memory-safety-patterns▌
wshobson/agents · updated May 17, 2026
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Memory-safe programming patterns for RAII, ownership, smart pointers, and resource management across Rust, C++, and C.
- ›Covers six core memory bug categories (use-after-free, double-free, leaks, buffer overflow, dangling pointers, data races) with language-specific prevention strategies
- ›Provides RAII patterns in C++ with destructors, lock guards, and transactions; smart pointer guidance (unique_ptr, shared_ptr, weak_ptr) with custom deleters
- ›Implements Rust ownership, borrowing, lifet
Memory Safety Patterns
Cross-language patterns for memory-safe programming including RAII, ownership, smart pointers, and resource management.
When to Use This Skill
- Writing memory-safe systems code
- Managing resources (files, sockets, memory)
- Preventing use-after-free and leaks
- Implementing RAII patterns
- Choosing between languages for safety
- Debugging memory issues
Core Concepts
1. Memory Bug Categories
| Bug Type | Description | Prevention |
|---|---|---|
| Use-after-free | Access freed memory | Ownership, RAII |
| Double-free | Free same memory twice | Smart pointers |
| Memory leak | Never free memory | RAII, GC |
| Buffer overflow | Write past buffer end | Bounds checking |
| Dangling pointer | Pointer to freed memory | Lifetime tracking |
| Data race | Concurrent unsynchronized access | Ownership, Sync |
2. Safety Spectrum
Manual (C) → Smart Pointers (C++) → Ownership (Rust) → GC (Go, Java)
Less safe More safe
More control Less control
Patterns by Language
Pattern 1: RAII in C++
// RAII: Resource Acquisition Is Initialization
// Resource lifetime tied to object lifetime
#include <memory>
#include <fstream>
#include <mutex>
// File handle with RAII
class FileHandle {
public:
explicit FileHandle(const std::string& path)
: file_(path) {
if (!file_.is_open()) {
throw std::runtime_error("Failed to open file");
}
}
// Destructor automatically closes file
~FileHandle() = default; // fstream closes in its destructor
// Delete copy (prevent double-close)
FileHandle(const FileHandle&) = delete;
FileHandle& operator=(const FileHandle&) = delete;
// Allow move
FileHandle(FileHandle&&) = default;
FileHandle& operator=(FileHandle&&) = default;
void write(const std::string& data) {
file_ << data;
}
private:
std::fstream file_;
};
// Lock guard (RAII for mutexes)
class Database {
public:
void update(const std::string& key, const std::string& value) {
std::lock_guard<std::mutex> lock(mutex_); // Released on scope exit
data_[key] = value;
}
std::string get(const std::string& key) {
std::shared_lock<std::shared_mutex> lock(shared_mutex_);
return data_[key];
}
private:
std::mutex mutex_;
std::shared_mutex shared_mutex_;
std::map<std::string, std::string> data_;
};
// Transaction with rollback (RAII)
template<typename T>
class Transaction {
public:
explicit Transaction(T& target)
: target_(target), backup_(target), committed_(false) {}
~Transaction() {
if (!committed_) {
target_ = backup_; // Rollback
}
}
void commit() { committed_ = true; }
T& get() { return target_; }
private:
T& target_;
T backup_;
bool committed_;
};
Pattern 2: Smart Pointers in C++
#include <memory>
// unique_ptr: Single ownership
class Engine {
public:
void start() { /* ... */ }
};
class Car {
public:
Car() : engine_(std::make_unique<Engine>()) {}
void start() {
engine_->start();
}
// Transfer ownership
std::unique_ptr<Engine> extractEngine() {
return std::move(engine_);
}
private:
std::unique_ptr<Engine> engine_;
};
// shared_ptr: Shared ownership
class Node {
public:
std::string data;
std::shared_ptr<Node> next;
// Use weak_ptr to break cycles
std::weak_ptr<Node> parent;
};
void sharedPtrExample() {
auto node1 = std::make_shared<Node>();
auto node2 = std::make_shared<Node>();
node1->next = node2;
node2->parent = node1; // Weak reference prevents cycle
// Access weak_ptr
if (auto parent = node2->parent.lock()) {
// parent is valid shared_ptr
}
}
// Custom deleter for resources
how to use memory-safety-patternsHow to use memory-safety-patterns on Cursor
AI-first code editor with Composer
1Prerequisites
Before installing skills in Cursor, ensure your development environment meets these requirements:
- ›Cursor installed and configured on your development machine
- ›Node.js version 16.0+ with npm package manager (verify with
node --version) - ›Active project directory or workspace where you want to add memory-safety-patterns
2Execute installation command
Execute the skills CLI command in your project's root directory to begin installation:
$npx skills add https://github.com/wshobson/agents --skill memory-safety-patternsThe skills CLI fetches memory-safety-patterns from GitHub repository wshobson/agents and configures it for Cursor.
3Select Cursor when prompted
The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:
◆ Which agents do you want to install to?││ ── Universal (.agents/skills) ── always included ────│ • Amp│ • Antigravity│ • Cline│ • Codex│ ●Cursor(selected)│ • Cursor│ • Windsurf4Verify installation
Confirm successful installation by checking the skill directory location:
.cursor/skills/memory-safety-patternsReload or restart Cursor to activate memory-safety-patterns. Access the skill through slash commands (e.g., /memory-safety-patterns) or your agent's skill management interface.
⚠Security & Verification Notice
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.
Additional Resources
List & Monetize Your Skill
Submit your Claude Code skill and start earning
GET_STARTED →Use Cases▌
User Story & Requirements Generation
Create detailed user stories, acceptance criteria, and feature specs
Example
Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios
✓Reduce spec writing time by 50%, ensure comprehensive coverage
Competitive Analysis
Research competitors, compare features, identify gaps
Example
Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities
✓Complete competitive research in 2 hours instead of 2 days
Roadmap Prioritization
Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs
Example
Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale
✓Make data-driven prioritization decisions faster
Stakeholder Communication
Draft PRDs, status updates, and stakeholder presentations
Example
Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement
✓Save 3-5 hours/week on communication overhead
Implementation Guide▌
Prerequisites
- ›Claude Desktop or compatible AI client
- ›Access to product documentation and roadmap tools (Jira, Notion, etc.)
- ›Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
- ›Stakeholder contact information and communication channels
Time Estimate
30-60 minutes to see productivity improvements
Installation Steps
- 1.Install product management skill
- 2.Start with user story generation for known feature
- 3.Progress to competitive analysis: research 2-3 competitors
- 4.Use for roadmap prioritization: apply RICE/ICE scoring
- 5.Draft stakeholder communications and refine based on feedback
- 6.Build template library for recurring PM tasks
- 7.Share effective prompts with product team
Common Pitfalls
- ⚠Not validating competitive research—verify facts before sharing
- ⚠Accepting user stories without involving engineering team
- ⚠Over-relying on frameworks without qualitative judgment
- ⚠Not customizing outputs to company culture and communication style
- ⚠Skipping stakeholder validation of generated requirements
Best Practices▌
✓ Do
- +Validate research and competitive analysis with real data
- +Collaborate with engineering when generating technical requirements
- +Customize frameworks and templates to your company context
- +Use skill for first drafts, refine with stakeholder input
- +Document successful prompt patterns for PM tasks
- +Combine AI efficiency with human judgment and intuition
✗ Don't
- −Don't publish competitive analysis without fact-checking
- −Don't finalize user stories without engineering review
- −Don't make prioritization decisions solely on AI scoring
- −Don't skip customer validation of generated requirements
- −Don't ignore company-specific context and culture
💡 Pro Tips
- ★Provide context: company goals, constraints, customer feedback
- ★Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
- ★Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
- ★Use skill for 70% generation + 30% customization to company needs
When to Use This▌
✓ Use When
Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.
✗ Avoid When
Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.
Learning Path▌
- 1Basic: user stories, feature specs, status updates
- 2Intermediate: competitive analysis, prioritization frameworks, PRDs
- 3Advanced: product strategy, go-to-market planning, OKR setting
- 4Expert: product vision, market positioning, business model innovation
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
general reviewsRatings
4.6★★★★★69 reviews- ★★★★★Nikhil Abebe· Dec 28, 2024
Solid pick for teams standardizing on skills: memory-safety-patterns is focused, and the summary matches what you get after install.
- ★★★★★Pratham Ware· Dec 20, 2024
Useful defaults in memory-safety-patterns — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Charlotte Tandon· Dec 16, 2024
memory-safety-patterns reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Ishan Reddy· Dec 12, 2024
Registry listing for memory-safety-patterns matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Amelia Chawla· Dec 4, 2024
Keeps context tight: memory-safety-patterns is the kind of skill you can hand to a new teammate without a long onboarding doc.
- ★★★★★Amelia Desai· Nov 27, 2024
I recommend memory-safety-patterns for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Diego Khan· Nov 23, 2024
Registry listing for memory-safety-patterns matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Jin Lopez· Nov 23, 2024
Useful defaults in memory-safety-patterns — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Ishan Sethi· Nov 19, 2024
We added memory-safety-patterns from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
- ★★★★★Henry Chen· Nov 7, 2024
memory-safety-patterns is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
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