QApilot - AI-Powered Mobile App Testing
    Back to Blogs

    Heal My Prompt: Fixing the Most Underrated Problem in Vibe Coding

    Heal My Prompt is a QApilot Labs experiment that turns rough ideas into optimized prompts for vibe coding tools like Lovable, Bolt, and Replit.

    Muhammed Nihad U

    Software Engineer

    January 20, 2026

    When vibe coding works, it feels magical.


    When it doesn’t, you are stuck staring at a screen wondering what went wrong.

    Over the last few months, while using tools like Lovable, Bolt, and Replit, we kept running into the same frustrating pattern. The idea was clear. The tool was powerful. But the output was wildly inconsistent.

    The problem was almost always the prompt.

    This is the story of how that realisation turned into Heal My Prompt, a small experiment built during a QApilot hackathon.

    The problem we kept running into

    Vibe coding tools are incredibly sensitive to how you phrase things.

    A small change in wording can:

    • Completely change the UI generated

    • Break layouts

    • Ignore important requirements

    • Produce something that looks nothing like what you had in mind

    What made this worse was that most of us were not sure why it failed. We would tweak the prompt, retry, tweak again, and hope it worked the next time.

    There were two clear gaps:

    1. People had good ideas but struggled to express them in the exact way these tools expected

    2. There was no easy way to turn a rough idea into a structured, tool friendly prompt

    That gap is where Heal My Prompt came from.

    The core idea behind Heal My Prompt

    We did not want to build another prompt library or template collection.

    The idea was much simpler:

    • Let people describe what they want to build in plain language

    • Take that input and turn it into a clean, structured, optimized prompt

    • Tailor the output for vibe coding tools specifically, not generic LLMs

    In short, we wanted to fix prompts before people hit Run.

    How we built it during the hackathon

    This was built entirely as a vibe coded experiment.

    No hand written backend code.
    No complex infra setup.
    Just shipping fast and learning.

    The flow is intentionally simple:

    1. You describe what you want to build, or pick a starting example

    2. The system restructures your idea into a clearer, more explicit prompt

    3. The output is optimized for tools like Lovable, Bolt, and Replit

    We focused heavily on:

    • Clear structure over long explanations

    • Explicit constraints instead of vague instructions

    • Language that vibe coding tools respond well to

    The goal was not to be perfect. It was to be immediately useful.

    What makes Heal My Prompt different

    Heal My Prompt is not trying to teach prompt engineering.

    It is trying to remove friction.

    Instead of asking users to learn how to write better prompts, it:

    • Does the cleanup for them

    • Makes assumptions explicit

    • Produces prompts that are easier for tools to interpret consistently

    It works especially well when:

    • You have an idea but are not sure how detailed your prompt needs to be

    • You keep getting inconsistent outputs

    • You want a faster first iteration without trial and error

    Launching it and getting feedback

    We launched Heal My Prompt publicly to answer one question:
    Is this actually useful outside our own workflows?

    We shared it on Product Hunt and within builder communities to get honest feedback, not hype.

    What stood out immediately:

    • Many people said prompt quality was their biggest blocker with vibe coding

    • Several asked for explanations or diffs to understand what changed in their prompt

    • Others wanted support for more tools and use cases

    That feedback shaped how we think about the next iterations.

    You can try Heal My Prompt here:
    👉 https://www.healmyprompt.com/

    And this is the Product Hunt launch for context and feedback:

    👉 https://www.producthunt.com/products/healmyprompt?launch=heal-my-prompt

    Written by

    Muhammed Nihad U

    Muhammed Nihad U

    LinkedIn

    Software Engineer

    Nihad is a Software Engineer at QApilot and a graduate of IIT Madras. He is interested in AI systems, developer tooling, and rapid prototyping. He enjoys building small, focused experiments and learning by shipping and iterating in public.

    Read More...

    Start Your Journey to Smarter Mobile App QE

    Rethink how your team approaches mobile testing.