Trace Python Memory Allocation Hotspots Before Leaks And Spikes Reach Production With Memray

---
name: "Trace Python memory allocation hotspots before leaks and spikes reach production with Memray"
slug: "trace-python-memory-allocation-hotspots-before-leaks-and-spikes-reach-production-with-memray"
description: "Lets an agent record Python allocation traces and inspect the biggest allocators, retained objects, and leak paths before memory growth turns into a production incident."
github_stars: 14986
verification: "listed"
source: "https://github.com/bloomberg/memray"
author: "Bloomberg"
publisher_type: "organization"
category: "Monitoring & Alerts"
framework: "Multi-Framework"
tool_ecosystem:
  github_repo: "bloomberg/memray"
  github_stars: 14986
  npm_package: "memray"
  npm_weekly_downloads: 16282665
---

# Trace Python memory allocation hotspots before leaks and spikes reach production with Memray

Lets an agent record Python allocation traces and inspect the biggest allocators, retained objects, and leak paths before memory growth turns into a production incident.

## Prerequisites

Python, pip or uv, memray CLI

## Installation

No source-backed install or usage instructions could be extracted automatically. Review the upstream project before running this skill in a sensitive workflow.

- Source: https://github.com/bloomberg/memray

## Documentation

- https://bloomberg.github.io/memray/

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/trace-python-memory-allocation-hotspots-before-leaks-and-spikes-reach-production-with-memray/)