aj-geddes/useful-ai-prompts

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.

First seen Jan 21, 2026

Installation

$ npx skills add aj-geddes/useful-ai-prompts --skill polyglot-integration

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

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Repository health

Stars 334
License LICENSE
Default branch main
Open issues 1
Status Active

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,457 B
  • docs SUMMARY.md 2,372 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 404 installs

SKILL.md

Polyglot Integration

Table of Contents

  • [Overview](#overview)
  • [When to Use](#when-to-use)
  • [Quick Start](#quick-start)
  • [Reference Guides](#reference-guides)
  • [Best Practices](#best-practices)

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++)](references/nodejs-native-addons-c.md) Node.js Native Addons (C++)
[Python from Node.js](references/python-from-nodejs.md) Python from Node.js
[Rust from Python (PyO3)](references/rust-from-python-pyo3.md) Rust from Python (PyO3)
[gRPC Polyglot Communication](references/grpc-polyglot-communication.md) gRPC Polyglot Communication
[Java from Python (Py4J)](references/java-from-python-py4j.md) 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