polyglot-integration

Integrate multiple programming languages using FFI, native bindings, gRPC, or language bridges. Use when combining strengths of different languages or integrating legacy systems.

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Install skill "polyglot-integration" with this command: npx skills add aj-geddes/useful-ai-prompts/aj-geddes-useful-ai-prompts-polyglot-integration

Polyglot Integration

Table of Contents

Overview

Integrate code written in different programming languages to leverage their unique strengths and ecosystems.

When to Use

  • Performance-critical code in C/C++/Rust
  • ML models in Python from other languages
  • Legacy system integration
  • Leveraging language-specific libraries
  • Microservices polyglot architecture

Quick Start

Minimal working example:

// addon.cc
#include <node.h>

namespace demo {

using v8::FunctionCallbackInfo;
using v8::Isolate;
using v8::Local;
using v8::Object;
using v8::String;
using v8::Value;
using v8::Number;

void Add(const FunctionCallbackInfo<Value>& args) {
  Isolate* isolate = args.GetIsolate();

  if (args.Length() < 2) {
    isolate->ThrowException(v8::Exception::TypeError(
        String::NewFromUtf8(isolate, "Wrong number of arguments")));
    return;
  }

  if (!args[0]->IsNumber() || !args[1]->IsNumber()) {
    isolate->ThrowException(v8::Exception::TypeError(
        String::NewFromUtf8(isolate, "Arguments must be numbers")));
// ... (see reference guides for full implementation)

Reference Guides

Detailed implementations in the references/ directory:

GuideContents
Node.js Native Addons (C++)Node.js Native Addons (C++)
Python from Node.jsPython from Node.js
Rust from Python (PyO3)Rust from Python (PyO3)
gRPC Polyglot CommunicationgRPC Polyglot Communication
Java from Python (Py4J)Java from Python (Py4J)

Best Practices

✅ DO

  • Use appropriate IPC mechanism
  • Handle serialization carefully
  • Implement proper error handling
  • Consider performance overhead
  • Use type-safe interfaces
  • Document integration points

❌ DON'T

  • Pass complex objects across boundaries
  • Ignore memory management
  • Skip error handling
  • Use blocking calls in async code

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