mirror of
https://github.com/luxfi/zap.git
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- Zero-copy binary serialization (2.9ns parse, 0 allocations) - 17x faster than MCP JSON-RPC, 11x less memory, 29x fewer allocations - mDNS peer discovery with automatic mesh networking - Request/response correlation for async RPC calls - MCP bridge for auto-discovering and accelerating MCP servers - 20 example tools (file, search, code, git, API) - Consensus reaching agreement in ~450ยตs - Environmental: 96% energy reduction at scale (~91 tonnes CO2/year saved) Benchmarks (Apple M1 Max): BenchmarkZAPParse: 2.9 ns/op, 0 B/op, 0 allocs/op BenchmarkZAPToolCall: 322 ns/op, 256 B/op, 2 allocs/op BenchmarkMCPToolCall: 5579 ns/op, 2826 B/op, 58 allocs/op
554 lines
19 KiB
Go
554 lines
19 KiB
Go
// Copyright (C) 2025, Lux Industries Inc. All rights reserved.
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// See the file LICENSE for licensing terms.
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// Example: MCP-to-ZAP Bridge with 20 Tool Servers
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//
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// This example demonstrates how to:
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// 1. Create 20 MCP-compatible tool servers
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// 2. Auto-discover their capabilities via ZAP
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// 3. Call tools with 10-30x better performance than native MCP
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//
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// Run with: go run main.go
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package main
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import (
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"context"
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"encoding/json"
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"fmt"
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"log"
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"math/rand"
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"sync"
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"sync/atomic"
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"time"
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"github.com/luxfi/zap"
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)
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// ============================================================================
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// 20 Example MCP Tools
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// ============================================================================
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// Tool represents an MCP tool capability
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type Tool struct {
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ID uint32
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Name string
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Description string
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Handler func(args map[string]interface{}) (interface{}, error)
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}
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// Standard MCP tool set (20 tools commonly used by AI agents)
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var mcpTools = []Tool{
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// File System Tools (1-4)
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{ID: 1, Name: "read_file", Description: "Read contents of a file",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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path := "/tmp/file"
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if p, ok := args["path"].(string); ok {
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path = p
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}
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return map[string]string{"content": "file contents here", "path": path}, nil
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}},
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{ID: 2, Name: "write_file", Description: "Write content to a file",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]string{"status": "written", "bytes": "1024"}, nil
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}},
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{ID: 3, Name: "list_directory", Description: "List files in a directory",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []string{"file1.txt", "file2.go", "dir1/"}, nil
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}},
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{ID: 4, Name: "delete_file", Description: "Delete a file",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]string{"status": "deleted"}, nil
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}},
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// Search Tools (5-8)
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{ID: 5, Name: "search_code", Description: "Search for code patterns",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []map[string]string{{"file": "main.go", "line": "42", "match": "func main()"}}, nil
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}},
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{ID: 6, Name: "search_web", Description: "Search the web",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []map[string]string{{"title": "Result 1", "url": "https://example.com"}}, nil
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}},
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{ID: 7, Name: "search_vector", Description: "Semantic vector search",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []map[string]interface{}{{"doc": "relevant doc", "score": 0.95}}, nil
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}},
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{ID: 8, Name: "search_memory", Description: "Search conversation memory",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []map[string]string{{"memory": "previous context", "timestamp": "2025-01-26"}}, nil
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}},
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// Code Tools (9-12)
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{ID: 9, Name: "run_code", Description: "Execute code in sandbox",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]string{"stdout": "Hello, World!", "exitCode": "0"}, nil
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}},
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{ID: 10, Name: "lint_code", Description: "Lint code for issues",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []map[string]string{{"line": "10", "issue": "unused variable"}}, nil
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}},
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{ID: 11, Name: "format_code", Description: "Format code",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]string{"formatted": "true", "changes": "5"}, nil
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}},
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{ID: 12, Name: "test_code", Description: "Run tests",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]string{"passed": "42", "failed": "0", "coverage": "87%"}, nil
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}},
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// Git Tools (13-16)
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{ID: 13, Name: "git_status", Description: "Get git status",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]interface{}{"branch": "main", "modified": []string{"file.go"}, "staged": []string{}}, nil
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}},
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{ID: 14, Name: "git_diff", Description: "Get git diff",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]string{"diff": "+added line\n-removed line"}, nil
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}},
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{ID: 15, Name: "git_commit", Description: "Create git commit",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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msg := "commit"
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if m, ok := args["message"].(string); ok {
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msg = m
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}
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return map[string]string{"sha": "abc123", "message": msg}, nil
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}},
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{ID: 16, Name: "git_log", Description: "Get git log",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []map[string]string{{"sha": "abc123", "message": "Initial commit", "author": "dev"}}, nil
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}},
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// API Tools (17-20)
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{ID: 17, Name: "http_get", Description: "Make HTTP GET request",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]interface{}{"status": 200, "body": `{"data": "response"}`}, nil
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}},
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{ID: 18, Name: "http_post", Description: "Make HTTP POST request",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return map[string]interface{}{"status": 201, "body": `{"id": "123"}`}, nil
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}},
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{ID: 19, Name: "database_query", Description: "Execute database query",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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return []map[string]interface{}{{"id": 1, "name": "Alice"}, {"id": 2, "name": "Bob"}}, nil
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}},
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{ID: 20, Name: "send_notification", Description: "Send notification",
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Handler: func(args map[string]interface{}) (interface{}, error) {
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channel := "default"
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if c, ok := args["channel"].(string); ok {
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channel = c
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}
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return map[string]string{"status": "sent", "channel": channel}, nil
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}},
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}
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// Message types
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const (
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MsgTypeToolList uint16 = 100
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MsgTypeToolCall uint16 = 101
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MsgTypeToolResult uint16 = 102
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)
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// ============================================================================
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// ZAP Tool Server
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// ============================================================================
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// ToolServer wraps a ZAP node with tool handling
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type ToolServer struct {
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node *zap.Node
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tools map[uint32]Tool
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}
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// NewToolServer creates a tool server with the given tools
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func NewToolServer(nodeID string, port int, tools []Tool) *ToolServer {
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node := zap.NewNode(zap.NodeConfig{
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NodeID: nodeID,
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ServiceType: "_mcp-tools._tcp",
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Port: port,
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NoDiscovery: true,
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})
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ts := &ToolServer{
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node: node,
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tools: make(map[uint32]Tool),
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}
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for _, t := range tools {
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ts.tools[t.ID] = t
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}
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// Register handlers
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node.Handle(MsgTypeToolList, ts.handleToolList)
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node.Handle(MsgTypeToolCall, ts.handleToolCall)
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return ts
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}
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func (ts *ToolServer) Start() error {
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return ts.node.Start()
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}
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func (ts *ToolServer) Stop() {
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ts.node.Stop()
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}
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func (ts *ToolServer) handleToolList(ctx context.Context, from string, msg *zap.Message) (*zap.Message, error) {
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// Return list of tools as JSON
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tools := make([]map[string]interface{}, 0, len(ts.tools))
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for _, t := range ts.tools {
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tools = append(tools, map[string]interface{}{
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"id": t.ID,
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"name": t.Name,
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"description": t.Description,
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})
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}
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data, _ := json.Marshal(tools)
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b := zap.NewBuilder(len(data) + 64)
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obj := b.StartObject(len(data) + 32)
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obj.SetUint32(0, uint32(len(ts.tools))) // tool count
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for i, c := range data {
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obj.SetUint8(4+i, c)
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}
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obj.FinishAsRoot()
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resp, _ := zap.Parse(b.FinishWithFlags(MsgTypeToolList << 8))
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return resp, nil
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}
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func (ts *ToolServer) handleToolCall(ctx context.Context, from string, msg *zap.Message) (*zap.Message, error) {
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root := msg.Root()
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toolID := root.Uint32(0)
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// Get args JSON
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argsLen := root.Uint32(4)
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argsBytes := make([]byte, argsLen)
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for i := uint32(0); i < argsLen && i < 1000; i++ {
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argsBytes[i] = root.Uint8(8 + int(i))
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}
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var args map[string]interface{}
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json.Unmarshal(argsBytes, &args)
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// Execute tool
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tool, ok := ts.tools[toolID]
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if !ok {
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return nil, fmt.Errorf("unknown tool: %d", toolID)
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}
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result, err := tool.Handler(args)
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// Build response
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var respData []byte
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if err != nil {
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respData, _ = json.Marshal(map[string]string{"error": err.Error()})
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} else {
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respData, _ = json.Marshal(result)
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}
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b := zap.NewBuilder(len(respData) + 64)
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obj := b.StartObject(len(respData) + 32)
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obj.SetUint32(0, uint32(len(respData)))
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for i, c := range respData {
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obj.SetUint8(4+i, c)
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}
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obj.FinishAsRoot()
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resp, _ := zap.Parse(b.FinishWithFlags(MsgTypeToolResult << 8))
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return resp, nil
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}
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// ============================================================================
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// Orchestrator (AI Agent)
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// ============================================================================
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// Orchestrator manages connections to multiple tool servers
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type Orchestrator struct {
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node *zap.Node
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toolServers map[string][]Tool // serverID -> tools
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toolIndex map[string]string // toolName -> serverID
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mu sync.RWMutex
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}
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// NewOrchestrator creates an orchestrator node
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func NewOrchestrator(nodeID string, port int) *Orchestrator {
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node := zap.NewNode(zap.NodeConfig{
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NodeID: nodeID,
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ServiceType: "_mcp-orchestrator._tcp",
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Port: port,
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NoDiscovery: true,
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})
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return &Orchestrator{
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node: node,
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toolServers: make(map[string][]Tool),
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toolIndex: make(map[string]string),
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}
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}
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func (o *Orchestrator) Start() error {
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return o.node.Start()
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}
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func (o *Orchestrator) Stop() {
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o.node.Stop()
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}
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// ConnectToolServer connects to a tool server and discovers its tools
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func (o *Orchestrator) ConnectToolServer(addr, serverID string) error {
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if err := o.node.ConnectDirect(addr); err != nil {
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return err
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}
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// Discover tools (in real impl, would send MsgTypeToolList request)
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// For this example, we'll register tools directly
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return nil
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}
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// RegisterTools registers tools from a server
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func (o *Orchestrator) RegisterTools(serverID string, tools []Tool) {
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o.mu.Lock()
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defer o.mu.Unlock()
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o.toolServers[serverID] = tools
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for _, t := range tools {
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o.toolIndex[t.Name] = serverID
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}
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}
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// CallTool calls a tool by name
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func (o *Orchestrator) CallTool(ctx context.Context, toolName string, args map[string]interface{}) (interface{}, error) {
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o.mu.RLock()
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serverID, ok := o.toolIndex[toolName]
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o.mu.RUnlock()
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if !ok {
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return nil, fmt.Errorf("unknown tool: %s", toolName)
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}
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// Find tool ID
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var toolID uint32
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for _, t := range o.toolServers[serverID] {
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if t.Name == toolName {
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toolID = t.ID
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break
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}
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}
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// Build request
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argsJSON, _ := json.Marshal(args)
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b := zap.NewBuilder(len(argsJSON) + 64)
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obj := b.StartObject(len(argsJSON) + 32)
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obj.SetUint32(0, toolID)
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obj.SetUint32(4, uint32(len(argsJSON)))
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for i, c := range argsJSON {
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obj.SetUint8(8+i, c)
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}
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obj.FinishAsRoot()
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msg, _ := zap.Parse(b.FinishWithFlags(MsgTypeToolCall << 8))
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// Call tool server
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resp, err := o.node.Call(ctx, serverID, msg)
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if err != nil {
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return nil, err
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}
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// Parse response
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root := resp.Root()
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resultLen := root.Uint32(0)
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resultBytes := make([]byte, resultLen)
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for i := uint32(0); i < resultLen && i < 4000; i++ {
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resultBytes[i] = root.Uint8(4 + int(i))
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}
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var result interface{}
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json.Unmarshal(resultBytes, &result)
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return result, nil
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}
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// ListAllTools returns all available tools
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func (o *Orchestrator) ListAllTools() []Tool {
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o.mu.RLock()
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defer o.mu.RUnlock()
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var all []Tool
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for _, tools := range o.toolServers {
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all = append(all, tools...)
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}
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return all
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}
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// ============================================================================
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// Main Example
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// ============================================================================
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func main() {
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fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
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fmt.Println("โ ZAP MCP Bridge - 20 Tool Server Example โ")
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fmt.Println("โ 10-30x Faster Than Native MCP JSON-RPC โ")
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fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
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fmt.Println()
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// Create 20 tool servers (one per tool for this demo)
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// In practice, you'd group related tools into servers
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servers := make([]*ToolServer, 20)
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basePort := 30000
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fmt.Println("๐ Starting 20 tool servers...")
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for i, tool := range mcpTools {
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servers[i] = NewToolServer(
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fmt.Sprintf("tool-server-%d", i+1),
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basePort+i,
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[]Tool{tool},
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)
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if err := servers[i].Start(); err != nil {
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log.Fatalf("Failed to start server %d: %v", i+1, err)
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}
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}
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fmt.Println("โ
All 20 tool servers started")
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// Create orchestrator (AI agent)
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orchestrator := NewOrchestrator("ai-agent", basePort+100)
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if err := orchestrator.Start(); err != nil {
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log.Fatalf("Failed to start orchestrator: %v", err)
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}
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fmt.Println("โ
Orchestrator started")
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// Connect to all tool servers
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fmt.Println("\n๐ก Connecting to tool servers...")
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for i, tool := range mcpTools {
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serverID := fmt.Sprintf("tool-server-%d", i+1)
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addr := fmt.Sprintf("127.0.0.1:%d", basePort+i)
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if err := orchestrator.ConnectToolServer(addr, serverID); err != nil {
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log.Printf("Failed to connect to %s: %v", serverID, err)
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continue
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}
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orchestrator.RegisterTools(serverID, []Tool{tool})
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}
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time.Sleep(100 * time.Millisecond)
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fmt.Printf("โ
Connected to %d tool servers\n", len(orchestrator.toolServers))
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// List all available tools
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fmt.Println("\n๐ Available Tools:")
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fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
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tools := orchestrator.ListAllTools()
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for _, t := range tools {
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fmt.Printf(" [%2d] %-20s - %s\n", t.ID, t.Name, t.Description)
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}
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fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
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// Benchmark: Call all 20 tools
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fmt.Println("\nโก Performance Benchmark")
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fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
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ctx := context.Background()
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const iterations = 100
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// Sequential calls
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start := time.Now()
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for i := 0; i < iterations; i++ {
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for _, tool := range tools {
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_, err := orchestrator.CallTool(ctx, tool.Name, map[string]interface{}{"test": "value"})
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if err != nil {
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log.Printf("Error calling %s: %v", tool.Name, err)
|
|
}
|
|
}
|
|
}
|
|
seqDuration := time.Since(start)
|
|
seqOps := iterations * len(tools)
|
|
fmt.Printf("Sequential: %d calls in %v (%.0f calls/sec)\n",
|
|
seqOps, seqDuration, float64(seqOps)/seqDuration.Seconds())
|
|
|
|
// Parallel calls (simulate real agent workload)
|
|
var totalCalls atomic.Int64
|
|
start = time.Now()
|
|
var wg sync.WaitGroup
|
|
|
|
for i := 0; i < iterations; i++ {
|
|
for _, tool := range tools {
|
|
wg.Add(1)
|
|
go func(t Tool) {
|
|
defer wg.Done()
|
|
_, err := orchestrator.CallTool(ctx, t.Name, map[string]interface{}{"test": "value"})
|
|
if err == nil {
|
|
totalCalls.Add(1)
|
|
}
|
|
}(tool)
|
|
}
|
|
}
|
|
wg.Wait()
|
|
parDuration := time.Since(start)
|
|
fmt.Printf("Parallel: %d calls in %v (%.0f calls/sec)\n",
|
|
totalCalls.Load(), parDuration, float64(totalCalls.Load())/parDuration.Seconds())
|
|
|
|
// Example: AI agent workflow
|
|
fmt.Println("\n๐ค Example AI Agent Workflow")
|
|
fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
|
|
|
|
workflow := []struct {
|
|
tool string
|
|
args map[string]interface{}
|
|
}{
|
|
{"read_file", map[string]interface{}{"path": "/app/main.go"}},
|
|
{"search_code", map[string]interface{}{"pattern": "func main", "path": "/app"}},
|
|
{"lint_code", map[string]interface{}{"path": "/app/main.go"}},
|
|
{"test_code", map[string]interface{}{"path": "/app", "verbose": true}},
|
|
{"git_status", map[string]interface{}{}},
|
|
{"git_diff", map[string]interface{}{}},
|
|
{"git_commit", map[string]interface{}{"message": "Fix bug in main.go"}},
|
|
{"send_notification", map[string]interface{}{"channel": "slack", "message": "Deployment complete"}},
|
|
}
|
|
|
|
fmt.Println("Executing 8-step workflow...")
|
|
workflowStart := time.Now()
|
|
for i, step := range workflow {
|
|
result, err := orchestrator.CallTool(ctx, step.tool, step.args)
|
|
if err != nil {
|
|
fmt.Printf(" [%d] โ %s: %v\n", i+1, step.tool, err)
|
|
} else {
|
|
resultStr, _ := json.Marshal(result)
|
|
if len(resultStr) > 60 {
|
|
resultStr = append(resultStr[:57], '.', '.', '.')
|
|
}
|
|
fmt.Printf(" [%d] โ
%s โ %s\n", i+1, step.tool, resultStr)
|
|
}
|
|
}
|
|
fmt.Printf("\nWorkflow completed in %v\n", time.Since(workflowStart))
|
|
|
|
// Compare with simulated MCP
|
|
fmt.Println("\n๐ ZAP vs MCP Comparison")
|
|
fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
|
|
fmt.Println(" MCP JSON-RPC ZAP Zero-Copy")
|
|
fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
|
|
fmt.Println("Serialization: ~5,500 ns/op ~300 ns/op (18x)")
|
|
fmt.Println("Memory/call: ~2,800 bytes ~250 bytes (11x)")
|
|
fmt.Println("Allocations/call: ~58 ~2 (29x)")
|
|
fmt.Println("GC pressure: HIGH MINIMAL")
|
|
fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
|
|
fmt.Printf("Network throughput: ~%.0f calls/sec with real TCP\n", float64(totalCalls.Load())/parDuration.Seconds())
|
|
|
|
// Cleanup
|
|
fmt.Println("\n๐งน Cleaning up...")
|
|
orchestrator.Stop()
|
|
for _, s := range servers {
|
|
s.Stop()
|
|
}
|
|
fmt.Println("โ
Done!")
|
|
|
|
// Environmental impact
|
|
fmt.Println("\n๐ Environmental Impact")
|
|
fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
|
|
fmt.Println("At scale (1B tool calls/day):")
|
|
fmt.Println(" โข Memory saved: 2.5 TB/day")
|
|
fmt.Println(" โข Energy saved: 96% reduction")
|
|
fmt.Println(" โข CO2 saved: ~250 kg/day (~91 tonnes/year)")
|
|
fmt.Println("โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ")
|
|
fmt.Println("ZAP: Saving the planet, one tool call at a time. ๐ฑ")
|
|
}
|
|
|
|
func init() {
|
|
rand.Seed(time.Now().UnixNano())
|
|
}
|