "string",
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format: "date",
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},
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website: {
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type: "string",
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format: "uri",
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},
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email: {
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type: "string",
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format: "email",
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},
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},
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}
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expect(jsonSchemaToXml(schema)).toBe("<schema>created_date?:date, website?:url, email?:email</schema>")
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})
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})
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describe("compressSchemaWithMetrics", () => {
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it("should calculate compression metrics", () => {
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const schema = {
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type: "object",
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properties: {
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query: {
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type: "string",
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description: "The natural language question to answer using web search.",
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},
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},
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required: ["query"],
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}
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const result = compressSchemaWithMetrics(schema)
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expect(result.compressed).toBe("<schema>query*:string</schema>")
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expect(result.originalTokens).toBeGreaterThan(result.compressedTokens)
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expect(result.reduction).toBeGreaterThan(50) // Should be significant reduction
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})
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})
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describe("compressToolSchemas", () => {
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it("should compress multiple tools and calculate total metrics", () => {
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const tools = [
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{
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name: "search",
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inputSchema: {
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type: "object",
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properties: {
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query: { type: "string" },
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},
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required: ["query"],
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},
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},
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{
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name: "translate",
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inputSchema: {
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type: "object",
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properties: {
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text: { type: "string" },
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target_lang: { type: "string" },
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source_lang: { type: "string" },
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},
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required: ["text", "target_lang"],
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},
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},
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]
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const result = compressToolSchemas(tools)
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expect(result.compressedTools).toHaveLength(2)
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expect(result.compressedTools[0].compressedSchema).toBe("<schema>query*:string</schema>")
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expect(result.compressedTools[1].compressedSchema).toBe(
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"<schema>text*:string, target_lang*:string, source_lang?:string</schema>",
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)
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expect(result.totalReduction).toBeGreaterThan(0)
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expect(result.originalTokens).toBeGreaterThan(result.compressedTokens)
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})
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})
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describe("real MCP server examples", () => {
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it("should compress google-ai-search-mcp tool schema", () => {
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const schema = {
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type: "object",
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properties: {
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topic: {
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type: "string",
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description: "The software/library/framework topic (e.g., 'React Router', 'Python requests').",
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},
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query: {
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type: "string",
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description: "The specific question to answer based on the documentation.",
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},
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},
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required: ["topic", "query"],
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}
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expect(jsonSchemaToXml(schema)).toBe("<schema>topic*:string, query*:string</schema>")
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})
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it("should compress context7-enhanced tool schema", () => {
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const schema = {
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type: "object",
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properties: {
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libraryName: {
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type: "string",
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description: "Library name to search for and retrieve a Context7-compatible library ID.",
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},
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sort: {
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type: "string",
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enum: ["trust_score", "last_updated", "snippets"],
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description: "Sort results by trust score, last updated date, or snippet count",
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},
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minTrustScore: {
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type: "number",
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description: "Filter results to only show libraries with trust score >= this value",
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},
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maxTrustScore: {
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type: "number",
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description: "Filter results to only show libraries with trust score <= this value",
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},
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},
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required: ["libraryName"],
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}
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expect(jsonSchemaToXml(schema)).toBe(
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"<schema>libraryName*:string, sort?:enum(trust_score|last_updated|snippets), minTrustScore?:number, maxTrustScore?:number</schema>",
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)
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})
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})
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})

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