AI prompts
base on A Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools. <!-- omit in toc -->
<div align="center">
<img src="./logo.png" alt="MCP Go Logo">
[](https://github.com/mark3labs/mcp-go/actions/workflows/ci.yml)
[](https://goreportcard.com/report/github.com/mark3labs/mcp-go)
[](https://pkg.go.dev/github.com/mark3labs/mcp-go)
<strong>A Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools.</strong>
<br>
[](http://www.youtube.com/watch?v=qoaeYMrXJH0 "Tutorial")
<br>
Discuss the SDK on [Discord](https://discord.gg/RqSS2NQVsY)
</div>
```go
package main
import (
"context"
"errors"
"fmt"
"github.com/mark3labs/mcp-go/mcp"
"github.com/mark3labs/mcp-go/server"
)
func main() {
// Create a new MCP server
s := server.NewMCPServer(
"Demo š",
"1.0.0",
server.WithToolCapabilities(false),
)
// Add tool
tool := mcp.NewTool("hello_world",
mcp.WithDescription("Say hello to someone"),
mcp.WithString("name",
mcp.Required(),
mcp.Description("Name of the person to greet"),
),
)
// Add tool handler
s.AddTool(tool, helloHandler)
// Start the stdio server
if err := server.ServeStdio(s); err != nil {
fmt.Printf("Server error: %v\n", err)
}
}
func helloHandler(ctx context.Context, request mcp.CallToolRequest) (*mcp.CallToolResult, error) {
name, err := request.RequireString("name")
if err != nil {
return mcp.NewToolResultError(err.Error()), nil
}
return mcp.NewToolResultText(fmt.Sprintf("Hello, %s!", name)), nil
}
```
That's it!
MCP Go handles all the complex protocol details and server management, so you can focus on building great tools. It aims to be high-level and easy to use.
### Key features:
* **Fast**: High-level interface means less code and faster development
* **Simple**: Build MCP servers with minimal boilerplate
* **Complete***: MCP Go aims to provide a full implementation of the core MCP specification
(\*emphasis on *aims*)
šØ š§ šļø *MCP Go is under active development, as is the MCP specification itself. Core features are working but some advanced capabilities are still in progress.*
<!-- omit in toc -->
## Table of Contents
- [Installation](#installation)
- [Quickstart](#quickstart)
- [What is MCP?](#what-is-mcp)
- [Core Concepts](#core-concepts)
- [Server](#server)
- [Resources](#resources)
- [Tools](#tools)
- [Prompts](#prompts)
- [Examples](#examples)
- [Extras](#extras)
- [Transports](#transports)
- [Session Management](#session-management)
- [Basic Session Handling](#basic-session-handling)
- [Per-Session Tools](#per-session-tools)
- [Tool Filtering](#tool-filtering)
- [Working with Context](#working-with-context)
- [Request Hooks](#request-hooks)
- [Tool Handler Middleware](#tool-handler-middleware)
- [Regenerating Server Code](#regenerating-server-code)
## Installation
```bash
go get github.com/mark3labs/mcp-go
```
## Quickstart
Let's create a simple MCP server that exposes a calculator tool and some data:
```go
package main
import (
"context"
"fmt"
"github.com/mark3labs/mcp-go/mcp"
"github.com/mark3labs/mcp-go/server"
)
func main() {
// Create a new MCP server
s := server.NewMCPServer(
"Calculator Demo",
"1.0.0",
server.WithToolCapabilities(false),
server.WithRecovery(),
)
// Add a calculator tool
calculatorTool := mcp.NewTool("calculate",
mcp.WithDescription("Perform basic arithmetic operations"),
mcp.WithString("operation",
mcp.Required(),
mcp.Description("The operation to perform (add, subtract, multiply, divide)"),
mcp.Enum("add", "subtract", "multiply", "divide"),
),
mcp.WithNumber("x",
mcp.Required(),
mcp.Description("First number"),
),
mcp.WithNumber("y",
mcp.Required(),
mcp.Description("Second number"),
),
)
// Add the calculator handler
s.AddTool(calculatorTool, func(ctx context.Context, request mcp.CallToolRequest) (*mcp.CallToolResult, error) {
// Using helper functions for type-safe argument access
op, err := request.RequireString("operation")
if err != nil {
return mcp.NewToolResultError(err.Error()), nil
}
x, err := request.RequireFloat("x")
if err != nil {
return mcp.NewToolResultError(err.Error()), nil
}
y, err := request.RequireFloat("y")
if err != nil {
return mcp.NewToolResultError(err.Error()), nil
}
var result float64
switch op {
case "add":
result = x + y
case "subtract":
result = x - y
case "multiply":
result = x * y
case "divide":
if y == 0 {
return mcp.NewToolResultError("cannot divide by zero"), nil
}
result = x / y
}
return mcp.NewToolResultText(fmt.Sprintf("%.2f", result)), nil
})
// Start the server
if err := server.ServeStdio(s); err != nil {
fmt.Printf("Server error: %v\n", err)
}
}
```
## What is MCP?
The [Model Context Protocol (MCP)](https://modelcontextprotocol.io) lets you build servers that expose data and functionality to LLM applications in a secure, standardized way. Think of it like a web API, but specifically designed for LLM interactions. MCP servers can:
- Expose data through **Resources** (think of these sort of like GET endpoints; they are used to load information into the LLM's context)
- Provide functionality through **Tools** (sort of like POST endpoints; they are used to execute code or otherwise produce a side effect)
- Define interaction patterns through **Prompts** (reusable templates for LLM interactions)
- And more!
## Core Concepts
### Server
<details>
<summary>Show Server Examples</summary>
The server is your core interface to the MCP protocol. It handles connection management, protocol compliance, and message routing:
```go
// Create a basic server
s := server.NewMCPServer(
"My Server", // Server name
"1.0.0", // Version
)
// Start the server using stdio
if err := server.ServeStdio(s); err != nil {
log.Fatalf("Server error: %v", err)
}
```
</details>
### Resources
<details>
<summary>Show Resource Examples</summary>
Resources are how you expose data to LLMs. They can be anything - files, API responses, database queries, system information, etc. Resources can be:
- Static (fixed URI)
- Dynamic (using URI templates)
Here's a simple example of a static resource:
```go
// Static resource example - exposing a README file
resource := mcp.NewResource(
"docs://readme",
"Project README",
mcp.WithResourceDescription("The project's README file"),
mcp.WithMIMEType("text/markdown"),
)
// Add resource with its handler
s.AddResource(resource, func(ctx context.Context, request mcp.ReadResourceRequest) ([]mcp.ResourceContents, error) {
content, err := os.ReadFile("README.md")
if err != nil {
return nil, err
}
return []mcp.ResourceContents{
mcp.TextResourceContents{
URI: "docs://readme",
MIMEType: "text/markdown",
Text: string(content),
},
}, nil
})
```
And here's an example of a dynamic resource using a template:
```go
// Dynamic resource example - user profiles by ID
template := mcp.NewResourceTemplate(
"users://{id}/profile",
"User Profile",
mcp.WithTemplateDescription("Returns user profile information"),
mcp.WithTemplateMIMEType("application/json"),
)
// Add template with its handler
s.AddResourceTemplate(template, func(ctx context.Context, request mcp.ReadResourceRequest) ([]mcp.ResourceContents, error) {
// Extract ID from the URI using regex matching
// The server automatically matches URIs to templates
userID := extractIDFromURI(request.Params.URI)
profile, err := getUserProfile(userID) // Your DB/API call here
if err != nil {
return nil, err
}
return []mcp.ResourceContents{
mcp.TextResourceContents{
URI: request.Params.URI,
MIMEType: "application/json",
Text: profile,
},
}, nil
})
```
The examples are simple but demonstrate the core concepts. Resources can be much more sophisticated - serving multiple contents, integrating with databases or external APIs, etc.
</details>
### Tools
<details>
<summary>Show Tool Examples</summary>
Tools let LLMs take actions through your server. Unlike resources, tools are expected to perform computation and have side effects. They're similar to POST endpoints in a REST API.
Simple calculation example:
```go
calculatorTool := mcp.NewTool("calculate",
mcp.WithDescription("Perform basic arithmetic calculations"),
mcp.WithString("operation",
mcp.Required(),
mcp.Description("The arithmetic operation to perform"),
mcp.Enum("add", "subtract", "multiply", "divide"),
),
mcp.WithNumber("x",
mcp.Required(),
mcp.Description("First number"),
),
mcp.WithNumber("y",
mcp.Required(),
mcp.Description("Second number"),
),
)
s.AddTool(calculatorTool, func(ctx context.Context, request mcp.CallToolRequest) (*mcp.CallToolResult, error) {
args := request.GetArguments()
op := args["operation"].(string)
x := args["x"].(float64)
y := args["y"].(float64)
var result float64
switch op {
case "add":
result = x + y
case "subtract":
result = x - y
case "multiply":
result = x * y
case "divide":
if y == 0 {
return mcp.NewToolResultError("cannot divide by zero"), nil
}
result = x / y
}
return mcp.FormatNumberResult(result), nil
})
```
HTTP request example:
```go
httpTool := mcp.NewTool("http_request",
mcp.WithDescription("Make HTTP requests to external APIs"),
mcp.WithString("method",
mcp.Required(),
mcp.Description("HTTP method to use"),
mcp.Enum("GET", "POST", "PUT", "DELETE"),
),
mcp.WithString("url",
mcp.Required(),
mcp.Description("URL to send the request to"),
mcp.Pattern("^https?://.*"),
),
mcp.WithString("body",
mcp.Description("Request body (for POST/PUT)"),
),
)
s.AddTool(httpTool, func(ctx context.Context, request mcp.CallToolRequest) (*mcp.CallToolResult, error) {
args := request.GetArguments()
method := args["method"].(string)
url := args["url"].(string)
body := ""
if b, ok := args["body"].(string); ok {
body = b
}
// Create and send request
var req *http.Request
var err error
if body != "" {
req, err = http.NewRequest(method, url, strings.NewReader(body))
} else {
req, err = http.NewRequest(method, url, nil)
}
if err != nil {
return mcp.NewToolResultErrorFromErr("unable to create request", err), nil
}
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
return mcp.NewToolResultErrorFromErr("unable to execute request", err), nil
}
defer resp.Body.Close()
// Return response
respBody, err := io.ReadAll(resp.Body)
if err != nil {
return mcp.NewToolResultErrorFromErr("unable to read request response", err), nil
}
return mcp.NewToolResultText(fmt.Sprintf("Status: %d\nBody: %s", resp.StatusCode, string(respBody))), nil
})
```
Tools can be used for any kind of computation or side effect:
- Database queries
- File operations
- External API calls
- Calculations
- System operations
Each tool should:
- Have a clear description
- Validate inputs
- Handle errors gracefully
- Return structured responses
- Use appropriate result types
</details>
### Prompts
<details>
<summary>Show Prompt Examples</summary>
Prompts are reusable templates that help LLMs interact with your server effectively. They're like "best practices" encoded into your server. Here are some examples:
```go
// Simple greeting prompt
s.AddPrompt(mcp.NewPrompt("greeting",
mcp.WithPromptDescription("A friendly greeting prompt"),
mcp.WithArgument("name",
mcp.ArgumentDescription("Name of the person to greet"),
),
), func(ctx context.Context, request mcp.GetPromptRequest) (*mcp.GetPromptResult, error) {
name := request.Params.Arguments["name"]
if name == "" {
name = "friend"
}
return mcp.NewGetPromptResult(
"A friendly greeting",
[]mcp.PromptMessage{
mcp.NewPromptMessage(
mcp.RoleAssistant,
mcp.NewTextContent(fmt.Sprintf("Hello, %s! How can I help you today?", name)),
),
},
), nil
})
// Code review prompt with embedded resource
s.AddPrompt(mcp.NewPrompt("code_review",
mcp.WithPromptDescription("Code review assistance"),
mcp.WithArgument("pr_number",
mcp.ArgumentDescription("Pull request number to review"),
mcp.RequiredArgument(),
),
), func(ctx context.Context, request mcp.GetPromptRequest) (*mcp.GetPromptResult, error) {
prNumber := request.Params.Arguments["pr_number"]
if prNumber == "" {
return nil, fmt.Errorf("pr_number is required")
}
return mcp.NewGetPromptResult(
"Code review assistance",
[]mcp.PromptMessage{
mcp.NewPromptMessage(
mcp.RoleUser,
mcp.NewTextContent("Review the changes and provide constructive feedback."),
),
mcp.NewPromptMessage(
mcp.RoleAssistant,
mcp.NewEmbeddedResource(mcp.ResourceContents{
URI: fmt.Sprintf("git://pulls/%s/diff", prNumber),
MIMEType: "text/x-diff",
}),
),
},
), nil
})
// Database query builder prompt
s.AddPrompt(mcp.NewPrompt("query_builder",
mcp.WithPromptDescription("SQL query builder assistance"),
mcp.WithArgument("table",
mcp.ArgumentDescription("Name of the table to query"),
mcp.RequiredArgument(),
),
), func(ctx context.Context, request mcp.GetPromptRequest) (*mcp.GetPromptResult, error) {
tableName := request.Params.Arguments["table"]
if tableName == "" {
return nil, fmt.Errorf("table name is required")
}
return mcp.NewGetPromptResult(
"SQL query builder assistance",
[]mcp.PromptMessage{
mcp.NewPromptMessage(
mcp.RoleUser,
mcp.NewTextContent("Help construct efficient and safe queries for the provided schema."),
),
mcp.NewPromptMessage(
mcp.RoleUser,
mcp.NewEmbeddedResource(mcp.ResourceContents{
URI: fmt.Sprintf("db://schema/%s", tableName),
MIMEType: "application/json",
}),
),
},
), nil
})
```
Prompts can include:
- System instructions
- Required arguments
- Embedded resources
- Multiple messages
- Different content types (text, images, etc.)
- Custom URI schemes
</details>
## Examples
For examples, see the [`examples/`](examples/) directory.
## Extras
### Transports
MCP-Go supports stdio, SSE and streamable-HTTP transport layers.
### Session Management
MCP-Go provides a robust session management system that allows you to:
- Maintain separate state for each connected client
- Register and track client sessions
- Send notifications to specific clients
- Provide per-session tool customization
<details>
<summary>Show Session Management Examples</summary>
#### Basic Session Handling
```go
// Create a server with session capabilities
s := server.NewMCPServer(
"Session Demo",
"1.0.0",
server.WithToolCapabilities(true),
)
// Implement your own ClientSession
type MySession struct {
id string
notifChannel chan mcp.JSONRPCNotification
isInitialized bool
// Add custom fields for your application
}
// Implement the ClientSession interface
func (s *MySession) SessionID() string {
return s.id
}
func (s *MySession) NotificationChannel() chan<- mcp.JSONRPCNotification {
return s.notifChannel
}
func (s *MySession) Initialize() {
s.isInitialized = true
}
func (s *MySession) Initialized() bool {
return s.isInitialized
}
// Register a session
session := &MySession{
id: "user-123",
notifChannel: make(chan mcp.JSONRPCNotification, 10),
}
if err := s.RegisterSession(context.Background(), session); err != nil {
log.Printf("Failed to register session: %v", err)
}
// Send notification to a specific client
err := s.SendNotificationToSpecificClient(
session.SessionID(),
"notification/update",
map[string]any{"message": "New data available!"},
)
if err != nil {
log.Printf("Failed to send notification: %v", err)
}
// Unregister session when done
s.UnregisterSession(context.Background(), session.SessionID())
```
#### Per-Session Tools
For more advanced use cases, you can implement the `SessionWithTools` interface to support per-session tool customization:
```go
// Implement SessionWithTools interface for per-session tools
type MyAdvancedSession struct {
MySession // Embed the basic session
sessionTools map[string]server.ServerTool
}
// Implement additional methods for SessionWithTools
func (s *MyAdvancedSession) GetSessionTools() map[string]server.ServerTool {
return s.sessionTools
}
func (s *MyAdvancedSession) SetSessionTools(tools map[string]server.ServerTool) {
s.sessionTools = tools
}
// Create and register a session with tools support
advSession := &MyAdvancedSession{
MySession: MySession{
id: "user-456",
notifChannel: make(chan mcp.JSONRPCNotification, 10),
},
sessionTools: make(map[string]server.ServerTool),
}
if err := s.RegisterSession(context.Background(), advSession); err != nil {
log.Printf("Failed to register session: %v", err)
}
// Add session-specific tools
userSpecificTool := mcp.NewTool(
"user_data",
mcp.WithDescription("Access user-specific data"),
)
// You can use AddSessionTool (similar to AddTool)
err := s.AddSessionTool(
advSession.SessionID(),
userSpecificTool,
func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
// This handler is only available to this specific session
return mcp.NewToolResultText("User-specific data for " + advSession.SessionID()), nil
},
)
if err != nil {
log.Printf("Failed to add session tool: %v", err)
}
// Or use AddSessionTools directly with ServerTool
/*
err := s.AddSessionTools(
advSession.SessionID(),
server.ServerTool{
Tool: userSpecificTool,
Handler: func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
// This handler is only available to this specific session
return mcp.NewToolResultText("User-specific data for " + advSession.SessionID()), nil
},
},
)
if err != nil {
log.Printf("Failed to add session tool: %v", err)
}
*/
// Delete session-specific tools when no longer needed
err = s.DeleteSessionTools(advSession.SessionID(), "user_data")
if err != nil {
log.Printf("Failed to delete session tool: %v", err)
}
```
#### Tool Filtering
You can also apply filters to control which tools are available to certain sessions:
```go
// Add a tool filter that only shows tools with certain prefixes
s := server.NewMCPServer(
"Tool Filtering Demo",
"1.0.0",
server.WithToolCapabilities(true),
server.WithToolFilter(func(ctx context.Context, tools []mcp.Tool) []mcp.Tool {
// Get session from context
session := server.ClientSessionFromContext(ctx)
if session == nil {
return tools // Return all tools if no session
}
// Example: filter tools based on session ID prefix
if strings.HasPrefix(session.SessionID(), "admin-") {
// Admin users get all tools
return tools
} else {
// Regular users only get tools with "public-" prefix
var filteredTools []mcp.Tool
for _, tool := range tools {
if strings.HasPrefix(tool.Name, "public-") {
filteredTools = append(filteredTools, tool)
}
}
return filteredTools
}
}),
)
```
#### Working with Context
The session context is automatically passed to tool and resource handlers:
```go
s.AddTool(mcp.NewTool("session_aware"), func(ctx context.Context, req mcp.CallToolRequest) (*mcp.CallToolResult, error) {
// Get the current session from context
session := server.ClientSessionFromContext(ctx)
if session == nil {
return mcp.NewToolResultError("No active session"), nil
}
return mcp.NewToolResultText("Hello, session " + session.SessionID()), nil
})
// When using handlers in HTTP/SSE servers, you need to pass the context with the session
httpHandler := func(w http.ResponseWriter, r *http.Request) {
// Get session from somewhere (like a cookie or header)
session := getSessionFromRequest(r)
// Add session to context
ctx := s.WithContext(r.Context(), session)
// Use this context when handling requests
// ...
}
```
</details>
### Request Hooks
Hook into the request lifecycle by creating a `Hooks` object with your
selection among the possible callbacks. This enables telemetry across all
functionality, and observability of various facts, for example the ability
to count improperly-formatted requests, or to log the agent identity during
initialization.
Add the `Hooks` to the server at the time of creation using the
`server.WithHooks` option.
### Tool Handler Middleware
Add middleware to tool call handlers using the `server.WithToolHandlerMiddleware` option. Middlewares can be registered on server creation and are applied on every tool call.
A recovery middleware option is available to recover from panics in a tool call and can be added to the server with the `server.WithRecovery` option.
### Regenerating Server Code
Server hooks and request handlers are generated. Regenerate them by running:
```bash
go generate ./...
```
You need `go` installed and the `goimports` tool available. The generator runs
`goimports` automatically to format and fix imports.
", Assign "at most 3 tags" to the expected json: {"id":"13112","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"