polyglot-integration

polyglot-integration is a skill for Claude Code, Codex from aj-geddes/useful-ai-prompts. It costs 37 tokens per session (602 once invoked), scanned A, original, MIT.

A guide to connecting software written in different programming languages through native bindings, gRPC, or other language bridges. It also covers linking newer code with older systems.

In plain words
What is it for?
Use it to connect C, C++, Rust, Python, or other languages; call machine-learning models from another language; integrate legacy systems; and design services that use multiple languages.
Why use it?
It helps when one language has the needed performance, library, machine-learning model, or existing system, but the rest of the application uses another language.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to connect C, C++, Rust, Python, or other languages; call machine-learning models from another language; integrate legacy systems; and design services that use multiple languages.

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Install with agentmods
npx agentmods add skills/aj-geddes/useful-ai-prompts/polyglot-integration
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add aj-geddes/useful-ai-prompts --skill polyglot-integration
Clone the repo
git clone --depth 1 https://github.com/aj-geddes/useful-ai-prompts

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for polyglot-integration

README.md
[![agentmods](https://agentmods.dev/badge/skills/aj-geddes/useful-ai-prompts/polyglot-integration/github.svg)](https://agentmods.dev/skills/aj-geddes/useful-ai-prompts/polyglot-integration)
Your own site
<a href="https://agentmods.dev/skills/aj-geddes/useful-ai-prompts/polyglot-integration"><img src="https://agentmods.dev/badge/skills/aj-geddes/useful-ai-prompts/polyglot-integration/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for polyglot-integration

Your own site · 80×15
<a href="https://agentmods.dev/skills/aj-geddes/useful-ai-prompts/polyglot-integration"><img src="https://agentmods.dev/badge/skills/aj-geddes/useful-ai-prompts/polyglot-integration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 37 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 602 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 18 Mar 2026
  • Snyk pass 4 Mar 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00037 $0.00602
Opus 5 $0.00018 $0.00301
Sonnet 5 $0.00007 $0.00120
Haiku 4.5 $0.00004 $0.00060

Measured 9d ago against content hash 0aaf62d96a1b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

polyglot-integration scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/validate-pipeline.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/polyglot-integration/SKILL.md · 93 lines

How it starts

The opening of the file, as written. The whole thing — 93 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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

Read the full file on GitHub · 93 lines

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 93 lines · 37 tokens per session scan A 0aaf62d96a1b

Subscribe to this mod's changes

polyglot-integration is a skill published in the GitHub repository aj-geddes/useful-ai-prompts (338 stars, last pushed 6mo ago), licensed MIT. It adds 37 tokens to every session and 602 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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