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+# Adding In-Memory MCP Servers
+
+This guide explains how to add in-memory MCP servers that run within the browser, using the InMemoryTransport from the MCP SDK.
+
+## Overview
+
+In-memory servers are useful for:
+- Testing MCP functionality without external servers
+- Providing demo capabilities
+- Development and debugging
+- Offline functionality
+
+These servers run in the same JavaScript process as the client and communicate via the InMemoryTransport, eliminating network overhead and CORS issues.
+
+## Creating an In-Memory Server
+
+### 1. Create Your Server Implementation
+
+Create a new file in `src/mcp/servers/your-server/index.ts`:
+
+```typescript
+import { Server } from "@modelcontextprotocol/sdk/server/index.js";
+import { z } from "zod";
+
+export function createServer() {
+    // Create an MCP server instance
+    const server = new Server({
+        name: "your-server-name",
+        version: "1.0.0"
+    }, {
+        capabilities: {
+            tools: {}  // Enable tools capability
+        }
+    });
+
+    // Register tools using the McpFunction helper
+    server.tool(
+        "tool_name",
+        "Tool description",
+        {
+            // Zod schema for input validation
+            param1: z.string().describe("Parameter description"),
+            param2: z.number().optional()
+        },
+        async ({ param1, param2 }) => {
+            // Tool implementation
+            return {
+                content: [{ 
+                    type: "text", 
+                    text: `Result: ${param1}` 
+                }]
+            };
+        }
+    );
+
+    return server;
+}
+```
+
+### 2. Register Your Server
+
+Add your server to the available servers list in `src/mcp/servers/index.ts`:
+
+```typescript
+import { createServer as createTestServer } from "./test";
+import { createServer as createYourServer } from "./your-server";
+import type { MCPServerConfig } from "@/types/mcp";
+
+export const availableServers: MCPServerConfig[] = [
+    {
+        name: "In-Memory Test Server",
+        url: "local",
+        localServer: createTestServer
+    },
+    {
+        name: "Your Server Name",
+        url: "local",
+        localServer: createYourServer
+    }
+];
+```
+
+## Server Implementation Details
+
+### Tool Registration
+
+The MCP SDK provides a convenient `tool()` method for registering tools:
+
+```typescript
+server.tool(
+    "tool_name",           // Tool identifier
+    "Tool description",    // Human-readable description
+    {                      // Zod schema for parameters
+        param: z.string()
+    },
+    async (args) => {      // Implementation function
+        // Tool logic here
+        return {
+            content: [{
+                type: "text",
+                text: "Result"
+            }]
+        };
+    }
+);
+```
+
+### Available Content Types
+
+Tools can return different content types:
+
+```typescript
+// Text content
+return {
+    content: [{
+        type: "text",
+        text: "Hello, world!"
+    }]
+};
+
+// Error content
+return {
+    content: [{
+        type: "text",
+        text: "Error: Something went wrong"
+    }],
+    isError: true
+};
+
+// Multiple content blocks
+return {
+    content: [
+        { type: "text", text: "Line 1" },
+        { type: "text", text: "Line 2" }
+    ]
+};
+```
+
+### Resources and Prompts
+
+You can also implement resources and prompts:
+
+```typescript
+// Resources
+server.resource(
+    "resource_uri",
+    "Resource name",
+    "Resource description",
+    async () => ({
+        content: [{
+            type: "text",
+            text: "Resource content"
+        }]
+    })
+);
+
+// Prompts
+server.prompt(
+    "prompt_name",
+    "Prompt description",
+    {
+        param: z.string()
+    },
+    async ({ param }) => ({
+        messages: [{
+            role: "user",
+            content: { type: "text", text: `Prompt with ${param}` }
+        }]
+    })
+);
+```
+
+## Best Practices
+
+1. **Naming**: Use descriptive names for your servers and tools
+2. **Error Handling**: Always handle errors gracefully and return meaningful error messages
+3. **Validation**: Use Zod schemas to validate input parameters
+4. **Documentation**: Include clear descriptions for tools and parameters
+5. **Testing**: Test your server implementation before adding it to the production list
+
+## Example: Calculator Server
+
+Here's a complete example of a calculator server:
+
+```typescript
+import { Server } from "@modelcontextprotocol/sdk/server/index.js";
+import { z } from "zod";
+
+export function createServer() {
+    const server = new Server({
+        name: "calculator",
+        version: "1.0.0"
+    }, {
+        capabilities: {
+            tools: {}
+        }
+    });
+
+    server.tool(
+        "add",
+        "Add two numbers",
+        {
+            a: z.number().describe("First number"),
+            b: z.number().describe("Second number")
+        },
+        async ({ a, b }) => ({
+            content: [{
+                type: "text",
+                text: `${a} + ${b} = ${a + b}`
+            }]
+        })
+    );
+
+    server.tool(
+        "multiply",
+        "Multiply two numbers",
+        {
+            a: z.number().describe("First number"),
+            b: z.number().describe("Second number")
+        },
+        async ({ a, b }) => ({
+            content: [{
+                type: "text",
+                text: `${a} × ${b} = ${a * b}`
+            }]
+        })
+    );
+
+    return server;
+}
+```
+
+## Debugging
+
+In-memory servers will automatically connect when the application starts. You can see their status in the MCP tab of the UI, where they'll be marked with an "In-Memory" badge.
+
+To debug your server:
+1. Check the browser console for connection errors
+2. Use the MCP message monitor to see tool calls and responses
+3. Add console.log statements in your tool implementations
+
+## Limitations
+
+- In-memory servers are cleared when the page refreshes
+- They cannot persist data between sessions
+- They run in the browser's JavaScript environment, so they cannot access filesystem or system resources
+- Performance is limited by the browser's capabilities
+
+For production use cases requiring persistence or system access, use external MCP servers instead.
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