Back to browse
GitHub Repository

AI-powered Valgrind companion that explains C memory leaks and suggests fixes

4 starsPython

LEAX – CLI tool for analyzing C memory leaks with AI-assisted fixes

by emmmarti·Mar 4, 2026·1 point·0 comments

AI Analysis

●●SolidBig BrainSolve My Problem

Valgrind + GDB tracing avoids AI hallucination on memory ownership, then explains deterministically.

Strengths
  • Separates deterministic leak tracing from LLM explanation—AI interprets proven facts, not guesses.
  • GDB dynamic tracing reconstructs execution paths through loops and function calls accurately.
  • Covers three distinct leak patterns with targeted fixes rather than generic guidance.
Weaknesses
  • Linux/macOS only (Docker on Mac adds friction); no Windows native support.
  • Requires Mistral API key; no option for local LLMs or alternative AI providers.
Target Audience

C developers debugging memory issues

Similar To

Valgrind · GDB · clang-analyzer

Post Description

Hi HN,

I've built LEAX (Leak Analyzer & eXplorer), a CLI tool for analyzing memory leaks in C programs.

It orchestrates:

* Valgrind for leak detection * GDB for reconstructing allocation and execution context * A structured analysis layer to trace the allocation lifecycle * An AI component that explains the root cause and proposes targeted fixes

Leak detection and memory tracing are fully deterministic and based on parsed Valgrind and GDB data. The AI layer does not guess the leak — it interprets the reconstructed execution path to explain what happened to the pointer during the program's lifetime and suggest how to resolve it.

The goal is to turn raw “definitely lost” reports into a clear, causal story with actionable guidance.

LEAX is still actively evolving, and I’m continuously refining the tracing and explanation pipeline. I’m very open to feedback, suggestions, and architectural criticism.

Happy to answer technical questions about the analysis or tracing approach.

Similar Projects

Developer Tools●●●Banger

Mindpm – persistent project/task memory for AI coding assistants (MCP)

MCP-native persistent memory prevents re-explaining projects to Claude every session.

Solve My ProblemBig Brain
ukavala
103mo ago