polyglot-integration

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

aj-geddes By aj-geddes schedule Updated 3/4/2026

name: polyglot-integration description: > Integrate multiple programming languages using FFI, native bindings, gRPC, or language bridges. Use when combining strengths of different languages or integrating legacy systems.

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:

Guide Contents
Node.js Native Addons (C++) Node.js Native Addons (C++)
Python from Node.js Python from Node.js
Rust from Python (PyO3) Rust from Python (PyO3)
gRPC Polyglot Communication gRPC 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
Install via CLI
npx skills add https://github.com/aj-geddes/useful-ai-prompts --skill polyglot-integration
Repository Details
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navigation Branch main
article Path SKILL.md
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