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PRPM Playground: Test Packages with Real AI Models Before Installing

By PRPM TeamNovember 4, 20258 min read

Today, we're launching PRPM Playground—test any package with real AI models directly in your browser or CLI. Compare results against baselines, share discoveries with the community, and make informed decisions before installing.

The Problem: No Way to Test Before Installing

Imagine finding an claude agent package with great content but no way to try it before installing. You'd download it, import it into your codebase, and only then discover it doesn't solve your problem. That's exactly how AI prompt packages worked until today.

You'd find a promising package on PRPM—maybe a code reviewer, documentation generator, or migration assistant—but had no way to test it without:

  1. Installing the package locally
  2. Setting up your AI coding environment
  3. Creating a test scenario
  4. Trying it with your AI model
  5. Uninstalling if it doesn't work

This friction makes discovery harder and wastes time. PRPM Playground removes it entirely.

The Solution: Test with Real AI Models

PRPM Playground lets you test any package with Claude Sonnet, Claude Opus, GPT-4o, or GPT-4o Mini—directly in your browser or from the CLI. No installation required. No setup needed. Just instant, interactive testing with the models you actually use.

What You Can Do

  • Test instantly: Click "Test in Playground" on any package page
  • Choose your model: Claude Sonnet, Opus, GPT-4o, GPT-4o Mini—use what you work with
  • Compare results: Test with and without the package to see actual impact
  • Multi-turn conversations: Have back-and-forth discussions to stress test packages
  • Share discoveries: Share test results with your team or the community
  • See community results: View how others tested the package

How It Works

From the Web Browser

Every package on PRPM now has a "Test in Playground" button. Click it, enter your input, and get instant results from your chosen AI model.

Example: Testing a code review package

Your Input:
Review this code: console.log('hello')
Assistant Response:

Code Review Analysis:

  • Syntax is correct
  • Consider using a logger instead of console.log for production
  • Add context to the log message (e.g., what event triggered this)
  • No security concerns detected
Model: Claude Sonnet 3.5Tokens: 234 | Credits: 1

From the CLI

Prefer the terminal? Test packages without leaving your command line:

# Single test
prpm playground @user/code-reviewer "Review this: console.log('hello')"

# Interactive conversation mode
prpm playground @user/brainstorm-assistant --interactive

# Compare with and without the package
prpm playground @user/optimizer "Optimize this function" --compare

# Use a different model
prpm playground @user/complex-task "Analyze this" --model opus

Why This Matters

Make Better Decisions

Before Playground, you relied on package descriptions and download counts. Now you can test with your own use cases and see real results. No more installing a dozen packages to find the right one.

Compare Scientifically

The --compare mode lets you test the same input twice: once with the package prompt, once without. This shows you exactly what value the package adds. Does it actually improve the AI's output, or is it just prompt fluff?

Learn from the Community

Every package detail page shows recent community test results. See how others are using the package, what inputs they tried, and whether they found it helpful. It's like reading reviews with actual proof of performance.

Try Before You Subscribe

Start with 5 free trial credits. Test a few packages, find your favorites, then subscribe to PRPM+ for 100 monthly credits. No commitment until you're sure this is valuable.

For Package Authors

Playground benefits package authors just as much as users.

More Downloads

When users can test your package instantly, they're more likely to trust it and install it. Playground removes the biggest barrier to adoption: uncertainty. Show, don't tell.

Better Documentation

Shared test results become living documentation. Instead of writing examples in your README, users see real examples from actual testing. The best use cases naturally surface through community testing.

Real Usage Analytics

Package authors get a comprehensive analytics dashboard showing exactly how users test their packages. See test volumes, popular models, credit usage patterns, session durations, and more. This real-world data helps you optimize your package for actual usage patterns.

Social Proof & Recognition

When users share helpful test results, it creates social proof for your package. High helpfulness ratings and view counts signal quality to potential users. PRPM+ subscribers also get a special badge on their profile and packages, showing their commitment to the ecosystem.

Model Support & Pricing

Playground supports all major AI models so you can test with the model you actually use:

ModelBest ForCredit Cost
Claude Sonnet 3.5Balanced performance (default)1x credits
GPT-4o MiniFast, simple tasks0.5x credits
GPT-4oAdvanced reasoning2x credits
Claude OpusMost capable, complex tasks5x credits

Credit System

  • Free tier: 5 trial credits to get started
  • PRPM+ subscription: 100 monthly credits for $6/month (org members: $3/month)
  • Credit packs: Buy additional credits that never expire ($5 for 100)
  • Token-based pricing: 1 credit = 5,000 tokens (prevents abuse)
  • Rollover credits: Unused monthly credits roll over (max 200, 1-month expiry)

Real-World Use Cases

Evaluating Code Review Packages

You're looking for a code review package. You find three options: @user/basic-reviewer, @expert/security-first, and @team/comprehensive-review.

Instead of guessing, you test all three with the same code snippet. The comprehensive reviewer catches subtle bugs the others miss. You see community results confirming it works well for React code. Decision made in 5 minutes instead of hours of trial and error.

Testing Documentation Generators

You need to generate API documentation. You test @docs/api-generator with your actual API code. The output is good, but you wonder if the package actually helps or if the model would do this anyway.

You run the same test with --compare mode. The baseline model produces generic docs. The package version includes proper OpenAPI specs, example requests, and error handling docs. Clear winner.

Finding the Right Brainstorming Assistant

You want a brainstorming assistant for product features. You start an interactive session with @creative/feature-brainstorm using prpm playground @creative/feature-brainstorm --interactive.

Over 10 turns, you describe your product and get increasingly refined feature ideas. The package keeps track of context perfectly. You share the best result with your team. They're impressed and install it immediately.

What's Next

Playground is just the beginning. Here's what we're working on:

  • Enhanced A/B Testing: Compare multiple packages side-by-side with the same input in a unified interface
  • More Models: Gemini, Llama, and other leading AI models coming soon
  • Test Collections: Test entire collections of packages in one flow
  • Shareable Test Suites: Create and share comprehensive test suites for package validation
  • Advanced Analytics: Deeper insights into package performance, user satisfaction metrics, and optimization recommendations

Get Started

Ready to start testing? Here's how:

Quick Start Guide

1

Browse Packages

Visit prpm.dev/search and find a package you want to test

2

Click Test in Playground

Every package has a "Test in Playground" button—click it

3

Enter Your Test Input

Type the input you'd actually use with this package in your real workflow

4

Get Instant Results

See the AI's response in seconds, complete with token usage and credit costs

5

Share or Install

Love the results? Install the package. Want to share? Click the share button and send the link to your team.

Or from the CLI:

npm install -g prpm
prpm login
prpm playground @user/package "your test input"

Start Testing Now

5 free credits • No credit card required • Test in seconds


Questions?

We'd love to hear your feedback on Playground. Share your discoveries, report issues, or suggest features:

PRPM Playground is available now for all users. Web interface at prpm.dev/playground, CLI via npm install -g prpm. Start testing today.