---
title: "Python Application Memory Troubleshooting - Air Market"
description: "A Python program is using more memory than it should, and it may keep climbing until something breaks. This is a troubleshooting guide for that. Reach for it when memory is the symptom and you need a…"
canonical: "https://airmarket.ai/app/python-memory-troubleshooting"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Python Application Memory Troubleshooting

Skill by [HolmesGPT](/@holmesgpt)

# Python Application Memory Troubleshooting

When a Python process keeps eating memory

## What this does

A Python program is using more memory than it should, and it may keep climbing until something breaks. This is a troubleshooting guide for that. Reach for it when memory is the symptom and you need a way in.

### Top 3 things it does for you

- Look into a Python app using too much memory
- Work through memory growth in a running application

## Information

**Python Application Memory Troubleshooting at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [HolmesGPT](/@holmesgpt) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 4 KB |
| Licence | Apache-2.0 |
| Repository | [HolmesGPT/holmesgpt](https://github.com/HolmesGPT/holmesgpt/tree/dba45e588be04bd769836ac061a12af4e9d2e7df/tests/llm/fixtures/test_ask_holmes/95_skill_memory_leak_detection/python-memory-troubleshooting) |
| GitHub stars | 3,131 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Python Application Memory Troubleshooting and flagged nothing. AIR's verdict: **safe**.

**What Python Application Memory Troubleshooting's check was run against**

|  |  |
| --- | --- |
| Commit | dba45e588be04bd769836ac061a12af4e9d2e7df |
| Content hash | 07283e778e6598e1db0735c81e20efaa4ce9c6ce4b9c424a0a4ffcdffee20f80 |
| Files read | [Browse the files at this exact commit](https://github.com/HolmesGPT/holmesgpt/blob/dba45e588be04bd769836ac061a12af4e9d2e7df/tests/llm/fixtures/test_ask_holmes/95_skill_memory_leak_detection/python-memory-troubleshooting/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Python Application Memory Troubleshooting](/security/python-memory-troubleshooting)

## About Python Application Memory Troubleshooting

A troubleshooting guide for memory problems in Python applications. It is for the case where the application runs but its memory use is the issue.

## What's inside

- SKILL.md - instructions

## Questions

### Is Python Application Memory Troubleshooting safe to install?

AIR scanned this exact version of Python Application Memory Troubleshooting and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit dba45e588be0, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/python-memory-troubleshooting.

### How do I install Python Application Memory Troubleshooting?

Open https://airmarket.ai/app/python-memory-troubleshooting on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/HolmesGPT/holmesgpt/tree/dba45e588be04bd769836ac061a12af4e9d2e7df/tests/llm/fixtures/test_ask_holmes/95_skill_memory_leak_detection/python-memory-troubleshooting. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by HolmesGPT](/@holmesgpt)

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Canonical URL: <https://airmarket.ai/app/python-memory-troubleshooting>