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Stack Trace Explainer

Paste an error and get the likely cause, the relevant line and a fix.

Beginner10h1 person17/20 fit
TL;DR

Build Stack Trace Explainer for beginner developers in ~10h with 1 person. Stack: LLM + Node.js + Tree-sitter.

Why it wins: Helpful for every beginner at a hackathon.

Build flow

01 · Problem
Beginners get stuck for hours on cryptic stack traces.
02 · Solution
Parse the trace, locate the user's code frames, read the relevant source and explain the cause with a suggested fix.
03 · Build
  1. 1Parse traces
  2. 2Map to files
  3. 3Read source
  4. 4Explain
04 · Demo
Paste a null reference error and see the fix.

MVP checklist

  • Trace parsing
  • Frame focus
  • Cause explanation
  • Fix suggestion

Tech stack

TechRole
LLMLanguage model
Node.jsBackend runtime
Tree-sitterCode parsing

Reference repos

Open-source projects you can build on. Links checked 2026-10-31.

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