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"integrity": "sha512-h/z3PKvcTcTetyjl1fkj79MHNEjm+HpD6NXheWjzOekY7kV+lwDYnHw+ivHkijnCSMz1yJaWBD9vu/Fcmk+vEg==", "license": "ISC", "peerDependencies": { "zod": "^3.24.1" diff --git a/package.json b/package.json index 5c595515d..a2f82361b 100644 --- a/package.json +++ b/package.json @@ -18,6 +18,11 @@ "modelcontextprotocol", "mcp" ], + "bin": { + "backfill-sampling": "./dist/backfillSampling.js", + "example-local-researcher": "./dist/simpleLocalResearcher.js", + "example-adventure-game": "./dist/adventureGame.js" + }, "exports": { ".": { "import": "./dist/esm/index.js", @@ -61,12 +66,17 @@ "scripts": { "fetch:spec-types": "tsx scripts/fetch-spec-types.ts", "typecheck": "tsgo --noEmit", - "build": "npm run build:esm && npm run build:cjs", + "build": "npm run build:esm && npm run build:cjs && npm run build:backfill-sampling && npm run build:example-local-researcher && npm run build:example-adventure-game", "build:esm": "mkdir -p dist/esm && echo '{\"type\": \"module\"}' > dist/esm/package.json && tsc -p tsconfig.prod.json", "build:esm:w": "npm run build:esm -- -w", "build:cjs": "mkdir -p dist/cjs && echo '{\"type\": \"commonjs\"}' > dist/cjs/package.json && tsc -p tsconfig.cjs.json", "build:cjs:w": "npm run build:cjs -- -w", "examples:simple-server:w": "tsx --watch src/examples/server/simpleStreamableHttp.ts --oauth", + "examples:local-researcher": "tsx src/examples/backfill/backfillSampling.ts tsx src/examples/server/simpleLocalResearcher.ts", + "examples:adventure-game": "tsx src/examples/backfill/backfillSampling.ts tsx src/examples/server/adventureGame.ts", + "build:backfill-sampling": "bun build src/examples/backfill/backfillSampling.ts --outdir=dist --banner '#!/usr/bin/env node' --target=node --minify && shx chmod +x dist/backfillSampling.js", + "build:example-local-researcher": "bun build src/examples/server/simpleLocalResearcher.ts --outdir=dist --banner '#!/usr/bin/env node' --target=node --minify && shx chmod +x dist/simpleLocalResearcher.js", + "build:example-adventure-game": "bun build src/examples/server/adventureGame.ts --outdir=dist --banner '#!/usr/bin/env node' --target=node --minify && shx chmod +x dist/adventureGame.js", "prepack": "npm run build:esm && npm run build:cjs", "lint": "eslint src/ && prettier --check .", "lint:fix": "eslint src/ --fix && prettier --write .", @@ -89,6 +99,7 @@ "pkce-challenge": "^5.0.0", "raw-body": "^3.0.0", "zod": "^3.23.8", + "zod-from-json-schema": "^0.5.0", "zod-to-json-schema": "^3.24.1" }, "peerDependencies": { @@ -100,6 +111,7 @@ } }, "devDependencies": { + "@anthropic-ai/sdk": "^0.66.0", "@cfworker/json-schema": "^4.1.1", "@eslint/js": "^9.8.0", "@jest-mock/express": "^3.0.0", @@ -113,6 +125,7 @@ "@types/node": "^22.0.2", "@types/supertest": "^6.0.2", "@types/ws": "^8.5.12", + "bun": "^1.3.0", "@typescript/native-preview": "^7.0.0-dev.20251103.1", "eslint": "^9.8.0", "eslint-config-prettier": "^10.1.8", diff --git a/src/examples/backfill/backfillSampling.ts b/src/examples/backfill/backfillSampling.ts new file mode 100644 index 000000000..40008bbf2 --- /dev/null +++ b/src/examples/backfill/backfillSampling.ts @@ -0,0 +1,478 @@ +/* + This example implements an stdio MCP proxy that backfills context-agnostic sampling requests using the Claude API. + + Usage: + npx -y @modelcontextprotocol/inspector \ + npx -- -y --silent tsx src/examples/backfill/backfillSampling.ts \ + npx -y --silent tsx src/examples/server/adventureGame.ts + + npx -y @modelcontextprotocol/inspector \ + npx -y --silent tsx src/examples/backfill/backfillSampling.ts -- \ + npx -y --silent @modelcontextprotocol/server-everything +*/ + +import { Anthropic } from "@anthropic-ai/sdk"; +import { + Base64ImageSource, + ContentBlock, + ContentBlockParam, + TextBlockParam, + ImageBlockParam, + Tool as ClaudeTool, + ToolChoiceAuto, + ToolChoiceAny, + ToolChoiceTool, + ToolChoiceNone, + DocumentBlockParam, + MessageParam, +} from "@anthropic-ai/sdk/resources/messages.js"; +import { StdioServerTransport } from '../../server/stdio.js'; +import { StdioClientTransport } from '../../client/stdio.js'; +import { + CancelledNotification, + CancelledNotificationSchema, + isInitializeRequest, + isJSONRPCRequest, + ElicitRequest, + ElicitRequestSchema, + CreateMessageRequest, + CreateMessageRequestSchema, + CreateMessageResult, + JSONRPCResponse, + isInitializedNotification, + CallToolRequest, + CallToolRequestSchema, + isJSONRPCNotification, + Tool, + ToolUseContent, + LoggingMessageNotification, + JSONRPCNotification, + AssistantMessageContent, + UserMessageContent, + ElicitResult, + ElicitResultSchema, +TextContent, +ListToolsResult, +ListToolsResultSchema, +ListToolsRequest, +CallToolResultSchema, +CallToolResult, +ResourceUpdatedNotification, +ToolListChangedNotificationSchema, +} from "../../types.js"; +import { Transport } from "../../shared/transport.js"; +import { Server } from "../../server/index.js"; +import { title } from "node:process"; +import { ToolUseBlockParam } from "@anthropic-ai/sdk/resources/messages.mjs"; + +const DEFAULT_MAX_TOKENS = process.env.DEFAULT_MAX_TOKENS ? parseInt(process.env.DEFAULT_MAX_TOKENS) : 1000; + +// TODO: move to SDK + +const isCancelledNotification: (value: unknown) => value is CancelledNotification = + ((value: any) => CancelledNotificationSchema.safeParse(value).success) as any; + +const isCallToolRequest: (value: unknown) => value is CallToolRequest = + ((value: any) => CallToolRequestSchema.safeParse(value).success) as any; + +const isElicitRequest: (value: unknown) => value is ElicitRequest = + ((value: any) => ElicitRequestSchema.safeParse(value).success) as any; + +const isElicitResult: (value: unknown) => value is ElicitResult = + ((value: any) => ElicitResultSchema.safeParse(value).success) as any; + +const isCreateMessageRequest: (value: unknown) => value is CreateMessageRequest = + ((value: any) => CreateMessageRequestSchema.safeParse(value).success) as any; + +/** + * Converts MCP Tool definition to Claude API tool format + */ +function toolToClaudeFormat(tool: Tool): ClaudeTool { + return { + name: tool.name, + description: tool.description || "", + input_schema: tool.inputSchema, + }; +} + +class CallableTool { + constructor(private tool: Tool, private server: Server) {} + + async call(input: Record): Promise { + // Server validates input and output + const request: CallToolRequest = { + method: 'tools/call', + params: { + name: this.tool.name, + arguments: input, + }, + }; + return await this.server.request(request, CallToolResultSchema); + } + + // Expose tool metadata for reference + get name() { return this.tool.name; } + get description() { return this.tool.description; } + get inputSchema() { return this.tool.inputSchema; } + get outputSchema() { return this.tool.outputSchema; } +} + +export class CallableTools { + private cache = new Map(); + private results: Promise[] = []; + + constructor(private server: Server) { + server.setNotificationHandler(ToolListChangedNotificationSchema, () => { + this.results = []; + this.cache.clear(); + }); + } + + async find(name: string): Promise { + if (this.cache.has(name)) { + return this.cache.get(name); + } + + const getCursor = async () => this.results.length > 0 ? (await this.results[this.results.length - 1])?.nextCursor : undefined; + const fetchNext = (cursor?: string) => this.server.request({ + method: 'tools/list', + params: { cursor }, + }, ListToolsResultSchema); + + for (const result of this.results) { + const tool = (await result).tools.find(t => t.name === name); + if (tool) { + const callable = new CallableTool(tool, this.server); + this.cache.set(name, callable); + return callable; + } + } + + let cursor: string | undefined; + while (this.results.length == 0 || (cursor = await getCursor()) !== undefined) { + const result = fetchNext(cursor); + this.results.push(result); + const tool = (await result).tools.find(t => t.name === name); + if (tool) { + const callable = new CallableTool(tool, this.server); + this.cache.set(name, callable); + return callable; + } + } + + this.cache.set(name, undefined); + return undefined; + } +} + +/** + * Converts MCP ToolChoice to Claude API tool_choice format + */ +function toolChoiceToClaudeFormat(toolChoice: CreateMessageRequest['params']['toolChoice']): ToolChoiceAuto | ToolChoiceAny | ToolChoiceNone | ToolChoiceTool | undefined { + switch (toolChoice?.mode) { + case "auto": + return { type: "auto", disable_parallel_tool_use: toolChoice.disable_parallel_tool_use }; + case "required": + return { type: "any", disable_parallel_tool_use: toolChoice.disable_parallel_tool_use }; + case "none": + return { type: "none" }; + case undefined: + return undefined; + default: + throw new Error(`Unsupported toolChoice mode: ${toolChoice}`); + } +} + +function contentToMcp(content: ContentBlock): CreateMessageResult['content'] { + switch (content.type) { + case 'text': + return { type: 'text', text: content.text }; + case 'tool_use': + return { + type: 'tool_use', + id: content.id, + name: content.name, + input: content.input, + } as ToolUseContent; + default: + throw new Error(`[contentToMcp] Unsupported content type: ${(content as any).type}`); + } +} + +function stopReasonToMcp(reason: string | null): CreateMessageResult['stopReason'] { + switch (reason) { + case 'max_tokens': + return 'maxTokens'; + case 'stop_sequence': + return 'stopSequence'; + case 'tool_use': + return 'toolUse'; + case 'end_turn': + return 'endTurn'; + case null: + return undefined; + default: + throw new Error(`[stopReasonToMcp] Unsupported stop reason: ${reason}`); + } +} + + +function contentBlockFromMcp(content: AssistantMessageContent | UserMessageContent): ContentBlockParam { + switch (content.type) { + case 'text': + return {type: 'text', text: content.text}; + case 'image': + return { + type: 'image', + source: { + data: content.data, + media_type: content.mimeType as Base64ImageSource['media_type'], + type: 'base64', + }, + }; + case 'tool_result': + const makeImageBlock = (data: string, media_type: string) => { + if (media_type !== 'image/png' && media_type !== 'image/jpeg' && media_type !== 'image/gif' && media_type !== 'image/webp') { + throw new Error(`[contentBlockFromMcp] Unsupported image mimeType in tool_result: ${media_type}`); + } + return { + type: 'image', + source: { + type: 'base64', + data: data, + media_type, + }, + }; + }; + return { + type: 'tool_result', + tool_use_id: content.toolUseId, + content: content.structuredContent ? [{ + type: 'text', + text: JSON.stringify(content.structuredContent), + }] : content.content.map(c => { + if (c.type === 'text') { + return {type: 'text', text: c.text}; + } else if (c.type === 'image') { + return makeImageBlock(c.data, c.mimeType); + } else if (c.type === 'resource') { + if (c.resource.mimeType === 'text/plain' && 'text' in c.resource) { + return {type: 'text', text: c.resource.text}; + } else if (c.resource.mimeType?.startsWith('image/') && 'blob' in c.resource && typeof c.resource.blob === 'string') { + return makeImageBlock(c.resource.blob, c.resource.mimeType); + } else if (c.resource.mimeType === 'application/pdf' && 'blob' in c.resource) { + return { + type: 'document', + source: { + type: 'base64', + data: c.resource.blob, + media_type: 'application/pdf', + }, + }; + } else { + throw new Error(`[contentBlockFromMcp] Unsupported resource mimeType in tool_result: ${c.resource.mimeType}`); + } + } else if (c.type === 'resource_link' && c.mimeType === 'application/pdf') { + const url = new URL(c.uri); + if (url.protocol !== 'https:' && url.protocol !== 'http:') { + throw new Error(`[contentBlockFromMcp] Unsupported URL protocol for PDF resource_link: ${url.protocol} (todo: fetch resource from mcp server and inline it)`); + } + return { + type: 'document', + source: { + type: 'url', + url: c.uri, + }, + } + } else { + throw new Error(`[contentBlockFromMcp] Unsupported content type in tool_result: ${c.type}`); + } + }), + is_error: content.isError, + }; + case 'tool_use': + return { + type: 'tool_use', + id: content.id, + name: content.name, + input: content.input, + }; + case 'audio': + default: + throw new Error(`[contentBlockFromMcp] Unsupported content type: ${(content as any).type}`); + } +} + +async function messagesFromMcp(messages: CreateMessageRequest['params']['messages']): Promise { + return Promise.all(messages.map(async ({role, content}) => ({ + role, + content: await Promise.all((Array.isArray(content) ? content : [content]).map(contentBlockFromMcp)) + }))) +} + +export type NamedTransport = { + name: 'client' | 'server', + transport: T, +} + +export async function setupBackfill(client: NamedTransport, server: NamedTransport, api: Anthropic) { + const backfillMeta = await (async () => { + const models = new Set(); + let defaultModel: string | undefined; + for await (const info of api.models.list()) { + models.add(info.id); + if (info.id.indexOf('sonnet') >= 0 && defaultModel === undefined) { + defaultModel = info.id; + } + } + if (defaultModel === undefined) { + if (models.size === 0) { + throw new Error("No models available from the API"); + } + defaultModel = models.values().next().value; + } + return { + sampling_models: Array.from(models), + sampling_default_model: defaultModel, + }; + })(); + + function pickModel(preferences: CreateMessageRequest['params']['modelPreferences'] | undefined): string { + if (preferences?.hints) { + for (const hint of Object.values(preferences.hints)) { + if (hint.name !== undefined && backfillMeta.sampling_models.includes(hint.name)) { + return hint.name; + } + } + } + // TODO: linear model on preferences?.{intelligencePriority, speedPriority, costPriority} to pick betwen haiku, sonnet, opus. + return backfillMeta.sampling_default_model!; + } + + let clientSupportsSampling: boolean | undefined; + + const propagateMessage = (source: NamedTransport, target: NamedTransport) => { + source.transport.onmessage = async (message, extra) => { + if (isJSONRPCRequest(message)) { + + const sendInternalError = (errorMessage: string) => { + console.error(`[proxy -> ${source.name}]: Error: ${errorMessage}`); + source.transport.send({ + jsonrpc: "2.0", + id: message.id, + error: { + code: -32603, // Internal error + message: errorMessage, + }, + }, {relatedRequestId: message.id}); + }; + + if (isInitializeRequest(message)) { + if (!(clientSupportsSampling = !!message.params.capabilities.sampling)) { + message.params.capabilities.sampling = {} + message.params._meta = {...(message.params._meta ?? {}), ...backfillMeta}; + } + } else if (isCreateMessageRequest(message)) {// && !clientSupportsSampling) { + if ((message.params.includeContext ?? 'none') !== 'none') { + sendInternalError("includeContext != none not supported by MCP sampling backfill"); + return; + } + + try { + // Note that having tools + tool_choice = 'none' does not disable tools, unlike in OpenAI's API. + // We forcibly empty out the tools list in that case, which messes with the prompt caching. + const tools = message.params.toolChoice?.mode === 'none' ? undefined + : message.params.tools?.map(toolToClaudeFormat); + const tool_choice = toolChoiceToClaudeFormat(message.params.toolChoice); + + // TODO: switch to streaming if maxTokens is too large + // "Streaming is required when max_tokens is greater than 21,333 tokens" + const msg = await api.messages.create({ + model: pickModel(message.params.modelPreferences), + system: message.params.systemPrompt === undefined ? undefined : [ + { + type: "text", + text: message.params.systemPrompt + }, + ], + messages: await messagesFromMcp(message.params.messages), + max_tokens: message.params.maxTokens ?? DEFAULT_MAX_TOKENS, + temperature: message.params.temperature, + stop_sequences: message.params.stopSequences, + tools: tools && tools.length > 0 ? tools : undefined, + tool_choice: tool_choice, + ...(message.params.metadata ?? {}), + }); + + source.transport.send({ + jsonrpc: "2.0", + id: message.id, + result: { + model: msg.model, + stopReason: stopReasonToMcp(msg.stop_reason), + role: 'assistant', // Always assistant in MCP responses + content: (Array.isArray(msg.content) ? msg.content : [msg.content]).map(contentToMcp), + _meta: { + usage: msg.usage, + }, + }, + }); + } catch (error) { + sendInternalError(`Error processing message: ${(error as Error).message}`); + } + return; + } + } else if (isJSONRPCNotification(message)) { + if (isInitializedNotification(message) && source.name === 'server') { + if (!clientSupportsSampling) { + message.params = {...(message.params ?? {}), _meta: {...(message.params?._meta ?? {}), ...backfillMeta}}; + } + } + } + + try { + const relatedRequestId = isCancelledNotification(message)? message.params.requestId : undefined; + await target.transport.send(message, {relatedRequestId}); + } catch (error) { + source.transport.send({ + jsonrpc: "2.0", + method: "notifications/message", + params: { + type: "log_message", + level: "error", + message: `Error sending message to ${target.name}: ${(error as Error).message}`, + } + }); + } + }; + }; + propagateMessage(server, client); + propagateMessage(client, server); + + const addErrorHandler = (transport: NamedTransport) => { + transport.transport.onerror = async (error: Error) => { + console.error(`[proxy]: Error from ${transport.name} transport:`, error); + }; + }; + + addErrorHandler(client); + addErrorHandler(server); + + await server.transport.start(); + await client.transport.start(); +} + +async function main() { + const args = process.argv.slice(2); + const client: NamedTransport = {name: 'client', transport: new StdioClientTransport({command: args[0], args: args.slice(1)})}; + const server: NamedTransport = {name: 'server', transport: new StdioServerTransport()}; + + const api = new Anthropic(); + await setupBackfill(client, server, api); + console.error("[proxy]: Transports started."); +} + +main().catch((error) => { + console.error("[proxy]: Fatal error:", error); + process.exit(1); +}); diff --git a/src/examples/server/adventureGame.ts b/src/examples/server/adventureGame.ts new file mode 100644 index 000000000..4d5fb0048 --- /dev/null +++ b/src/examples/server/adventureGame.ts @@ -0,0 +1,235 @@ +/* + This example demonstrates a role play game server that uses MCP sampling and elicitation + to implement "choose your own adventure" games. + + Usage: + npx -y @modelcontextprotocol/inspector \ + npx -- -y --silent tsx src/examples/backfill/backfillSampling.ts \ + npx -y --silent tsx src/examples/server/adventureGame.ts + + claude mcp add game -- \ + npx -y --silent tsx src/examples/backfill/backfillSampling.ts \ + npx -y --silent tsx src/examples/server/adventureGame.ts + + # Or dockerized, without cloning this repo: + export SEP1577_PACKAGE="git://github.com/modelcontextprotocol/typescript-sdk.git#ochafik/sep1577" + npx -y @modelcontextprotocol/inspector -- \ + docker run --rm -i -e ANTHROPIC_API_KEY="${ANTHROPIC_API_KEY}" node:latest \ + npx -y --silent "'--package=$SEP1577_PACKAGE'" -- backfill-sampling \ + npx -y --silent "'--package=$SEP1577_PACKAGE'" -- example-adventure-game + + Then connect with an MCP client and call the "localResearch" tool with a query like: + "Find all TypeScript files that export a Server class" +*/ + +import { McpError, ErrorCode } from "../../types.js"; +import { McpServer } from "../../server/mcp.js"; + +import { StdioServerTransport } from "../../server/stdio.js"; +import { RequestHandlerExtra } from "../../shared/protocol.js"; +import { z } from "zod"; +import { spawn } from "node:child_process"; +import { readFile } from "node:fs/promises"; +import { resolve, relative } from "node:path"; +import type { + SamplingMessage, + Tool, + ToolUseContent, + CreateMessageResult, + CreateMessageRequest, + ToolResultContent, + CallToolResult, + RequestId, + ServerRequest, + ServerNotification, +ElicitRequest, +} from "../../types.js"; +import { ElicitResultSchema } from "../../types.js"; +import { ToolRegistry } from "./toolRegistry.js"; +import { runToolLoop, BreakToolLoopError } from "./toolLoop.js" + + +function makeErrorCallToolResult(error: any): CallToolResult { + return { + content: [ + { + type: "text", + text: error instanceof Error ? `${error.message}\n${error.stack}` : `${error}`, + }, + ], + isError: true, + } +} + +const registry = new ToolRegistry({ + userLost: { + description: "Called when the user loses", + inputSchema: z.object({ + storyUpdate: z.string(), + }), + callback: async ({storyUpdate}, extra) => { + await extra.sendRequest({ + method: 'elicitation/create', + params: { + message: 'You Lost!\n' + storyUpdate, + requestedSchema: { + type: 'object', + properties: {}, + }, + }, + }, ElicitResultSchema); + throw new BreakToolLoopError('lost'); + } + }, + userWon: { + description: "Called when the user wins the game", + inputSchema: z.object({ + storyUpdate: z.string(), + }), + callback: async ({storyUpdate}, extra) => { + await extra.sendRequest({ + method: 'elicitation/create', + params: { + message: 'You Won!\n' + storyUpdate, + requestedSchema: { + type: 'object', + properties: {}, + }, + }, + }, ElicitResultSchema); + throw new BreakToolLoopError('won'); + } + }, + nextStep: { + description: "Next step in the game.", + inputSchema: z.object({ + storyUpdate: z.string().describe("Description of the next step of the game. Acknowledges the last decision (if any) and describes what happened becaus of / since it was made, then continues the story up to the point where another decision is needed from the user (if/when appropriate)."), + nextDecisions: z.array(z.string()).describe("The list of possible decisions the user/player can make at this point of the story. Empty list if we've reached the end of the story"), + decisionTimeoutSeconds: z.number().optional().describe("Optional: timeout in seconds for decision to be made. Used when a timely decision is needed.") + }), + outputSchema: z.object({ + userDecision: z.string().optional() + .describe("The decision the user took, or undefined if the user let the decision time out. The game master may decide that failure to respond with in the time out means the user's character stayed still / failed to defend themselves, for instance."), + }), + callback: async ({storyUpdate, nextDecisions, decisionTimeoutSeconds}, extra) => { + try { + const result = await extra.sendRequest({ + method: 'elicitation/create', + params: { + message: storyUpdate, + requestedSchema: { + type: 'object', + properties: { + nextDecision: { + title: 'Next step', + type: 'string', + enum: nextDecisions, + }, + }, + }, + }, + }, ElicitResultSchema, { + timeout: decisionTimeoutSeconds === undefined ? undefined: decisionTimeoutSeconds * 1000, + }); + + if (result.action === 'accept') { + const structuredContent = { + userDecision: result.content?.nextDecision as string, + }; + return { + content: [{type: 'text', text: JSON.stringify(structuredContent)}], + structuredContent, + }; + } else { + return { + content: [{type: 'text', text: result.action === 'decline' ? 'Game Over' : 'Game Cancelled'}], + } + } + } catch (error) { + if (error instanceof McpError && error.code === ErrorCode.RequestTimeout) { + const structuredContent = { + userDecision: undefined // Means "timeed out". + }; + return { + content: [{type: 'text', text: JSON.stringify(structuredContent)}], + structuredContent, + }; + } + return makeErrorCallToolResult(error); + } + } + } +}); + +// Create and configure MCP server +const mcpServer = new McpServer({ + name: "adventure-game", + version: "1.0.0", +}); + +// Register the localResearch tool that uses sampling with a tool loop +mcpServer.registerTool( + "choose_your_own_adventure_game", + { + description: "Play a game. The user will be asked for decisions along the way.", + inputSchema: { + gameSynopsisOrSubject: z + .string() + .describe( + "Description of the game subject or possible synopsis." + ), + }, + }, + async ({ gameSynopsisOrSubject }, extra) => { + try { + const { answer, transcript, usage } = await runToolLoop({ + initialMessages: [{ + role: "user", + content: { + type: "text", + text: gameSynopsisOrSubject, + }, + }], + systemPrompt: + "You are a 'choose your own adventure' game master. " + + "Given an initial user request (subject and/or synopsis of the game, maybe description of their role in the game), " + + "you will relentlessly walk the user forward in an imaginary story, " + + "giving them regular choices as to what their character can do next can happen next. " + + "If the user didn't choose a role for themselves, you can ask them to pick one of a few interesting options (first decision). " + + "Then you will continually develop the story and call the nextStep too to give story updates and ask for pivotal decisions. " + + "Updates should fit in a page (sometimes as short as a paragraph e.g. if doing a battle with very fast paced action). " + + "Some decisions should have a timeout to create some thrills for the user, in tight action scenes. " + + "When / if the user loses (e.g. dies, or whatever the user expressed as a loss condition), the last call to nextStep should have zero options.", + defaultToolChoice: {mode: 'required'}, + server: mcpServer, + registry, + }, extra); + + return { + content: [ + { + type: "text", + text: answer, + }, + { + type: "text", + text: `\n\n--- Debug Transcript (${transcript.length} messages) ---\n${JSON.stringify(transcript, null, 2)}`, + }, + ], + }; + } catch (error) { + return makeErrorCallToolResult(error); + } + } +); + +async function main() { + const transport = new StdioServerTransport(); + await mcpServer.connect(transport); + console.error("'MCP Choose Your Own Adventure Game' Server is running..."); +} + +main().catch((error) => { + console.error("Server error:", error); + process.exit(1); +}); diff --git a/src/examples/server/simpleLocalResearcher.ts b/src/examples/server/simpleLocalResearcher.ts new file mode 100644 index 000000000..f849f3119 --- /dev/null +++ b/src/examples/server/simpleLocalResearcher.ts @@ -0,0 +1,289 @@ +/* + This example demonstrates a tool loop using MCP sampling with locally defined tools. + + It exposes a "localResearch" tool that uses an LLM with ripgrep and read capabilities + to intelligently search and read files in the current directory. + + Usage: + npx -y @modelcontextprotocol/inspector \ + npx -- -y --silent tsx src/examples/backfill/backfillSampling.ts \ + npx -y --silent tsx src/examples/server/simpleLocalResearcher.ts + + claude mcp add sampling_with_tools -- \ + npx -y --silent tsx src/examples/backfill/backfillSampling.ts \ + npx -y --silent tsx src/examples/server/simpleLocalResearcher.ts + + # Or dockerized: + rm -fR node_modules + docker run --rm -v $PWD:/src -w /src node:latest npm i + npx -y @modelcontextprotocol/inspector -- \ + docker run --rm -i -e ANTHROPIC_API_KEY="${ANTHROPIC_API_KEY}" \ + -v $PWD:/src -w /src \ + $( echo " + FROM node:latest + RUN apt update && apt install ripgrep + " | docker build -q -f - . ) \ + npm run --silent examples:tool-loop + + Then connect with an MCP client and call the "localResearch" tool with a query like: + "Find all TypeScript files that export a Server class" +*/ + +import { McpServer,RegisteredTool, } from "../../server/mcp.js"; +import { StdioServerTransport } from "../../server/stdio.js"; +import { RequestHandlerExtra } from "../../shared/protocol.js"; +import { z } from "zod"; +import { spawn } from "node:child_process"; +import { readFile } from "node:fs/promises"; +import { resolve, relative } from "node:path"; +import type { + SamplingMessage, + Tool, + ToolUseContent, + CreateMessageResult, + CreateMessageRequest, + ToolResultContent, + CallToolResult, + RequestId, + ServerRequest, + ServerNotification, +} from "../../types.js"; +import { ToolRegistry } from "./toolRegistry.js"; +import { runToolLoop } from './toolLoop.js'; + +const CWD = process.cwd(); + +/** + * Zod schemas for validating tool inputs + */ +const RipgrepInputSchema = z.object({ + pattern: z.string(), + path: z.string(), +}); + +const ReadInputSchema = z.object({ + path: z.string(), + startLineInclusive: z.number().int().positive().optional(), + endLineInclusive: z.number().int().positive().optional(), +}); + +/** + * Ensures a path is canonical and within the current working directory. + * Throws an error if the path attempts to escape CWD. + */ +function ensureSafePath(inputPath: string): string { + const resolved = resolve(CWD, inputPath); + const rel = relative(CWD, resolved); + + // Check if the path escapes CWD (starts with .. or is absolute outside CWD) + if (rel.startsWith("..") || resolve(CWD, rel) !== resolved) { + throw new Error(`Path "${inputPath}" is outside the current directory`); + } + + return resolved; +} + + +function makeErrorCallToolResult(error: any): CallToolResult { + return { + content: [ + { + type: "text", + text: error instanceof Error ? `${error.message}\n${error.stack}` : `${error}`, + }, + ], + isError: true, + } +} + +const registry = new ToolRegistry({ + ripgrep: { + description: + "Search for a pattern in files using ripgrep. Returns matching lines with file paths and line numbers.", + inputSchema: z.object({ + pattern: z.string().describe("The regex pattern to search for"), + path: z.string().describe("The file or directory path to search in (relative to current directory)"), + }), + callback: async ({pattern, path}, extra) => { + try { + const safePath = ensureSafePath(path); + + const output = await new Promise((resolve, reject) => { + const command = ["rg", "--json", "--max-count", "50", "--", pattern, safePath]; + const rg = spawn(command[0], command.slice(1)); + + let stdout = ""; + let stderr = ""; + rg.stdout.on("data", (data) => stdout += data.toString()); + rg.stderr.on("data", (data) => stderr += data.toString()); + rg.on("close", (code) => { + if (code === 0 || code === 1) { + // code 1 means no matches, which is fine + resolve(stdout || "No matches found"); + } else { + reject(new Error(`ripgrep exited with code ${code}:\n${stderr}`)); + } + }); + rg.on("error", err => reject(new Error(`Failed to start \`${command.map(a => a.indexOf(' ') >= 0 ? `"${a}"` : a).join(' ')}\`: ${err.message}\n${stderr}`))); + }); + const structuredContent = { output }; + return { + content: [{ type: "text", text: JSON.stringify(structuredContent) }], + structuredContent, + }; + } catch (error) { + return makeErrorCallToolResult(error); + } + } + }, + read: { + description: + "Read the contents of a file. Use this to examine files found by ripgrep. " + + "You can optionally specify a line range to read only specific lines. " + + "Tip: When ripgrep finds matches, note the line numbers and request a few lines before and after for context.", + inputSchema: z.object({ + path: z.string().describe("The file path to read (relative to current directory)"), + startLineInclusive: z.number().optional().describe("Optional: First line to read (1-indexed, inclusive). Use with endLineInclusive to read a specific range."), + endLineInclusive: z.number().optional().describe("Optional: Last line to read (1-indexed, inclusive). If not specified, reads to end of file."), + }), + callback: async ({path, startLineInclusive, endLineInclusive}, _extra) => { + try { + const safePath = ensureSafePath(path); + const fileContent = await readFile(safePath, "utf-8"); + if (typeof fileContent !== "string") { + throw new Error(`Result of reading file ${path} is not text: ${fileContent}`); + } + + let content = fileContent; + + // If line range specified, extract only those lines + if (startLineInclusive !== undefined || endLineInclusive !== undefined) { + const lines = fileContent.split("\n"); + + const start = (startLineInclusive ?? 1) - 1; // Convert to 0-indexed + const end = endLineInclusive ?? lines.length; // Default to end of file + + if (start < 0 || start >= lines.length) { + throw new Error(`Start line ${startLineInclusive} is out of bounds (file has ${lines.length} lines)`); + } + if (end < start) { + throw new Error(`End line ${endLineInclusive} is before start line ${startLineInclusive}`); + } + + content = lines.slice(start, end) + .map((line, idx) => `${start + idx + 1}: ${line}`) + .join("\n"); + } + + const structuredContent = { content } + return { + content: [{ type: "text", text: JSON.stringify(structuredContent) }], + structuredContent, + }; + } catch (error) { + return makeErrorCallToolResult(error); + } + } + } +}); + +// Create and configure MCP server +const mcpServer = new McpServer({ + name: "tool-loop-sampling-server", + version: "1.0.0", +}); + +// Register the localResearch tool that uses sampling with a tool loop +mcpServer.registerTool( + "localResearch", + { + description: + "Search for information in files using an AI assistant with ripgrep and file reading capabilities. " + + "The assistant will intelligently use ripgrep to find relevant files and read them to answer your query.", + inputSchema: { + query: z + .string() + .default("describe main classes") + .describe( + "A natural language query describing what to search for (e.g., 'Find all TypeScript files that export a Server class')" + ), + maxIterations: z.number().int().positive().optional().default(20).describe("Maximum number of tool use iterations (default 20)"), + }, + }, + async ({ query, maxIterations }, extra) => { + try { + const MAX_ITERATIONS = 20; + const { answer, transcript, usage } = await runToolLoop({ + initialMessages: [{ + role: "user", + content: { + type: "text", + text: query, + }, + }], + systemPrompt: + "You are a helpful assistant that searches through files to answer questions. " + + "You have access to ripgrep (for searching) and read (for reading file contents). " + + "Use ripgrep to find relevant files, then read them to provide accurate answers. " + + "All paths are relative to the current working directory. " + + "Be concise and focus on providing the most relevant information." + + "You will be allowed up to " + MAX_ITERATIONS + " iterations of tool use to find the information needed. When you have enough information or reach the last iteration, provide a final answer.", + maxIterations: MAX_ITERATIONS, + server: mcpServer, + registry, + }, extra); + + // Calculate total input tokens + const totalInputTokens = + usage.input_tokens + + usage.cache_creation_input_tokens + + usage.cache_read_input_tokens; + + // Format usage summary + const usageSummary = + `--- Token Usage Summary ---\n` + + `Total Input Tokens: ${totalInputTokens}\n` + + ` - Regular: ${usage.input_tokens}\n` + + ` - Cache Creation: ${usage.cache_creation_input_tokens}\n` + + ` - Cache Read: ${usage.cache_read_input_tokens}\n` + + `Total Output Tokens: ${usage.output_tokens}\n` + + `Total Tokens: ${totalInputTokens + usage.output_tokens}\n` + + `API Calls: ${usage.api_calls}`; + + return { + content: [ + { + type: "text", + text: answer, + }, + { + type: "text", + text: `\n\n${usageSummary}`, + }, + { + type: "text", + text: `\n\n--- Debug Transcript (${transcript.length} messages) ---\n${JSON.stringify(transcript, null, 2)}`, + }, + ], + }; + } catch (error) { + return makeErrorCallToolResult(error); + } + } +); + +if (process.env.REGISTER_TOOLS === "1") { + registry.register(mcpServer); +} + +async function main() { + const transport = new StdioServerTransport(); + await mcpServer.connect(transport); + console.error("MCP Tool Loop Sampling Server is running..."); + console.error(`Working directory: ${CWD}`); +} + +main().catch((error) => { + console.error("Server error:", error); + process.exit(1); +}); diff --git a/src/examples/server/toolLoop.ts b/src/examples/server/toolLoop.ts new file mode 100644 index 000000000..9d6da1a07 --- /dev/null +++ b/src/examples/server/toolLoop.ts @@ -0,0 +1,160 @@ +import { z } from "zod"; +import { spawn } from "node:child_process"; +import { readFile } from "node:fs/promises"; +import { resolve, relative } from "node:path"; + +import { McpServer,RegisteredTool, } from "../../server/mcp.js"; +import { StdioServerTransport } from "../../server/stdio.js"; +import { RequestHandlerExtra } from "../../shared/protocol.js"; +import type { + SamplingMessage, + Tool, + ToolUseContent, + CreateMessageResult, + CreateMessageRequest, + RequestId, + ServerRequest, + ServerNotification, +} from "../../types.js"; +import { ToolRegistry } from "./toolRegistry.js"; +import { ToolResultContent } from "../../types.js"; + +/** + * Interface for tracking aggregated token usage across API calls. + */ +interface AggregatedUsage { + input_tokens: number; + output_tokens: number; + cache_creation_input_tokens: number; + cache_read_input_tokens: number; + api_calls: number; +} + +export class BreakToolLoopError extends Error { + constructor(message: string) { + super(message); + } +} + + +/** + * Runs a tool loop using sampling. + * Continues until the LLM provides a final answer. + */ +export async function runToolLoop( + options: { + initialMessages: SamplingMessage[], + server: McpServer, + registry: ToolRegistry, + maxIterations?: number, + systemPrompt?: string, + defaultToolChoice?: CreateMessageRequest["params"]['toolChoice'] + }, + extra: RequestHandlerExtra +): Promise<{ answer: string; transcript: SamplingMessage[]; usage: AggregatedUsage }> { + const messages: SamplingMessage[] = [...options.initialMessages]; + + // Initialize usage tracking + const usage: AggregatedUsage = { + input_tokens: 0, + output_tokens: 0, + cache_creation_input_tokens: 0, + cache_read_input_tokens: 0, + api_calls: 0, + }; + + let iteration = 0; + const maxIterations = options.maxIterations ?? Number.POSITIVE_INFINITY; + + const defaultToolChoice = options.defaultToolChoice ?? {mode: "auto"}; + + let request: CreateMessageRequest["params"] | undefined + let response: CreateMessageResult | undefined + while (iteration < maxIterations) { + iteration++; + + // Request message from LLM with available tools + response = await options.server.server.createMessage(request = { + messages, + systemPrompt: options.systemPrompt, + maxTokens: 4000, + tools: iteration < maxIterations ? options.registry.tools : undefined, + // Don't allow tool calls at the last iteration: finish with an answer no matter what! + toolChoice: iteration < maxIterations ? defaultToolChoice : { mode: "none" }, + }); + + // Aggregate usage statistics from the response + if (response._meta?.usage) { + const responseUsage = response._meta.usage as any; + usage.input_tokens += responseUsage.input_tokens || 0; + usage.output_tokens += responseUsage.output_tokens || 0; + usage.cache_creation_input_tokens += responseUsage.cache_creation_input_tokens || 0; + usage.cache_read_input_tokens += responseUsage.cache_read_input_tokens || 0; + usage.api_calls += 1; + } + + // Add assistant's response to message history + // SamplingMessage now supports arrays of content + messages.push({ + role: "assistant", + content: response.content, + }); + + if (response.stopReason === "toolUse") { + const contentArray = Array.isArray(response.content) ? response.content : [response.content]; + const toolCalls = contentArray.filter( + (content): content is ToolUseContent => content.type === "tool_use" + ); + + await options.server.sendLoggingMessage({ + level: "info", + data: `Loop iteration ${iteration}: ${toolCalls.length} tool invocation(s) requested`, + }); + + let toolResults: ToolResultContent[]; + try { + toolResults = await options.registry.callTools(toolCalls, extra); + } catch (error) { + if (error instanceof BreakToolLoopError) { + return {answer: `${error.message}`, transcript: messages, usage}; + } + console.error(error); + throw new Error(`Tool call failed: ${error}`) + } + + messages.push({ + role: "user", + content: iteration < maxIterations ? toolResults : [ + ...toolResults, + { + type: "text", + text: "Using the information retrieved from the tools, please now provide a concise final answer to the original question (last iteration of the tool loop).", + } + ], + }); + } else if (response.stopReason === "endTurn") { + const contentArray = Array.isArray(response.content) ? response.content : [response.content]; + const unexpectedBlocks = contentArray.filter(content => content.type !== "text"); + if (unexpectedBlocks.length > 0) { + throw new Error(`Expected text content in final answer, but got: ${unexpectedBlocks.map(b => b.type).join(", ")}`); + } + + await options.server.sendLoggingMessage({ + level: "info", + data: `Tool loop completed after ${iteration} iteration(s)`, + }); + + return { + answer: contentArray.map(block => block.type === 'text' ? block.text : '').join("\n\n"), + transcript: messages, + usage + }; + } else if (response?.stopReason === "maxTokens") { + throw new Error("LLM response hit max tokens limit"); + } else { + throw new Error(`Unsupported stop reason: ${response.stopReason}`); + } + } + + throw new Error(`Tool loop exceeded maximum iterations (${maxIterations}); request: ${JSON.stringify(request)}\nresponse: ${JSON.stringify(response)}`); +} diff --git a/src/examples/server/toolRegistry.ts b/src/examples/server/toolRegistry.ts new file mode 100644 index 000000000..da68a660c --- /dev/null +++ b/src/examples/server/toolRegistry.ts @@ -0,0 +1,64 @@ +import { McpServer, RegisteredTool } from "../../server/mcp.js"; +import { RequestHandlerExtra } from "../../shared/protocol.js"; +import { z } from "zod"; +import type { + Tool, + ToolUseContent, + ToolResultContent, + ServerRequest, + ServerNotification, +} from "../../types.js"; +import { zodToJsonSchema } from "zod-to-json-schema"; +import { BreakToolLoopError } from "./toolLoop.js" + + +export class ToolRegistry { + readonly tools: Tool[] + + constructor(private toolDefinitions: {[name: string]: Pick }) { + this.tools = Object.entries(this.toolDefinitions).map(([name, tool]) => ({ + name, + title: tool.title, + description: tool.description, + inputSchema: tool.inputSchema ? zodToJsonSchema(tool.inputSchema) : undefined, + outputSchema: tool.outputSchema ? zodToJsonSchema(tool.outputSchema) : undefined, + annotations: tool.annotations, + _meta: tool._meta, + })); + } + + register(server: McpServer) { + for (const [name, tool] of Object.entries(this.toolDefinitions)) { + server.registerTool(name, { + title: tool.title, + description: tool.description, + inputSchema: tool.inputSchema, + outputSchema: tool.outputSchema, + annotations: tool.annotations, + _meta: tool._meta, + }, tool.callback as any); + } + } + + async callTools(toolCalls: ToolUseContent[], extra: RequestHandlerExtra): Promise { + return Promise.all(toolCalls.map(async ({ name, id, input }) => { + const tool = this.toolDefinitions[name]; + if (!tool) { + throw new Error(`Tool ${name} not found`); + } + try { + return { + type: "tool_result", + toolUseId: id, + // Copies fields: content, structuredContent?, isError? + ...await tool.callback(input as any, extra), + }; + } catch (error) { + if (error instanceof BreakToolLoopError) { + throw error; + } + throw new Error(`Tool ${name} failed: ${error instanceof Error ? `${error.message}\n${error.stack}` : error}`); + } + })); + } +} diff --git a/src/examples/server/toolWithSampleServer.ts b/src/examples/server/toolWithSampleServer.ts index ad5a01bdc..e6e3ea9d6 100644 --- a/src/examples/server/toolWithSampleServer.ts +++ b/src/examples/server/toolWithSampleServer.ts @@ -33,13 +33,23 @@ mcpServer.registerTool( maxTokens: 500 }); + // Extract all text content blocks from the response + const parts: string[] = []; + for (const content of Array.isArray(response.content) ? response.content : [response.content]) { + if (content.type === "text") { + parts.push(content.text); + } else { + throw new Error(`Unexpected content type: ${content.type}`); + } + } + return { content: [ { - type: 'text', - text: response.content.type === 'text' ? response.content.text : 'Unable to generate summary' - } - ] + type: "text", + text: parts.join('\n'), + }, + ], }; } ); diff --git a/src/types.test.ts b/src/types.test.ts index cd8cc0711..1141b3205 100644 --- a/src/types.test.ts +++ b/src/types.test.ts @@ -5,7 +5,16 @@ import { ContentBlockSchema, PromptMessageSchema, CallToolResultSchema, - CompleteRequestSchema + CompleteRequestSchema, + ToolUseContentSchema, + ToolResultContentSchema, + ToolChoiceSchema, + UserMessageSchema, + AssistantMessageSchema, + SamplingMessageSchema, + CreateMessageRequestSchema, + CreateMessageResultSchema, + ClientCapabilitiesSchema, } from './types.js'; describe('Types', () => { @@ -311,4 +320,457 @@ describe('Types', () => { } }); }); + + describe("ToolUseContent", () => { + test("should validate a tool call content", () => { + const toolCall = { + type: "tool_use", + id: "call_123", + name: "get_weather", + input: { city: "San Francisco", units: "celsius" } + }; + + const result = ToolUseContentSchema.safeParse(toolCall); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.type).toBe("tool_use"); + expect(result.data.id).toBe("call_123"); + expect(result.data.name).toBe("get_weather"); + expect(result.data.input).toEqual({ city: "San Francisco", units: "celsius" }); + } + }); + + test("should validate tool call with _meta", () => { + const toolCall = { + type: "tool_use", + id: "call_456", + name: "search", + input: { query: "test" }, + _meta: { custom: "data" } + }; + + const result = ToolUseContentSchema.safeParse(toolCall); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data._meta).toEqual({ custom: "data" }); + } + }); + + test("should fail validation for missing required fields", () => { + const invalidToolCall = { + type: "tool_use", + name: "test" + // missing id and input + }; + + const result = ToolUseContentSchema.safeParse(invalidToolCall); + expect(result.success).toBe(false); + }); + }); + + describe("ToolResultContent", () => { + test("should validate a tool result content", () => { + const toolResult = { + type: "tool_result", + toolUseId: "call_123", + content: { temperature: 72, condition: "sunny" } + }; + + const result = ToolResultContentSchema.safeParse(toolResult); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.type).toBe("tool_result"); + expect(result.data.toolUseId).toBe("call_123"); + expect(result.data.content).toEqual({ temperature: 72, condition: "sunny" }); + } + }); + + test("should validate tool result with error in content", () => { + const toolResult = { + type: "tool_result", + toolUseId: "call_456", + content: { error: "API_ERROR", message: "Service unavailable" } + }; + + const result = ToolResultContentSchema.safeParse(toolResult); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.content).toEqual({ error: "API_ERROR", message: "Service unavailable" }); + } + }); + + test("should fail validation for missing required fields", () => { + const invalidToolResult = { + type: "tool_result", + content: { data: "test" } + // missing toolUseId + }; + + const result = ToolResultContentSchema.safeParse(invalidToolResult); + expect(result.success).toBe(false); + }); + }); + + describe("ToolChoice", () => { + test("should validate tool choice with mode auto", () => { + const toolChoice = { + mode: "auto" + }; + + const result = ToolChoiceSchema.safeParse(toolChoice); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.mode).toBe("auto"); + } + }); + + test("should validate tool choice with mode required", () => { + const toolChoice = { + mode: "required", + disable_parallel_tool_use: true + }; + + const result = ToolChoiceSchema.safeParse(toolChoice); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.mode).toBe("required"); + expect(result.data.disable_parallel_tool_use).toBe(true); + } + }); + + test("should validate empty tool choice", () => { + const toolChoice = {}; + + const result = ToolChoiceSchema.safeParse(toolChoice); + expect(result.success).toBe(true); + }); + + test("should fail validation for invalid mode", () => { + const invalidToolChoice = { + mode: "invalid" + }; + + const result = ToolChoiceSchema.safeParse(invalidToolChoice); + expect(result.success).toBe(false); + }); + }); + + describe("UserMessage and AssistantMessage", () => { + test("should validate user message with text", () => { + const userMessage = { + role: "user", + content: { type: "text", text: "What's the weather?" } + }; + + const result = UserMessageSchema.safeParse(userMessage); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.role).toBe("user"); + expect(result.data.content.type).toBe("text"); + } + }); + + test("should validate user message with tool result", () => { + const userMessage = { + role: "user", + content: { + type: "tool_result", + toolUseId: "call_123", + content: { temperature: 72 } + } + }; + + const result = UserMessageSchema.safeParse(userMessage); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.content.type).toBe("tool_result"); + } + }); + + test("should validate assistant message with text", () => { + const assistantMessage = { + role: "assistant", + content: { type: "text", text: "I'll check the weather for you." } + }; + + const result = AssistantMessageSchema.safeParse(assistantMessage); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.role).toBe("assistant"); + } + }); + + test("should validate assistant message with tool call", () => { + const assistantMessage = { + role: "assistant", + content: { + type: "tool_use", + id: "call_123", + name: "get_weather", + input: { city: "SF" } + } + }; + + const result = AssistantMessageSchema.safeParse(assistantMessage); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.content.type).toBe("tool_use"); + } + }); + + test("should fail validation for assistant with tool result", () => { + const invalidMessage = { + role: "assistant", + content: { + type: "tool_result", + toolUseId: "call_123", + content: {} + } + }; + + const result = AssistantMessageSchema.safeParse(invalidMessage); + expect(result.success).toBe(false); + }); + + test("should fail validation for user with tool call", () => { + const invalidMessage = { + role: "user", + content: { + type: "tool_use", + id: "call_123", + name: "test", + input: {} + } + }; + + const result = UserMessageSchema.safeParse(invalidMessage); + expect(result.success).toBe(false); + }); + }); + + describe("SamplingMessage", () => { + test("should validate user message via discriminated union", () => { + const message = { + role: "user", + content: { type: "text", text: "Hello" } + }; + + const result = SamplingMessageSchema.safeParse(message); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.role).toBe("user"); + } + }); + + test("should validate assistant message via discriminated union", () => { + const message = { + role: "assistant", + content: { type: "text", text: "Hi there!" } + }; + + const result = SamplingMessageSchema.safeParse(message); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.role).toBe("assistant"); + } + }); + }); + + describe("CreateMessageRequest", () => { + test("should validate request without tools", () => { + const request = { + method: "sampling/createMessage", + params: { + messages: [ + { role: "user", content: { type: "text", text: "Hello" } } + ], + maxTokens: 1000 + } + }; + + const result = CreateMessageRequestSchema.safeParse(request); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.params.tools).toBeUndefined(); + } + }); + + test("should validate request with tools", () => { + const request = { + method: "sampling/createMessage", + params: { + messages: [ + { role: "user", content: { type: "text", text: "What's the weather?" } } + ], + maxTokens: 1000, + tools: [ + { + name: "get_weather", + description: "Get weather for a location", + inputSchema: { + type: "object", + properties: { + location: { type: "string" } + }, + required: ["location"] + } + } + ], + tool_choice: { + mode: "auto" + } + } + }; + + const result = CreateMessageRequestSchema.safeParse(request); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.params.tools).toHaveLength(1); + expect(result.data.params.tool_choice?.mode).toBe("auto"); + } + }); + + test("should validate request with includeContext (soft-deprecated)", () => { + const request = { + method: "sampling/createMessage", + params: { + messages: [ + { role: "user", content: { type: "text", text: "Help" } } + ], + maxTokens: 1000, + includeContext: "thisServer" + } + }; + + const result = CreateMessageRequestSchema.safeParse(request); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.params.includeContext).toBe("thisServer"); + } + }); + }); + + describe("CreateMessageResult", () => { + test("should validate result with text content", () => { + const result = { + model: "claude-3-5-sonnet-20241022", + role: "assistant", + content: { type: "text", text: "Here's the answer." }, + stopReason: "endTurn" + }; + + const parseResult = CreateMessageResultSchema.safeParse(result); + expect(parseResult.success).toBe(true); + if (parseResult.success) { + expect(parseResult.data.role).toBe("assistant"); + expect(parseResult.data.stopReason).toBe("endTurn"); + } + }); + + test("should validate result with tool call", () => { + const result = { + model: "claude-3-5-sonnet-20241022", + role: "assistant", + content: { + type: "tool_use", + id: "call_123", + name: "get_weather", + input: { city: "SF" } + }, + stopReason: "toolUse" + }; + + const parseResult = CreateMessageResultSchema.safeParse(result); + expect(parseResult.success).toBe(true); + if (parseResult.success) { + expect(parseResult.data.stopReason).toBe("toolUse"); + expect(parseResult.data.content.type).toBe("tool_use"); + } + }); + + test("should validate all new stop reasons", () => { + const stopReasons = ["endTurn", "stopSequence", "maxTokens", "toolUse", "refusal", "other"]; + + stopReasons.forEach(stopReason => { + const result = { + model: "test", + role: "assistant", + content: { type: "text", text: "test" }, + stopReason + }; + + const parseResult = CreateMessageResultSchema.safeParse(result); + expect(parseResult.success).toBe(true); + }); + }); + + test("should allow custom stop reason string", () => { + const result = { + model: "test", + role: "assistant", + content: { type: "text", text: "test" }, + stopReason: "custom_provider_reason" + }; + + const parseResult = CreateMessageResultSchema.safeParse(result); + expect(parseResult.success).toBe(true); + }); + + test("should fail for user role in result", () => { + const result = { + model: "test", + role: "user", + content: { type: "text", text: "test" } + }; + + const parseResult = CreateMessageResultSchema.safeParse(result); + expect(parseResult.success).toBe(false); + }); + }); + + describe("ClientCapabilities with sampling", () => { + test("should validate capabilities with sampling.tools", () => { + const capabilities = { + sampling: { + tools: {} + } + }; + + const result = ClientCapabilitiesSchema.safeParse(capabilities); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.sampling?.tools).toBeDefined(); + } + }); + + test("should validate capabilities with sampling.context", () => { + const capabilities = { + sampling: { + context: {} + } + }; + + const result = ClientCapabilitiesSchema.safeParse(capabilities); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.sampling?.context).toBeDefined(); + } + }); + + test("should validate capabilities with both", () => { + const capabilities = { + sampling: { + context: {}, + tools: {} + } + }; + + const result = ClientCapabilitiesSchema.safeParse(capabilities); + expect(result.success).toBe(true); + if (result.success) { + expect(result.data.sampling?.context).toBeDefined(); + expect(result.data.sampling?.tools).toBeDefined(); + } + }); + }); }); diff --git a/src/types.ts b/src/types.ts index 8b695a73b..d68374536 100644 --- a/src/types.ts +++ b/src/types.ts @@ -282,7 +282,20 @@ export const ClientCapabilitiesSchema = z.object({ /** * Present if the client supports sampling from an LLM. */ - sampling: AssertObjectSchema.optional(), + sampling: z + .object({ + /** + * Present if the client supports non-'none' values for includeContext parameter. + * SOFT-DEPRECATED: New implementations should use tools parameter instead. + */ + context: AssertObjectSchema.optional(), + /** + * Present if the client supports tools and tool_choice parameters in sampling requests. + * Presence indicates full tool calling support. + */ + tools: AssertObjectSchema.optional(), + }) + .optional(), /** * Present if the client supports eliciting user input. */ @@ -804,6 +817,36 @@ export const AudioContentSchema = z.object({ _meta: z.record(z.string(), z.unknown()).optional() }); +/** + * A tool call request from an assistant (LLM). + * Represents the assistant's request to use a tool. + */ +export const ToolUseContentSchema = z + .object({ + type: z.literal("tool_use"), + /** + * The name of the tool to invoke. + * Must match a tool name from the request's tools array. + */ + name: z.string(), + /** + * Unique identifier for this tool call. + * Used to correlate with ToolResultContent in subsequent messages. + */ + id: z.string(), + /** + * Arguments to pass to the tool. + * Must conform to the tool's inputSchema. + */ + input: z.object({}).passthrough(), + /** + * See [MCP specification](https://github.com/modelcontextprotocol/modelcontextprotocol/blob/47339c03c143bb4ec01a26e721a1b8fe66634ebe/docs/specification/draft/basic/index.mdx#general-fields) + * for notes on _meta usage. + */ + _meta: z.optional(z.object({}).passthrough()), + }) + .passthrough(); + /** * The contents of a resource, embedded into a prompt or tool call result. */ @@ -1130,13 +1173,99 @@ export const ModelPreferencesSchema = z.object({ intelligencePriority: z.optional(z.number().min(0).max(1)) }); +/** + * Controls tool usage behavior in sampling requests. + */ +export const ToolChoiceSchema = z + .object({ + /** + * Controls when tools are used: + * - "auto": Model decides whether to use tools (default) + * - "required": Model MUST use at least one tool before completing + */ + mode: z.optional(z.enum(["auto", "required", "none"])), + /** + * If true, model should not use multiple tools in parallel. + * Some models may ignore this hint. + * Default: false + */ + disable_parallel_tool_use: z.optional(z.boolean()), + }) + .passthrough(); + +/** + * The result of a tool execution, provided by the user (server). + * Represents the outcome of invoking a tool requested via ToolUseContent. + */ +export const ToolResultContentSchema = z + .object({ + type: z.literal("tool_result"), + toolUseId: z.string().describe("The unique identifier for the corresponding tool call."), + content: z.array(ContentBlockSchema).default([]), + structuredContent: z.object({}).passthrough().optional(), + isError: z.optional(z.boolean()), + + /** + * See [MCP specification](https://github.com/modelcontextprotocol/modelcontextprotocol/blob/47339c03c143bb4ec01a26e721a1b8fe66634ebe/docs/specification/draft/basic/index.mdx#general-fields) + * for notes on _meta usage. + */ + _meta: z.optional(z.object({}).passthrough()), + }) + .passthrough(); + +export const UserMessageContentSchema = z.discriminatedUnion("type", [ + TextContentSchema, + ImageContentSchema, + AudioContentSchema, + ToolResultContentSchema, +]); + +/** + * A message from the user (server) in a sampling conversation. + */ +export const UserMessageSchema = z + .object({ + role: z.literal("user"), + content: z.union([UserMessageContentSchema, z.array(UserMessageContentSchema)]), + /** + * See [MCP specification](https://github.com/modelcontextprotocol/modelcontextprotocol/blob/47339c03c143bb4ec01a26e721a1b8fe66634ebe/docs/specification/draft/basic/index.mdx#general-fields) + * for notes on _meta usage. + */ + _meta: z.optional(z.object({}).passthrough()), + }) + .passthrough(); + +export const AssistantMessageContentSchema = z.discriminatedUnion("type", [ + TextContentSchema, + ImageContentSchema, + AudioContentSchema, + ToolUseContentSchema, +]); + +/** + * A message from the assistant (LLM) in a sampling conversation. + */ +export const AssistantMessageSchema = z + .object({ + role: z.literal("assistant"), + content: z.union([AssistantMessageContentSchema, z.array(AssistantMessageContentSchema)]), + /** + * See [MCP specification](https://github.com/modelcontextprotocol/modelcontextprotocol/blob/47339c03c143bb4ec01a26e721a1b8fe66634ebe/docs/specification/draft/basic/index.mdx#general-fields) + * for notes on _meta usage. + */ + _meta: z.optional(z.object({}).passthrough()), + }) + .passthrough(); + /** * Describes a message issued to or received from an LLM API. + * This is a discriminated union of UserMessage and AssistantMessage, where + * each role has its own set of allowed content types. */ -export const SamplingMessageSchema = z.object({ - role: z.enum(['user', 'assistant']), - content: z.union([TextContentSchema, ImageContentSchema, AudioContentSchema]) -}); +export const SamplingMessageSchema = z.discriminatedUnion("role", [ + UserMessageSchema, + AssistantMessageSchema, +]); /** * Parameters for a `sampling/createMessage` request. @@ -1166,7 +1295,17 @@ export const CreateMessageRequestParamsSchema = BaseRequestParamsSchema.extend({ /** * Optional metadata to pass through to the LLM provider. The format of this metadata is provider-specific. */ - metadata: AssertObjectSchema.optional() + metadata: AssertObjectSchema.optional(), + /** + * Tool definitions for the LLM to use. + * Requires clientCapabilities.sampling.tools. + */ + tools: z.optional(z.array(ToolSchema)), + /** + * Controls tool usage behavior. + * Requires clientCapabilities.sampling.tools and tools parameter. + */ + toolChoice: z.optional(ToolChoiceSchema), }); /** * A request from the server to sample an LLM via the client. The client has full discretion over which model to select. The client should also inform the user before beginning sampling, to allow them to inspect the request (human in the loop) and decide whether to approve it. @@ -1186,10 +1325,24 @@ export const CreateMessageResultSchema = ResultSchema.extend({ model: z.string(), /** * The reason why sampling stopped. + * - "endTurn": Model completed naturally + * - "stopSequence": Hit a stop sequence + * - "maxTokens": Reached token limit + * - "toolUse": Model wants to use a tool + * - "refusal": Model refused the request + * - "other": Other provider-specific reason + */ + stopReason: z.optional( + z.enum(["endTurn", "stopSequence", "maxTokens", "toolUse"]).or(z.string()), + ), + /** + * The role is always "assistant" in responses from the LLM. */ - stopReason: z.optional(z.enum(['endTurn', 'stopSequence', 'maxTokens']).or(z.string())), - role: z.enum(['user', 'assistant']), - content: z.discriminatedUnion('type', [TextContentSchema, ImageContentSchema, AudioContentSchema]) + role: z.literal("assistant"), + /** + * Response content. May be ToolUseContent if stopReason is "toolUse". + */ + content: z.union([AssistantMessageContentSchema, z.array(AssistantMessageContentSchema)]), }); /* Elicitation */ @@ -1617,6 +1770,8 @@ export type GetPromptRequest = Infer; export type TextContent = Infer; export type ImageContent = Infer; export type AudioContent = Infer; +export type ToolUseContent = Infer; +export type ToolResultContent = Infer; export type EmbeddedResource = Infer; export type ResourceLink = Infer; export type ContentBlock = Infer; @@ -1643,12 +1798,17 @@ export type LoggingMessageNotificationParams = Infer; /* Sampling */ +export type ToolChoice = Infer; +export type UserMessage = Infer; +export type AssistantMessage = Infer; export type ModelHint = Infer; export type ModelPreferences = Infer; export type SamplingMessage = Infer; export type CreateMessageRequestParams = Infer; export type CreateMessageRequest = Infer; export type CreateMessageResult = Infer; +export type AssistantMessageContent = Infer; +export type UserMessageContent = Infer; /* Elicitation */ export type BooleanSchema = Infer;