Memory Leak Detection

VerifiedSafe

Detect and diagnose memory leaks in Node.js, Python, and JVM applications by analyzing event listeners, closures, unbounded caches, and retained references.

Sby Skills Guide Bot
DevelopmentIntermediate
7/27/2026
Claude CodeCodex
#memory-leak#performance#profiling#code-analysis#debugging

Recommended for

Automated summary

This skill scans a Node.js, Python, or JVM codebase for likely memory leaks — unremoved event listeners, unbounded caches, closures and retained references — and produces a report with remediation guidance.

Strengths

  • Targets three common runtimes (Node.js, Python, JVM) with ecosystem-specific leak patterns
  • Checks classic culprits: unremoved listeners, unbounded caches, closures and retained references
  • Delivers a file-located report with severity and annotated code snippets
  • Suggests fixes backed by concrete code examples

Limitations

  • Static code analysis only: it does not measure runtime memory and may flag false positives
  • Every reported leak still needs manual review or real profiling to confirm
  • Mentions profiling tools (valgrind, heapdump) as prerequisites but does not drive them itself
When to use it

Reach for this skill when an application's memory keeps growing or you suspect leaks around event handling and caching.

When not to use it

Skip it if you need runtime memory measurements or dynamic profiling rather than static inspection of the source.

Security analysis

Safe
Quality score78/100

The skill only instructs code analysis for memory leak patterns and report generation. It has no destructive, exfiltration, obfuscation, or safety-disabling behavior. Bash permissions are narrowly scoped to profiling/memory commands, and file tools are used for reading/editing source.

No concerns found

How this analysis is made

Examples

Event listener leaks
detect memory leaks in my event handling code and show me where listeners are never removed
Cache growth analysis
analyze memory usage in this service to find caches that grow without bound and suggest limits
Broad leak sweep
find memory issues across the src/ directory, rank them by severity, and give me fix snippets for each

name: detecting-memory-leaks description: Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory usage", or "find memory issues". version: 1.0.0 allowed-tools: "Read, Write, Edit, Grep, Glob, Bash(profiling:), Bash(memory:)" license: MIT author: Jeremy Longshore jeremy@intentsolutions.io compatible-with: claude-code, codex, openclaw tags: [performance, detecting-memory]


Memory Leak Detector

Detect and diagnose memory leaks in Node.js, Python, and JVM applications by analyzing event listeners, closures, unbounded caches, and retained references.

Overview

This skill helps you identify and resolve memory leaks in your code. By analyzing your code for common memory leak patterns, it can help you improve the performance and stability of your application.

How It Works

  1. Initiate Analysis: The user requests memory leak detection.
  2. Code Analysis: The plugin analyzes the codebase for potential memory leak patterns.
  3. Report Generation: The plugin generates a report detailing potential memory leaks and recommended fixes.

When to Use This Skill

This skill activates when you need to:

  • Detect potential memory leaks in your application.
  • Analyze memory usage patterns to identify performance bottlenecks.
  • Troubleshoot performance issues related to memory leaks.

Examples

Example 1: Identifying Event Listener Leaks

User request: "detect memory leaks in my event handling code"

The skill will:

  1. Analyze the code for unremoved event listeners.
  2. Generate a report highlighting potential event listener leaks and suggesting how to properly remove them.

Example 2: Analyzing Cache Growth

User request: "analyze memory usage to find excessive cache growth"

The skill will:

  1. Analyze cache implementations for unbounded growth.
  2. Identify caches that are not properly managed and recommend strategies for limiting their size.

Best Practices

  • Code Review: Always review the reported potential leaks to ensure they are genuine issues.
  • Regular Analysis: Incorporate memory leak detection into your regular development workflow.
  • Targeted Analysis: Focus your analysis on specific areas of your code that are known to be memory-intensive.

Integration

This skill can be used in conjunction with other performance analysis tools to provide a comprehensive view of application performance.

Prerequisites

  • Access to application source code in ${CLAUDE_SKILL_DIR}/
  • Memory profiling tools (valgrind, heapdump, etc.)
  • Understanding of application memory architecture
  • Runtime environment for testing

Instructions

  1. Analyze code for common memory leak patterns
  2. Identify unremoved event listeners and callbacks
  3. Check for unbounded cache growth
  4. Review closure usage and retained references
  5. Generate report with leak locations and severity
  6. Provide remediation recommendations

Output

  • Memory leak detection report with file locations
  • Pattern analysis for event listeners and caches
  • Memory usage trends and growth patterns
  • Code snippets highlighting potential leaks
  • Recommended fixes with code examples

Error Handling

If memory leak detection fails:

  • Verify code file access permissions
  • Check profiling tool installation
  • Validate code syntax and structure
  • Ensure sufficient memory for analysis
  • Review runtime environment configuration

Resources

  • Memory profiling tool documentation
  • Memory leak detection best practices
  • JavaScript/Node.js memory management guides
  • Performance optimization resources

From the file to a first result

The download contains exactly the content displayed on this page. This copy may differ from the latest version in the source repository.

View the source and supporting files

This download contains SKILL.md only. Any scripts, references, templates and dependencies are not included. Get the required files from the source, preserving their directory structure, before continuing.

1. Download the file

Download SKILL.md

From the root of a test project, save the file as .skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md, or use the command below. This folder is for inspecting the skill before installation.

Command for macOS/Linux or WSL: requires a POSIX shell and curl. On Windows without WSL, use the download button and create the folder manually.

mkdir -p '.skill-downloads/memory-leak-detection-ms2s7cob' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/memory-leak-detection-ms2s7cob/download' --output '.skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md.part' && mv '.skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md.part' '.skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md'

2. Check prerequisites

Read SKILL.md before using it. If it references scripts or external services, inspect them and prepare the required access in your test environment.

Tools declared by the author (check availability in your agent): Read, Write, Edit, Grep, Glob, Bash(profiling:*), Bash(memory:*)

Original excerpt: Prerequisites
  • Access to application source code in ${CLAUDE_SKILL_DIR}/
  • Memory profiling tools (valgrind, heapdump, etc.)
  • Understanding of application memory architecture
  • Runtime environment for testing

The platforms on this page are catalog indications. The paths below follow tool documentation; they do not prove this skill has been run in those tools. No minimum tool version is confirmed for this listing.

3. Load the skill

After inspection, copy the complete folder into your project using one of the commands below, then open a new tool session. The command stops if a folder with the same name already exists: compare the files before replacing it.

Claude Code
test -f '.skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md' && test -s '.skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md' && mkdir -p '.claude/skills' && test ! -e '.claude/skills/detecting-memory-leaks' && cp -R '.skill-downloads/memory-leak-detection-ms2s7cob' '.claude/skills/detecting-memory-leaks'

Codex
test -f '.skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md' && test -s '.skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md' && mkdir -p '.agents/skills' && test ! -e '.agents/skills/detecting-memory-leaks' && cp -R '.skill-downloads/memory-leak-detection-ms2s7cob' '.agents/skills/detecting-memory-leaks'

OpenSkills

OpenSkills must already be installed. The local install/read procedure is checked with OpenSkills 1.5.0, which requires Node.js ≥ 20.6.0. Catalog slugs are not resolved automatically.

Official OpenSkills installation
openskills install './.skill-downloads/memory-leak-detection-ms2s7cob'

openskills read 'memory-leak-detection-ms2s7cob'

Reading should display the installed file content and its base directory. It does not run the skill or install its dependencies.

For an agent that reads AGENTS.md, then sync the index. This command changes AGENTS.md: review the diff before using it.

openskills sync

Manual method or another tool: attach SKILL.md to a conversation, or open it in an agent that can read files. Include any required supporting resources. No universal folder is recognized by every tool.

4. Try a first task

Use a short, synthetic input: an API endpoint, a small document or an interface brief. In a new conversation, attach the file or give the agent its path, then adapt this request:

Read .skill-downloads/memory-leak-detection-ms2s7cob/SKILL.md and apply its instructions to this example: [describe a test input]. Identify any missing files, dependencies or access. Produce the result requested by the skill without inventing data or running unreviewed scripts.

Expected result: output matching the skill instructions, or a precise list of missing prerequisites. A read confirmation alone does not validate a first use. If an external resource is unavailable, that path remains untested.

Related skills