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Making AI Actually Get Your Project (Without Paying for Cline)

How to make AI understand your project context using RepoPrompt — a free alternative to premium AI agents. Perfect for devs who value DRY principles.

·blog·6 min read·
#ai#vibe-coding#tips-and-tricks#writing-prompts#copilot

Making AI Actually Get Your Project (Without Paying for Cline) 🔥

Hey hey!

So I've been spending a lot of time with AI lately, and ngl — it's been a game changer for my productivity. But here's the thing: not all AI tools are created equal.

I tried two approaches:

  • GitHub Copilot — it's like having an auto-complete buddy. Fast, easy to access, solid for simple tasks. But sometimes the output feels... generic? Like it doesn't really know your project.
  • Cline (paid AI agent) — premium stuff. It actually learns your project, understands context, super customizable. But wait, there's a price tag 💀

So the question hit me: is there a way to make AI understand my project without selling my soul (or wallet) for an expensive agent?

Turns out, yeah. It's called RepoPrompt.

What's RepoPrompt Anyway?

Think of RepoPrompt as a template generator for AI prompts — godsend for anyone who's obsessed with DRY (Don't Repeat Yourself).

Basically, you create one prompt module as a reference, then modify it slightly for similar modules. Simple, powerful, and did I mention it's free?

RepoPrompt vs Copilot: Which One Though?

| Feature | GitHub Copilot | RepoPrompt | |---------|---------------|------------| | Price | Free/Paid | Free | | Context Awareness | Generic | Fully customizable | | Learning Curve | ez | medium | | Output Quality | varies | consistent af |

Real Talk: How I Used RepoPrompt for a Capex Project

So I was working on a Finance Ceria project and needed to create a capex data summary table. I'd already built a similar one for opex before, but with different column structures.

Capex had extra stuff — merge tables, columns that didn't exist in opex — so I couldn't just copy paste. Enter RepoPrompt.

Here's my workflow:

  1. Pick a relevant module — open RepoPrompt, find the opex Summary-Data module (closest to what I need)

  2. Level up the prompt with ChatGPT — used GPT to make my prompt actually readable for AI

  3. Paste into RepoPrompt — save and grab the copy prompt button

  4. Run it in Grok — I use Grok 3 for execution

  5. Paste XML results back to RepoPrompt — boom, new capex module auto-generated!

  6. Review AI output — always check before merging

  7. Done 🔥

Want Something More Pro? Check Out Cline

Look, if you want the full premium experience, Cline is incredible. It's basically an AI agent that truly understands your project, can be trained in detail, and delivers results that are chef's kiss.

Compared to Copilot which sometimes feels like talking to a wall, Cline actually listens. But yeah, it's paid.

The Move

Honestly, RepoPrompt is so underrated for making AI actually understand your project — without draining your bank account.

The workflow is honestly simple:

  1. ✅ Pick a relevant module
  2. ✅ Modify the prompt so AI gets it
  3. ✅ Copy to any AI model (Grok, GPT, Claude, whatever)
  4. ✅ Paste results back to RepoPrompt

Don't sleep on AI tools like this. Besides making work faster, you learn how to communicate better with AI — which honestly is a superpower these days. 🚀

Working on web, mobile, and blockchain projects at DOT Indonesia. Interested in joining? Check out career.dot.co.id!