diff --git a/content/60_mcp_review_aws_iam_policies/.aillyrc b/content/60_mcp_review_aws_iam_policies/.aillyrc
new file mode 100644
index 0000000..ad82ac6
--- /dev/null
+++ b/content/60_mcp_review_aws_iam_policies/.aillyrc
@@ -0,0 +1,12 @@
+---
+isolated: true
+mcp:
+  awslabs.aws-documentation-mcp-server:
+    command: "uvx"
+    args:
+      - awslabs.aws-documentation-mcp-server@latest
+    env:
+      FASTMCP_LOG_LEVEL: error
+---
+
+You are an AWS Docs Writer, preparing technical materials for analysis and summary by an LLM.
diff --git a/core/package.json b/core/package.json
index 7710f51..7c0923b 100644
--- a/core/package.json
+++ b/core/package.json
@@ -32,6 +32,7 @@
     "@aws-sdk/credential-providers": "^3.572.0",
     "@davidsouther/jiffies": "^2.2.5",
     "@dqbd/tiktoken": "^1.0.7",
+    "@modelcontextprotocol/sdk": "^1.12.1",
     "esbuild": "0.25.4",
     "gitignore-parser": "^0.0.2",
     "gray-matter": "^4.0.3",
diff --git a/core/src/actions/prompt_thread.test.ts b/core/src/actions/prompt_thread.test.ts
index 3c48491..17da4f4 100644
--- a/core/src/actions/prompt_thread.test.ts
+++ b/core/src/actions/prompt_thread.test.ts
@@ -7,10 +7,12 @@ import { range } from "@davidsouther/jiffies/lib/cjs/range.js";
 import { cleanState } from "@davidsouther/jiffies/lib/cjs/scope/state";
 import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
 import { getPlugin, makePipelineSettings } from "..";
-import { loadContent } from "../content/content.js";
+import { type Content, loadContent } from "../content/content.js";
 import { getEngine } from "../engine/index.js";
 import { TIMEOUT } from "../engine/noop.js";
+import type { Tool } from "../engine/tool";
 import { LOGGER } from "../index.js";
+import { MCPClient, type MCPServersConfig } from "../mcp";
 import { withResolvers } from "../util.js";
 import {
   PromptThread,
@@ -107,9 +109,7 @@ describe("generateOne", () => {
     );
     expect(state.logger.info).toHaveBeenCalledWith("Skipping /b.txt");
     state.logger.info.mockClear();
-    //   });
 
-    //   it("generates others", async () => {
     const content = state.context["/c.txt"];
     expect(content.response).toBeUndefined();
     await generateOne(
@@ -168,8 +168,6 @@ describe("PromptThread", () => {
       system: [],
       meta: { isolated: true },
     });
-    state.logger.debug.mockClear();
-    state.logger.info.mockClear();
     const content = [...Object.values(context)];
     const plugin = await (await getPlugin("none")).default(
       state.engine,
@@ -186,6 +184,11 @@ describe("PromptThread", () => {
     expect(thread.finished).toBe(0);
     expect(thread.errors.length).toBe(0);
 
+    await Promise.resolve();
+    await Promise.resolve();
+    await Promise.resolve();
+    await Promise.resolve();
+    await Promise.resolve();
     await Promise.resolve();
     await Promise.resolve();
     await Promise.resolve();
@@ -208,8 +211,6 @@ describe("PromptThread", () => {
   it("runs sequence", async () => {
     const settings = await makePipelineSettings({ root: "/" });
     const context = await loadContent(state.fs);
-    state.logger.debug.mockClear();
-    state.logger.info.mockClear();
     const content = [...Object.values(context)];
     const plugin = await (await getPlugin("none")).default(
       state.engine,
@@ -232,4 +233,74 @@ describe("PromptThread", () => {
     expect(thread.finished).toBe(3);
     expect(thread.errors.length).toBe(0);
   });
+
+  it("runs with MCP", async () => {
+    const settings = await makePipelineSettings({
+      root: "/",
+      isolated: true,
+      combined: true,
+    });
+    const fs = new FileSystem(
+      new ObjectFileSystemAdapter({
+        ".ailly.md": "---\nmcp:\n  mock:\n    type: mock\n---\n",
+        "a.txt": "USE add WITH 40 7",
+      }),
+    );
+    const context = await loadContent(fs);
+    const content = [...Object.values(context)];
+    const client = new (class MockClient extends MCPClient {
+      initialize(_config?: MCPServersConfig): Promise<void> {
+        return Promise.resolve();
+      }
+      getAllTools(): Tool[] {
+        return [
+          {
+            name: "add",
+            parameters: {
+              type: "object",
+              properties: { args: { type: "array" } },
+            },
+          },
+        ];
+      }
+
+      async invokeTool(
+        toolName: string,
+        parameters: Record<string, unknown>,
+        _context?: string,
+      ): Promise<string> {
+        if (toolName === "add") {
+          const { args } = parameters;
+          const nums = (args as string[]).map(Number);
+          const sum = nums.reduce((a, b) => a + b, 0);
+          return `${sum}`;
+        }
+        return "";
+      }
+    })();
+    for (const f of content) {
+      f.context.mcpClient = client;
+    }
+    const plugin = await (await getPlugin("none")).default(
+      state.engine,
+      settings,
+    );
+    const thread = PromptThread.run(
+      content,
+      context,
+      settings,
+      state.engine,
+      plugin,
+    );
+
+    await thread.allSettled();
+
+    expect(thread.isDone).toBe(true);
+    expect(thread.finished).toBe(1);
+    expect(thread.errors.length).toBe(0);
+
+    expect(content.at(-1)?.response).toBe(
+      'USING TOOL add WITH ARGS [40, 7]\nTOOL RETURNED "47"\n',
+    );
+  });
 });
diff --git a/core/src/actions/prompt_thread.ts b/core/src/actions/prompt_thread.ts
index 82fceed..37c7cbf 100644
--- a/core/src/actions/prompt_thread.ts
+++ b/core/src/actions/prompt_thread.ts
@@ -14,6 +14,7 @@ import {
   LOGGER,
   type PipelineSettings,
 } from "../index.js";
+import { MCPClient } from "../mcp";
 import type { Plugin } from "../plugin/index.js";
 
 export interface PromptThreadsSummary {
@@ -117,6 +118,20 @@ export class PromptThread {
         this.settings.templateView,
       );
     }
+
+    if (c.meta?.mcp && !c.context.mcpClient) {
+      const mcpClient = new MCPClient();
+
+      // Extract MCP information from meta server and attach MCP Clients to Context
+      await mcpClient.initialize({ servers: c.meta.mcp });
+
+      // Assign all the tools to meta.tools
+      c.meta.tools = mcpClient.getAllTools();
+
+      // Attach MCP Clients to context
+      c.context.mcpClient = mcpClient;
+    }
+
     try {
       await this.template(c, this.view);
       await this.plugin.augment(c);
@@ -227,13 +242,39 @@ export function generateOne(
     },
   };
 
-  try {
+  async function runWithTools() {
     const generator = engine.generate(c, settings);
     assertExists(c.responseStream).resolve(generator.stream);
-    return generator.done.finally(() => {
-      c.response = generator.message();
+    await generator.done.finally(() => {
+      c.response = (c.response ?? "") + generator.message();
       assertExists(c.meta).debug = { ...c.meta?.debug, ...generator.debug() };
     });
+    const { toolUse } = generator.debug();
+    if (toolUse && c.meta && c.context.mcpClient) {
+      const result = await c.context.mcpClient.invokeTool(
+        toolUse.name,
+        toolUse.input,
+      );
+
+      c.meta.messages ??= [];
+
+      c.meta.messages.push({
+        role: "assistant",
+        content: c.response ?? "",
+        toolUse: {
+          name: toolUse.name,
+          input: toolUse.input,
+          result: JSON.stringify(result),
+          id: toolUse.id,
+        },
+      });
+      c.meta.continue = true;
+      return runWithTools();
+    }
+  }
+
+  try {
+    return runWithTools();
   } catch (err) {
     LOGGER.error(`Uncaught error in ${engine.name} generator`, { err });
     if (c.meta?.debug) {
diff --git a/core/src/content/content.test.ts b/core/src/content/content.test.ts
index c5b154b..a86f617 100644
--- a/core/src/content/content.test.ts
+++ b/core/src/content/content.test.ts
@@ -364,6 +364,65 @@ describe("Loading aillyrc", () => {
       },
     });
   });
+
+  test("it loads MCP server config", async () => {
+    const fs = new FileSystem(
+      new ObjectFileSystemAdapter({
+        ".aillyrc": `---
+mcp:
+  base:
+    type: stdio
+    command: base
+---
+`,
+        root: {
+          ".aillyrc": `---
+mcp:
+  root:
+    type: http
+    url: localhost:8080
+---
+`,
+
+          a: "a",
+        },
+      }),
+    );
+
+    const content = await loadContent(fs, {
+      meta: { context: "conversation" },
+    });
+
+    expect(content).toMatchObject({
+      "/root/a": {
+        name: "a",
+        path: "/root/a",
+        outPath: "/root/a.ailly.md",
+        prompt: "a",
+        context: {
+          system: [],
+          view: {},
+        },
+        meta: {
+          combined: false,
+          context: "conversation",
+          parent: "root",
+          root: "/root",
+          text: "a",
+          mcp: {
+            base: {
+              type: "stdio",
+              command: "base",
+            },
+            root: {
+              type: "http",
+              url: "localhost:8080",
+            },
+          },
+        },
+      },
+    });
+  });
 });
 
 describe("Loading", () => {
@@ -732,6 +791,7 @@ describe("Writing", () => {
     });
   });
 });
+
 describe("combined vs separate", () => {
   test("it loads combined prompt and responses", async () => {
     const fs = new FileSystem(
diff --git a/core/src/content/content.ts b/core/src/content/content.ts
index cdcc229..babd5c5 100644
--- a/core/src/content/content.ts
+++ b/core/src/content/content.ts
@@ -1,6 +1,7 @@
 import { dirname, join } from "node:path";
 import matter, { type GrayMatterFile } from "gray-matter";
 import * as YAML from "yaml";
+import type { MCPClient, MCPConfig } from "../mcp";
 
 import {
   type FileSystem,
@@ -12,11 +13,9 @@ import {
   isAbsolute,
 } from "@davidsouther/jiffies/lib/cjs/fs.js";
 
-import {
-  assertExists,
-  checkExhaustive,
-} from "@davidsouther/jiffies/lib/cjs/assert";
+import { checkExhaustive } from "@davidsouther/jiffies/lib/cjs/assert";
 import type { EngineDebug, Message } from "../engine/index.js";
+import type { Tool } from "../engine/tool.js";
 import { LOGGER } from "../index.js";
 import {
   type PromiseWithResolvers,
@@ -60,6 +59,7 @@ export interface Context {
   edit?:
     | { start: number; end: number; file: string }
     | { after: number; file: string };
+  mcpClient?: MCPClient;
 }
 
 // Additional useful metadata.
@@ -80,6 +80,8 @@ export interface ContentMeta {
   prompt?: string;
   temperature?: number;
   maxTokens?: number;
+  tools?: Tool[];
+  mcp?: MCPConfig;
 }
 
 export type AillyEditReplace = { start: number; end: number; file: string };
@@ -359,13 +361,20 @@ export async function loadAillyRc(
 
 async function mergeAillyRc(
   content_meta: ContentMeta,
-  data: { [key: string]: unknown },
+  data: Record<string, unknown>,
   content: string,
   view: View,
   system: System[],
   fs: FileSystem,
 ): Promise<[System[], ContentMeta]> {
+  const mcp: MCPConfig = {
+    ...(content_meta.mcp ?? {}),
+    ...((data.mcp as MCPConfig) ?? {}),
+  };
   const meta = { ...{ parent: "root" as const }, ...content_meta, ...data };
+  if (Object.keys(mcp)) {
+    meta.mcp = mcp;
+  }
   switch (meta.parent) {
     case "root":
       if (!(content === "" && Object.keys(view).length === 0))
diff --git a/core/src/engine/bedrock/bedrock.test.ts b/core/src/engine/bedrock/bedrock.test.ts
index 64f3934..2974500 100644
--- a/core/src/engine/bedrock/bedrock.test.ts
+++ b/core/src/engine/bedrock/bedrock.test.ts
@@ -6,9 +6,9 @@ import {
 } from "@davidsouther/jiffies/lib/cjs/fs.js";
 import { cleanState } from "@davidsouther/jiffies/lib/cjs/scope/state.js";
 
-import { loadContent } from "../../content/content";
+import { type Content, loadContent } from "../../content/content";
 import { makePipelineSettings } from "../../index.js";
-import { format } from "./bedrock";
+import { contentToToolConfig, format } from "./bedrock";
 import { converseBuilder } from "./prompt_builder.js";
 
 describe("bedrock claude3", () => {
@@ -42,6 +42,82 @@ describe("bedrock claude3", () => {
     });
   });
 
+  describe("contentToToolConfig", () => {
+    it("converts content tools to Bedrock tool config", () => {
+      const content: Content = {
+        path: "/test/path",
+        outPath: "/test/outPath",
+        name: "test",
+        prompt: "test prompt",
+        context: { view: false },
+        meta: {
+          tools: [
+            {
+              name: "test_tool",
+              description: "A test tool for testing",
+              parameters: {
+                type: "object",
+                properties: {
+                  param1: {
+                    type: "string",
+                    description: "First parameter",
+                  },
+                  param2: {
+                    type: "number",
+                    description: "Second parameter",
+                  },
+                },
+                required: ["param1"],
+              },
+            },
+          ],
+        },
+      };
+
+      const result = contentToToolConfig(content);
+
+      expect(result).toEqual({
+        tools: [
+          {
+            toolSpec: {
+              name: "test_tool",
+              description: "A test tool for testing",
+              inputSchema: {
+                json: {
+                  type: "object",
+                  properties: {
+                    param1: {
+                      type: "string",
+                      description: "First parameter",
+                    },
+                    param2: {
+                      type: "number",
+                      description: "Second parameter",
+                    },
+                  },
+                  required: ["param1"],
+                },
+              },
+            },
+          },
+        ],
+      });
+    });
+
+    it("returns undefined tools when content has no tools", () => {
+      const content: Content = {
+        path: "/test/path",
+        outPath: "/test/outPath",
+        name: "test",
+        prompt: "test prompt",
+        context: { view: false },
+        meta: {},
+      };
+      const result = contentToToolConfig(content);
+      expect(result).toEqual({ tools: undefined });
+    });
+  });
+
   describe("format", () => {
     const state = cleanState(async () => {
       const root = "/root";
diff --git a/core/src/engine/bedrock/bedrock.ts b/core/src/engine/bedrock/bedrock.ts
index 4fabfee..651eddc 100644
--- a/core/src/engine/bedrock/bedrock.ts
+++ b/core/src/engine/bedrock/bedrock.ts
@@ -6,13 +6,15 @@ import {
   type ConverseStreamCommandInput,
   InvokeModelCommand,
   type SystemContentBlock,
+  type Tool,
+  type ToolInputSchema,
 } from "@aws-sdk/client-bedrock-runtime";
 import { fromNodeProviderChain } from "@aws-sdk/credential-providers";
 import { getLogger } from "@davidsouther/jiffies/lib/cjs/log.js";
 
 import { assertExists } from "@davidsouther/jiffies/lib/cjs/assert";
-import type { Content, View } from "../../content/content.js";
-import { LOGGER as ROOT_LOGGER } from "../../index.js";
+import type { Content, ContentMeta, View } from "../../content/content.js";
+import { LOGGER as ROOT_LOGGER, content } from "../../index.js";
 import type { EngineDebug, EngineGenerate, Summary } from "../index.js";
 import { addContentMessages } from "../messages.js";
 import { type Models, type Prompt, PromptBuilder } from "./prompt_builder.js";
@@ -79,17 +81,10 @@ export const generate: EngineGenerate<BedrockDebug> = (
   if (!inMessages.find((m) => m.role === "user")) {
     throw new Error("Bedrock must have at least one message with role: user");
   }
-  const stopSequences = c.context.edit ? ["```"] : undefined;
-
   const promptBuilder = new PromptBuilder(model as Models);
   const prompt: Prompt = promptBuilder.build(inMessages);
   prompt.system = prompt.system.trim() || DEFAULT_SYSTEM_PROMPT;
 
-  // Use given temperature; or 0 for edit (don't want creativity) but 1.0 generally.
-  const temperature =
-    (c.meta?.temperature ?? c.context.edit !== undefined) ? 0.0 : 1.0;
-  const maxTokens = c.meta?.maxTokens;
-
   LOGGER.debug("Bedrock sending prompt", {
     ...prompt,
     messages: [`...${inMessages.length} messages...`],
@@ -97,7 +92,6 @@ export const generate: EngineGenerate<BedrockDebug> = (
   });
 
   try {
-    let message: string = c.meta?.continue ? (c.response ?? "") : "";
     const debug: BedrockDebug = {
       id: "",
       finish: "unknown",
@@ -109,23 +103,9 @@ export const generate: EngineGenerate<BedrockDebug> = (
     });
     const stream = new TransformStream();
     const writer = stream.writable.getWriter();
-    const converseStreamCommand: ConverseStreamCommandInput = {
-      modelId: model,
-      system: [
-        {
-          text: prompt.system,
-        } satisfies SystemContentBlock,
-      ],
-      messages: prompt.messages.map((message) => ({
-        role: message.role,
-        content: [{ text: message.content } satisfies ContentBlock],
-      })),
-      inferenceConfig: {
-        maxTokens,
-        stopSequences,
-        temperature,
-      },
-    };
+    let message: string = c.meta?.continue ? (c.response ?? "") : "";
+    const converseStreamCommand: ConverseStreamCommandInput =
+      createConverseStreamCommand(model, c, prompt);
     LOGGER.trace("Sending ConverseStreamCommand", {
       converseStreamCommand,
     });
@@ -189,6 +169,11 @@ export const generate: EngineGenerate<BedrockDebug> = (
           }
 
           if (block.contentBlockStart) {
+            const toolUse = block.contentBlockStart.start?.toolUse;
+            const { name, toolUseId } = toolUse ?? { name: undefined };
+            if (name && toolUseId) {
+              debug.toolUse = { name, input: {}, partial: "", id: toolUseId };
+            }
           }
 
           if (block.contentBlockDelta) {
@@ -199,12 +184,15 @@ export const generate: EngineGenerate<BedrockDebug> = (
               await writer.write(text);
             }
             const tool = block.contentBlockDelta.delta?.toolUse;
-            if (tool) {
-              // pass
+            if (tool && debug.toolUse) {
+              debug.toolUse.partial += tool.input ?? "";
             }
           }
+
           if (block.contentBlockStop) {
-            // Nothing to do
+            if (debug.toolUse) {
+              debug.toolUse.input = JSON.parse(debug.toolUse.partial);
+            }
           }
 
           if (block.messageStop) {
@@ -254,6 +242,74 @@ export const generate: EngineGenerate<BedrockDebug> = (
   }
 };
 
+export const contentToToolConfig = (c: Content) => {
+  return {
+    tools: c.meta?.tools?.map(
+      (tool) =>
+        ({
+          toolSpec: {
+            name: tool.name,
+            description: tool.description,
+            inputSchema: {
+              json: tool.parameters,
+            } as unknown as ToolInputSchema.JsonMember, // We're more strict than Bedrock, hence the unknown cast.
+          },
+        }) as Tool.ToolSpecMember,
+    ),
+    // {
+    //   "toolSpec": {
+    //     "name": "top_song",
+    //     "description": "Get the most popular song played on a radio station.",
+    //     "inputSchema": {
+    //       "json": {
+    //         "type": "object",
+    //         "properties": {
+    //           "sign": {
+    //             "type": "string",
+    //             "description": "The call sign for the radio station for which you want the most popular song. Example calls signs are WZPZ and WKRP."
+    //           }
+    //         },
+    //         "required": [
+    //           "sign"
+    //         ]
+    //       }
+    //     }
+    //   }
+    // }
+  };
+};
+
+export const createConverseStreamCommand = (
+  model: string,
+  c: Content,
+  prompt: Prompt,
+): ConverseStreamCommandInput => {
+  const stopSequences = c.context.edit ? ["```"] : undefined;
+  // Use given temperature; or 0 for edit (don't want creativity) but 1.0 generally.
+  const temperature =
+    (c.meta?.temperature ?? c.context.edit !== undefined) ? 0.0 : 1.0;
+  const maxTokens = c.meta?.maxTokens;
+
+  return {
+    modelId: model,
+    system: [
+      {
+        text: prompt.system,
+      } satisfies SystemContentBlock,
+    ],
+    messages: prompt.messages.map((message) => ({
+      role: message.role,
+      content: [{ text: message.content } satisfies ContentBlock],
+    })),
+    toolConfig: contentToToolConfig(c),
+    inferenceConfig: {
+      maxTokens,
+      stopSequences,
+      temperature,
+    },
+  };
+};
+
 function makeClient() {
   return new BedrockRuntimeClient({
     credentials: fromNodeProviderChain({
diff --git a/core/src/engine/index.ts b/core/src/engine/index.ts
index a010587..03423a6 100644
--- a/core/src/engine/index.ts
+++ b/core/src/engine/index.ts
@@ -7,6 +7,12 @@ import * as noop from "./noop.js";
 import * as openai from "./openai.js";
 
 export interface EngineDebug {
+  toolUse?: {
+    name: string;
+    input: Record<string, unknown>;
+    partial: string;
+    id: string;
+  };
   engine?: string;
   model?: string;
   finish?: string;
@@ -14,7 +20,7 @@ export interface EngineDebug {
   lastRun?: Temporal.Instant | string;
 }
 
-export type EngineGenerate<D extends EngineDebug = object> = (
+export type EngineGenerate<D extends EngineDebug = EngineDebug> = (
   c: Content,
   parameters: PipelineSettings,
 ) => {
@@ -38,6 +44,12 @@ export interface Engine {
 export interface Message {
   role: "system" | "user" | "assistant";
   content: string;
+  toolUse?: {
+    name: string;
+    input: Record<string, unknown>;
+    result: string;
+    id?: string;
+  };
   tokens?: number;
 }
 
diff --git a/core/src/engine/noop.ts b/core/src/engine/noop.ts
index 10bb5ba..faf351f 100644
--- a/core/src/engine/noop.ts
+++ b/core/src/engine/noop.ts
@@ -1,7 +1,7 @@
 import { getLogger } from "@davidsouther/jiffies/lib/cjs/log.js";
 import type { Content } from "../content/content.js";
 import { type PipelineSettings, LOGGER as ROOT_LOGGER } from "../index.js";
-import type { EngineGenerate } from "./index.js";
+import type { EngineDebug, EngineGenerate } from "./index.js";
 import { addContentMessages } from "./messages.js";
 
 const LOGGER = getLogger("@ailly/core:noop");
@@ -35,20 +35,7 @@ export const generate: EngineGenerate = (
   LOGGER.level = ROOT_LOGGER.level;
   LOGGER.format = ROOT_LOGGER.format;
 
-  const system = content.context.system
-    ?.map((s, i) => `[system ${i}] ${s.content}`)
-    .join("\n");
-  const messages = content.meta?.messages
-    ?.map((m, i) => `[message ${i}] ${m.role}: ${m.content}`)
-    .join("\n");
-  const message =
-    process.env.AILLY_NOOP_RESPONSE ??
-    [
-      `noop response for ${content.name}:`,
-      system,
-      messages,
-      `[response] ${content.prompt}`,
-    ].join("\n");
+  const [message, debug] = makeMessages(content);
 
   let error: Error | undefined;
   const stream = new TextEncoderStream();
@@ -79,11 +66,62 @@ export const generate: EngineGenerate = (
   return {
     stream: stream.readable,
     message: () => message,
-    debug: () => (error ? { finish: "failed", error } : {}),
+    debug: () => (error ? { finish: "failed", error } : debug),
     done,
+    ...debug,
   };
 };
 
+function makeMessages(content: Content): [string, EngineDebug] {
+  const system = content.context.system
+    ?.map((s, i) => `[system ${i}] ${s.content}`)
+    .join("\n");
+  const messageList = content.meta?.messages ?? [];
+  const messages = messageList
+    .map((m, i) => `[message ${i}] ${m.role}: ${m.content}`)
+    .join("\n");
+
+  const last = messageList.at(-1);
+  if (last?.toolUse) {
+    return [`TOOL RETURNED ${last.toolUse.result}\n`, {}];
+  }
+
+  if (last?.content.includes("USE")) {
+    const useTool = messageList
+      .at(-1)
+      ?.content.match(/USE (?<tool>[^\s]+) WITH (?<args>[^\n]+)/);
+    if (useTool) {
+      const { tool, args: rawArgs } = useTool.groups ?? {};
+      const args = rawArgs.split(/\s+/);
+      return [
+        `USING TOOL ${tool} WITH ARGS [${args.join(", ")}]\n`,
+        {
+          toolUse: {
+            name: tool,
+            input: { args },
+            partial: "",
+            id: "",
+          },
+        },
+      ];
+      // TODO:
+      // 1. Include tool use metadata in interim response
+      // 2. Include tool use response in final response
+    }
+  }
+
+  return [
+    process.env.AILLY_NOOP_RESPONSE ??
+      [
+        `noop response for ${content.name}:`,
+        system,
+        messages,
+        `[response] ${content.prompt}`,
+      ].join("\n"),
+    {},
+  ];
+}
+
 function sleep(duration: number) {
   if (Number.isFinite(duration) && duration > 16)
     return new Promise<void>((resolve) => {
diff --git a/core/src/engine/tool.ts b/core/src/engine/tool.ts
new file mode 100644
index 0000000..461cc9d
--- /dev/null
+++ b/core/src/engine/tool.ts
@@ -0,0 +1,26 @@
+export type JSONSchemaTypeName =
+  | "string"
+  | "number"
+  | "integer"
+  | "boolean"
+  | "object"
+  | "array";
+
+export interface ToolParameters {
+  type: "object";
+  properties: {
+    [key: string]: {
+      type: JSONSchemaTypeName;
+      description?: string;
+      enum?: string[];
+    };
+  };
+  required?: string[];
+  additionalProperties?: boolean;
+}
+
+export interface Tool {
+  name: string;
+  description?: string;
+  parameters: ToolParameters;
+}
diff --git a/core/src/mcp.test.ts b/core/src/mcp.test.ts
new file mode 100644
index 0000000..a2b58f0
--- /dev/null
+++ b/core/src/mcp.test.ts
@@ -0,0 +1,31 @@
+#!/usr/bin/env node
+
+import { mcpWrapper } from "./mcp";
+
+import { expect, test } from "vitest";
+
+test("aws-mcp-test", async () => {
+  console.log("Initializing MCP wrapper...");
+
+  // Initialize the wrapper with the configuration
+  await mcpWrapper.initialize({
+    servers: {
+      mock: {
+        type: "stdio",
+        command: "npm",
+        args: ["run", "mock-mcp-server"],
+        env: {
+          FASTMCP_LOG_LEVEL: "ERROR",
+        },
+      },
+    },
+  });
+
+  const tools = await mcpWrapper.getToolsMap();
+  expect(tools.size).toBe(3);
+  expect(tools.has("read_documentation")).toBe(true);
+  expect(tools.has("search_documentation")).toBe(true);
+  expect(tools.has("recommend")).toBe(true);
+
+  await mcpWrapper.cleanup();
+}, 100000);
diff --git a/core/src/mcp.ts b/core/src/mcp.ts
new file mode 100644
index 0000000..993698f
--- /dev/null
+++ b/core/src/mcp.ts
@@ -0,0 +1,182 @@
+import { Client } from "@modelcontextprotocol/sdk/client/index";
+import { StdioClientTransport } from "@modelcontextprotocol/sdk/client/stdio";
+
+import type { JSONSchemaTypeName, Tool } from "./engine/tool";
+
+export type MCPServerConfig =
+  | {
+      type: "stdio";
+      command: string;
+      args?: string[];
+      env?: Record<string, string>;
+    }
+  | { type: "http"; url: string; headers?: Record<string, string> };
+
+export type MCPConfig = Record<string, MCPServerConfig>;
+
+/**
+ * Configuration for MCP servers
+ */
+export interface MCPServersConfig {
+  servers: MCPConfig;
+  inputs?: Array<{
+    type: string;
+    id: string;
+    description: string;
+    password?: boolean;
+  }>;
+}
+
+export interface ToolInformation {
+  client: Client;
+  tool: Tool;
+}
+
+/**
+ * Wrapper for MCP Client
+ */
+export class MCPClient {
+  private toolsMap: Map<string, ToolInformation> = new Map();
+  private config?: MCPServersConfig;
+  /**
+   * Initialize the MCP wrapper with a configuration
+   */
+  async initialize(config: MCPServersConfig | undefined): Promise<void> {
+    this.config = config;
+    await this.fillToolInformation();
+  }
+
+  /**
+   * Get the current configuration
+   */
+  getToolsMap(): Map<string, ToolInformation> {
+    return this.toolsMap;
+  }
+
+  /**
+   * Get the current configuration
+   */
+  getConfig(): MCPServersConfig | undefined {
+    return this.config;
+  }
+
+  /**
+   * Get or create an MCP client for a server
+   */
+  async fillToolInformation() {
+    for (const serverConfig of Object.values(this.config?.servers ?? {})) {
+      const clientInfo = { name: "ailly-client", version: "1.0.0" };
+
+      // Create client and transport based on server type
+      let client: Client;
+      let transport: StdioClientTransport;
+
+      if (serverConfig.type === "stdio" && serverConfig.command) {
+        client = new Client(clientInfo);
+        transport = new StdioClientTransport({
+          command: serverConfig.command,
+          args: serverConfig.args || [],
+          env: serverConfig.env || {},
+        });
+      } else {
+        throw new Error("Invalid server configuration.");
+      }
+
+      await client.connect(transport);
+
+      const tools = await this.getTools(client);
+
+      for (const tool of tools) {
+        this.toolsMap.set(`${tool.name}`, { client, tool });
+      }
+    }
+  }
+
+  /**
+   * Invoke a tool on an MCP server
+   */
+  async invokeTool(
+    toolName: string,
+    parameters: Record<string, unknown>,
+    context?: string,
+  ) {
+    const toolInfo = this.toolsMap.get(toolName);
+    if (!toolInfo) {
+      throw new Error(`Tool ${toolName} not found`);
+    }
+
+    const { client } = toolInfo;
+
+    return await client.callTool({
+      name: toolName,
+      arguments: parameters,
+      ...(context ? { context } : {}),
+    });
+  }
+
+  getAllTools(): Tool[] {
+    const tools: Tool[] = [];
+    for (const [key, value] of this.toolsMap.entries()) {
+      tools.push(value.tool);
+    }
+    return tools;
+  }
+
+  getTool(name: string | undefined): ToolInformation | undefined {
+    if (!name) return undefined;
+    return this.toolsMap.get(name);
+  }
+
+  /**
+   * Get available tools from an MCP server
+   */
+  private async getTools(client: Client): Promise<Tool[]> {
+    if (!client) {
+      throw new Error("Client passed in is null");
+    }
+
+    const result = await client.listTools();
+    return result.tools.map((tool) => {
+      const properties: Record<
+        string,
+        {
+          type: JSONSchemaTypeName;
+          description?: string;
+          enum?: string[];
+        }
+      > = {};
+
+      // Convert properties to the expected format
+      if (tool.inputSchema?.properties) {
+        for (const [key, prop] of Object.entries(tool.inputSchema.properties)) {
+          properties[key] = {
+            type: (prop as { type?: JSONSchemaTypeName }).type || "string",
+            description: (prop as { description?: string }).description,
+            enum: (prop as { enum?: string[] }).enum,
+          };
+        }
+      }
+
+      return {
+        name: tool.name,
+        description: tool.description,
+        parameters: {
+          type: "object",
+          properties,
+          required: tool.inputSchema?.required || [],
+        },
+      };
+    });
+  }
+
+  /**
+   * Clean up resources
+   */
+  async cleanup(): Promise<void> {
+    // The Client class doesn't have a disconnect method
+    // We'll just clear our maps
+  }
+}
+
+// Export a singleton instance
+export const mcpWrapper = new MCPClient();
diff --git a/integ/20_tools/mcp.sh b/integ/20_tools/mcp.sh
new file mode 100755
index 0000000..947b213
--- /dev/null
+++ b/integ/20_tools/mcp.sh
@@ -0,0 +1,25 @@
+#!/bin/bash
+
+set -x
+set -e
+
+cd $(dirname $0)
+
+rm -f ./out ./err
+
+###
+
+echo "basic mcp"
+npx ailly --root ./root --log-level error > >(tee ./out) 2> >(tee ./err >&2)
+[ ! -s ./err ]                        # No error output at all
+
+MESSAGES=(
+  "USING TOOL add WITH ARGS [3, 7]"
+  "TOOL RETURNED 10"
+)
+for M in "${MESSAGES[@]}"; do
+  fgrep -q "$M" ./root/01_a.txt.ailly.md
+done
+
+echo "(all conversation messages checked)"
+rm -f ./out ./err ./root/01_a.txt.ailly.md
diff --git a/integ/20_tools/root/.aillyrc b/integ/20_tools/root/.aillyrc
new file mode 100644
index 0000000..529f06c
--- /dev/null
+++ b/integ/20_tools/root/.aillyrc
@@ -0,0 +1,7 @@
+---
+mcp:
+  mock:
+    type: stdio
+    command: node
+    args: ["mock.js"]
+---
diff --git a/integ/20_tools/root/01_a.txt b/integ/20_tools/root/01_a.txt
new file mode 100644
index 0000000..4656e68
--- /dev/null
+++ b/integ/20_tools/root/01_a.txt
@@ -0,0 +1 @@
+USE add WITH 3 7
\ No newline at end of file
diff --git a/integ/integ.sh b/integ/integ.sh
index bb27712..65ec14d 100755
--- a/integ/integ.sh
+++ b/integ/integ.sh
@@ -36,3 +36,6 @@ echo "Max depth"
 
 echo "Tempate Views"
 ./12_template_view/template_view.sh
+
+echo "Tools"
+./20_tools/mcp.sh
\ No newline at end of file
diff --git a/integ/package.json b/integ/package.json
index ebd5e91..4e4ce05 100644
--- a/integ/package.json
+++ b/integ/package.json
@@ -2,6 +2,7 @@
   "name": "integ",
   "version": "1.0.0",
   "main": "index.js",
+  "devDependencies": {},
   "scripts": {
     "test": "echo \"Error: no test specified\" && exit 1"
   },
diff --git a/package-lock.json b/package-lock.json
index 24d0c6b..28c9bbc 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -35,175 +35,6 @@
         "node": ">=16"
       }
     },
-    "cli/node_modules/ansi-styles": {
-      "version": "4.3.0",
-      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
-      "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
-      "license": "MIT",
-      "dependencies": {
-        "color-convert": "^2.0.1"
-      },
-      "engines": {
-        "node": ">=8"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
-      }
-    },
-    "cli/node_modules/cliui": {
-      "version": "8.0.1",
-      "resolved": "https://registry.npmjs.org/cliui/-/cliui-8.0.1.tgz",
-      "integrity": "sha512-BSeNnyus75C4//NQ9gQt1/csTXyo/8Sb+afLAkzAptFuMsod9HFokGNudZpi/oQV73hnVK+sR+5PVRMd+Dr7YQ==",
-      "license": "ISC",
-      "dependencies": {
-        "string-width": "^4.2.0",
-        "strip-ansi": "^6.0.1",
-        "wrap-ansi": "^7.0.0"
-      },
-      "engines": {
-        "node": ">=12"
-      }
-    },
-    "cli/node_modules/color-convert": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
-      "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
-      "license": "MIT",
-      "dependencies": {
-        "color-name": "~1.1.4"
-      },
-      "engines": {
-        "node": ">=7.0.0"
-      }
-    },
-    "cli/node_modules/color-name": {
-      "version": "1.1.4",
-      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
-      "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==",
-      "license": "MIT"
-    },
-    "cli/node_modules/dotenv": {
-      "version": "8.6.0",
-      "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-8.6.0.tgz",
-      "integrity": "sha512-IrPdXQsk2BbzvCBGBOTmmSH5SodmqZNt4ERAZDmW4CT+tL8VtvinqywuANaFu4bOMWki16nqf0e4oC0QIaDr/g==",
-      "license": "BSD-2-Clause",
-      "engines": {
-        "node": ">=10"
-      }
-    },
-    "cli/node_modules/emoji-regex": {
-      "version": "8.0.0",
-      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
-      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
-      "license": "MIT"
-    },
-    "cli/node_modules/json-colorizer": {
-      "version": "2.2.2",
-      "resolved": "https://registry.npmjs.org/json-colorizer/-/json-colorizer-2.2.2.tgz",
-      "integrity": "sha512-56oZtwV1piXrQnRNTtJeqRv+B9Y/dXAYLqBBaYl/COcUdoZxgLBLAO88+CnkbT6MxNs0c5E9mPBIb2sFcNz3vw==",
-      "license": "MIT",
-      "dependencies": {
-        "chalk": "^2.4.1",
-        "lodash.get": "^4.4.2"
-      }
-    },
-    "cli/node_modules/string-width": {
-      "version": "4.2.3",
-      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
-      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
-      "license": "MIT",
-      "dependencies": {
-        "emoji-regex": "^8.0.0",
-        "is-fullwidth-code-point": "^3.0.0",
-        "strip-ansi": "^6.0.1"
-      },
-      "engines": {
-        "node": ">=8"
-      }
-    },
-    "cli/node_modules/vectra": {
-      "version": "0.6.0",
-      "resolved": "https://registry.npmjs.org/vectra/-/vectra-0.6.0.tgz",
-      "integrity": "sha512-IuLbTun2J4TbTGCw8Gt63g9ukfYbYpbTHEte6BT2S3uaVrr+djFiz2h+8FnrDmqznYyPP4drtI1oPDw2L+zfIA==",
-      "license": "MIT",
-      "dependencies": {
-        "axios": "^1.3.4",
-        "cheerio": "^1.0.0-rc.12",
-        "dotenv": "^8.2.0",
-        "gpt-3-encoder": "1.1.4",
-        "json-colorizer": "^2.2.2",
-        "openai": "^3.2.1",
-        "turndown": "^7.1.2",
-        "uuid": "^9.0.0",
-        "yargs": "^17.7.2"
-      },
-      "bin": {
-        "vectra": "bin/vectra.js"
-      }
-    },
-    "cli/node_modules/vectra/node_modules/openai": {
-      "version": "3.3.0",
-      "resolved": "https://registry.npmjs.org/openai/-/openai-3.3.0.tgz",
-      "integrity": "sha512-uqxI/Au+aPRnsaQRe8CojU0eCR7I0mBiKjD3sNMzY6DaC1ZVrc85u98mtJW6voDug8fgGN+DIZmTDxTthxb7dQ==",
-      "license": "MIT",
-      "dependencies": {
-        "axios": "^0.26.0",
-        "form-data": "^4.0.0"
-      }
-    },
-    "cli/node_modules/vectra/node_modules/openai/node_modules/axios": {
-      "version": "0.26.1",
-      "resolved": "https://registry.npmjs.org/axios/-/axios-0.26.1.tgz",
-      "integrity": "sha512-fPwcX4EvnSHuInCMItEhAGnaSEXRBjtzh9fOtsE6E1G6p7vl7edEeZe11QHf18+6+9gR5PbKV/sGKNaD8YaMeA==",
-      "license": "MIT",
-      "dependencies": {
-        "follow-redirects": "^1.14.8"
-      }
-    },
-    "cli/node_modules/wrap-ansi": {
-      "version": "7.0.0",
-      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
-      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
-      "license": "MIT",
-      "dependencies": {
-        "ansi-styles": "^4.0.0",
-        "string-width": "^4.1.0",
-        "strip-ansi": "^6.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
-    },
-    "cli/node_modules/yargs": {
-      "version": "17.7.2",
-      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
-      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
-      "license": "MIT",
-      "dependencies": {
-        "cliui": "^8.0.1",
-        "escalade": "^3.1.1",
-        "get-caller-file": "^2.0.5",
-        "require-directory": "^2.1.1",
-        "string-width": "^4.2.3",
-        "y18n": "^5.0.5",
-        "yargs-parser": "^21.1.1"
-      },
-      "engines": {
-        "node": ">=12"
-      }
-    },
-    "cli/node_modules/yargs-parser": {
-      "version": "21.1.1",
-      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
-      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
-      "license": "ISC",
-      "engines": {
-        "node": ">=12"
-      }
-    },
     "core": {
       "name": "@ailly/core",
       "version": "1.6.0",
@@ -213,6 +44,7 @@
         "@aws-sdk/credential-providers": "^3.572.0",
         "@davidsouther/jiffies": "^2.2.5",
         "@dqbd/tiktoken": "^1.0.7",
+        "@modelcontextprotocol/sdk": "^1.12.1",
         "esbuild": "0.25.4",
         "gitignore-parser": "^0.0.2",
         "gray-matter": "^4.0.3",
@@ -6460,6 +6292,28 @@
       "integrity": "sha512-Y28PR25bHXUg88kCV7nivXrP2Nj2RueZ3/l/jdx6J9f8J4nsEGcgX0Qe6lt7Pa+J79+kPiJU3LguR6O/6zrLOw==",
       "license": "BSD-2-Clause"
     },
+    "node_modules/@modelcontextprotocol/sdk": {
+      "version": "1.12.1",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.12.1.tgz",
+      "integrity": "sha512-KG1CZhZfWg+u8pxeM/mByJDScJSrjjxLc8fwQqbsS8xCjBmQfMNEBTotYdNanKekepnfRI85GtgQlctLFpcYPw==",
+      "license": "MIT",
+      "dependencies": {
+        "ajv": "^6.12.6",
+        "content-type": "^1.0.5",
+        "cors": "^2.8.5",
+        "cross-spawn": "^7.0.5",
+        "eventsource": "^3.0.2",
+        "express": "^5.0.1",
+        "express-rate-limit": "^7.5.0",
+        "pkce-challenge": "^5.0.0",
+        "raw-body": "^3.0.0",
+        "zod": "^3.23.8",
+        "zod-to-json-schema": "^3.24.1"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/@next/env": {
       "version": "14.2.28",
       "resolved": "https://registry.npmjs.org/@next/env/-/env-14.2.28.tgz",
@@ -8319,6 +8173,40 @@
         "node": ">=6.5"
       }
     },
+    "node_modules/accepts": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/accepts/-/accepts-2.0.0.tgz",
+      "integrity": "sha512-5cvg6CtKwfgdmVqY1WIiXKc3Q1bkRqGLi+2W/6ao+6Y7gu/RCwRuAhGEzh5B4KlszSuTLgZYuqFqo5bImjNKng==",
+      "license": "MIT",
+      "dependencies": {
+        "mime-types": "^3.0.0",
+        "negotiator": "^1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/accepts/node_modules/mime-db": {
+      "version": "1.54.0",
+      "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.54.0.tgz",
+      "integrity": "sha512-aU5EJuIN2WDemCcAp2vFBfp/m4EAhWJnUNSSw0ixs7/kXbd6Pg64EmwJkNdFhB8aWt1sH2CTXrLxo/iAGV3oPQ==",
+      "license": "MIT",
+      "engines": {
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+      "version": "1.54.0",
+      "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.54.0.tgz",
+      "integrity": "sha512-aU5EJuIN2WDemCcAp2vFBfp/m4EAhWJnUNSSw0ixs7/kXbd6Pg64EmwJkNdFhB8aWt1sH2CTXrLxo/iAGV3oPQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/type-is/node_modules/mime-types": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/mime-types/-/mime-types-3.0.1.tgz",
+      "integrity": "sha512-xRc4oEhT6eaBpU1XF7AjpOFD+xQmXNB5OVKwp4tqCuBpHLS/ZbBDrc07mYTDqVMg6PfxUjjNp85O6Cd2Z/5HWA==",
+      "license": "MIT",
+      "dependencies": {
+        "mime-db": "^1.54.0"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
     "node_modules/typed-rest-client": {
       "version": "1.8.11",
       "resolved": "https://registry.npmjs.org/typed-rest-client/-/typed-rest-client-1.8.11.tgz",
@@ -14268,12 +14730,19 @@
         "url": "https://opencollective.com/unified"
       }
     },
+    "node_modules/unpipe": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
+      "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/uri-js": {
       "version": "4.4.1",
       "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
       "integrity": "sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==",
-      "dev": true,
-      "peer": true,
       "dependencies": {
         "punycode": "^2.1.0"
       }
@@ -14316,6 +14785,15 @@
         "node": ">=10.12.0"
       }
     },
+    "node_modules/vary": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz",
+      "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/vectra": {
       "version": "0.11.0",
       "resolved": "https://registry.npmjs.org/vectra/-/vectra-0.11.0.tgz",
@@ -14933,7 +15411,6 @@
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
       "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
-      "dev": true,
       "dependencies": {
         "isexe": "^2.0.0"
       },
@@ -15104,8 +15581,7 @@
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
-      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
-      "dev": true
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
     },
     "node_modules/xml2js": {
       "version": "0.5.0",
@@ -15258,6 +15734,24 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/zod": {
+      "version": "3.25.40",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.40.tgz",
+      "integrity": "sha512-AiNHzYhEjwg7HcjCSskJVBzdsioZkqXjlxfI6ygzM52P8LcQnXRvMzzFxQWdPP9c1bHYQqOcAqepHPGfF2hvJQ==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.24.5",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
+      "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.24.1"
+      }
+    },
     "node_modules/zwitch": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
diff --git a/tsconfig.base.json b/tsconfig.base.json
index 5027c2c..312cf1b 100644
--- a/tsconfig.base.json
+++ b/tsconfig.base.json
@@ -13,6 +13,7 @@
     "incremental": true,
     "composite": true,
     "sourceMap": true,
-    "declaration": true
+    "declaration": true,
+    "declarationMap": true
   }
 }