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bg-szy/TOP-SKILLS

Sets up and runs Ruzzy, Trail of Bits' coverage-guided Ruby fuzzer and the only production-ready one for the language. Covers harness structure, fuzzing pure Ruby and the native C extensions in gems, and sanitizer builds. Use when fuzzing a Ruby library or gem, testing a Ruby C extension for memory safety, or asking how to fuzz Ruby at all.

What is TOP-SKILLS?

TOP-SKILLS is a Claude Code agent skill that sets up and runs Ruzzy, Trail of Bits' coverage-guided Ruby fuzzer and the only production-ready one for the language. Covers harness structure, fuzzing pure Ruby and the native C extensions in gems, and sanitizer builds. Use when fuzzing a Ruby library or gem, testing a Ruby C extension for memory safety, or asking how to fuzz Ruby at all.

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Documentation

Ruzzy

Ruzzy is a coverage-guided fuzzer for Ruby built on libFuzzer. It enables fuzzing both pure Ruby code and Ruby C extensions with sanitizer support for detecting memory corruption and undefined behavior.

When to Use

Ruzzy is currently the only production-ready coverage-guided fuzzer for Ruby.

Choose Ruzzy when:

  • Fuzzing Ruby applications or libraries
  • Testing Ruby C extensions for memory safety issues
  • You need coverage-guided fuzzing for Ruby code
  • Working with Ruby gems that have native extensions

Quick Start

Set up environment:

export ASAN_OPTIONS="allocator_may_return_null=1:detect_leaks=0:use_sigaltstack=0"

Test with the included toy example:

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby -e 'require "ruzzy"; Ruzzy.dummy'

This should quickly find a crash demonstrating that Ruzzy is working correctly.

Installation

Platform Support

Ruzzy supports Linux x86-64 and AArch64/ARM64. For macOS or Windows, use the Dockerfile or development environment.

Prerequisites

  • Linux x86-64 or AArch64/ARM64
  • Recent version of clang (tested back to 14.0.0, latest release recommended)
  • Ruby with gem installed

Installation Command

Install Ruzzy with clang compiler flags:

MAKE="make --environment-overrides V=1" \
CC="/path/to/clang" \
CXX="/path/to/clang++" \
LDSHARED="/path/to/clang -shared" \
LDSHAREDXX="/path/to/clang++ -shared" \
    gem install ruzzy

Environment variables explained:

  • MAKE: Overrides make to respect subsequent environment variables
  • CC, CXX, LDSHARED, LDSHAREDXX: Ensure proper clang binaries are used for latest features

Troubleshooting Installation

If installation fails, enable debug output:

RUZZY_DEBUG=1 gem install --verbose ruzzy

Verification

Verify installation by running the toy example (see Quick Start section).

Writing a Harness

Fuzzing Pure Ruby Code

Pure Ruby fuzzing requires two scripts due to Ruby interpreter implementation details.

Tracer script (test_tracer.rb):

# frozen_string_literal: true

require 'ruzzy'

Ruzzy.trace('test_harness.rb')

Harness script (test_harness.rb):

# frozen_string_literal: true

require 'ruzzy'

def fuzzing_target(input)
  # Your code to fuzz here
  if input.length == 4
    if input[0] == 'F'
      if input[1] == 'U'
        if input[2] == 'Z'
          if input[3] == 'Z'
            raise
          end
        end
      end
    end
  end
end

test_one_input = lambda do |data|
  fuzzing_target(data)
  return 0
end

Ruzzy.fuzz(test_one_input)

Run with:

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby test_tracer.rb

Fuzzing Ruby C Extensions

C extensions can be fuzzed with a single harness file, no tracer needed.

Example harness for msgpack (fuzz_msgpack.rb):

# frozen_string_literal: true

require 'msgpack'
require 'ruzzy'

test_one_input = lambda do |data|
  begin
    MessagePack.unpack(data)
  rescue Exception
    # We're looking for memory corruption, not Ruby exceptions
  end
  return 0
end

Ruzzy.fuzz(test_one_input)

Run with:

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby fuzz_msgpack.rb

Harness Rules

DoDon't
Catch Ruby exceptions if testing C extensionsLet Ruby exceptions crash the fuzzer
Return 0 from test_one_input lambdaReturn other values
Keep harness deterministicUse randomness or time-based logic
Use tracer script for pure RubySkip tracer for pure Ruby code

See Also: For detailed harness writing techniques, patterns for handling complex inputs, and advanced strategies, see the fuzz-harness-writing technique skill.

Compilation

Installing Gems with Sanitizers

When installing Ruby gems with C extensions for fuzzing, compile with sanitizer flags:

MAKE="make --environment-overrides V=1" \
CC="/path/to/clang" \
CXX="/path/to/clang++" \
LDSHARED="/path/to/clang -shared" \
LDSHAREDXX="/path/to/clang++ -shared" \
CFLAGS="-fsanitize=address,fuzzer-no-link -fno-omit-frame-pointer -fno-common -fPIC -g" \
CXXFLAGS="-fsanitize=address,fuzzer-no-link -fno-omit-frame-pointer -fno-common -fPIC -g" \
    gem install <gem-name>

Build Flags

FlagPurpose
-fsanitize=address,fuzzer-no-linkEnable AddressSanitizer and fuzzer instrumentation
-fno-omit-frame-pointerImprove stack trace quality
-fno-commonBetter compatibility with sanitizers
-fPICPosition-independent code for shared libraries
-gInclude debug symbols

Running Campaigns

Environment Setup

Before running any fuzzing campaign, set ASAN_OPTIONS:

export ASAN_OPTIONS="allocator_may_return_null=1:detect_leaks=0:use_sigaltstack=0"

Options explained:

  1. allocator_may_return_null=1: Skip common low-impact allocation failures (DoS)
  2. detect_leaks=0: Ruby interpreter leaks data, ignore these for now
  3. use_sigaltstack=0: Ruby recommends disabling sigaltstack with ASan

Basic Run

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby harness.rb

Note: LD_PRELOAD is required for sanitizer injection. Unlike ASAN_OPTIONS, do not export it as it may interfere with other programs.

With Corpus

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby harness.rb /path/to/corpus

Passing libFuzzer Options

All libFuzzer options can be passed as arguments:

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby harness.rb /path/to/corpus -max_len=1024 -timeout=10

See libFuzzer options for full reference.

Reproducing Crashes

Re-run a crash case by passing the crash file:

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby harness.rb ./crash-253420c1158bc6382093d409ce2e9cff5806e980

Interpreting Output

OutputMeaning
INFO: Running with entropic power scheduleFuzzing campaign started
ERROR: AddressSanitizer: heap-use-after-freeMemory corruption detected
SUMMARY: libFuzzer: fuzz target exitedRuby exception occurred
artifact_prefix='./'; Test unit written to ./crash-*Crash input saved
Base64: ...Base64 encoding of crash input

Sanitizer Integration

AddressSanitizer (ASan)

Ruzzy includes a pre-compiled AddressSanitizer library:

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby harness.rb

Use ASan for detecting:

  • Heap buffer overflows
  • Stack buffer overflows
  • Use-after-free
  • Double-free
  • Memory leaks (disabled by default in Ruzzy)

UndefinedBehaviorSanitizer (UBSan)

Ruzzy also includes UBSan:

LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::UBSAN_PATH') \
    ruby harness.rb

Use UBSan for detecting:

  • Signed integer overflow
  • Null pointer dereferences
  • Misaligned memory access
  • Division by zero

Common Sanitizer Issues

IssueSolution
Ruby interpreter leak warningsUse ASAN_OPTIONS=detect_leaks=0
Sigaltstack conflictsUse ASAN_OPTIONS=use_sigaltstack=0
Allocation failure spamUse ASAN_OPTIONS=allocator_may_return_null=1
LD_PRELOAD interferes with toolsDon't export it; set inline with ruby command

See Also: For detailed sanitizer configuration, common issues, and advanced flags, see the address-sanitizer and undefined-behavior-sanitizer technique skills.

Real-World Examples

Example: msgpack-ruby

Fuzzing the msgpack MessagePack parser for memory corruption.

Install with sanitizers:

MAKE="make --environment-overrides V=1" \
CC="/path/to/clang" \
CXX="/path/to/clang++" \
LDSHARED="/path/to/clang -shared" \
LDSHAREDXX="/path/to/clang++ -shared" \
CFLAGS="-fsanitize=address,fuzzer-no-link -fno-omit-frame-pointer -fno-common -fPIC -g" \
CXXFLAGS="-fsanitize=address,fuzzer-no-link -fno-omit-frame-pointer -fno-common -fPIC -g" \
    gem install msgpack

Harness (fuzz_msgpack.rb):

# frozen_string_literal: true

require 'msgpack'
require 'ruzzy'

test_one_input = lambda do |data|
  begin
    MessagePack.unpack(data)
  rescue Exception
    # We're looking for memory corruption, not Ruby exceptions
  end
  return 0
end

Ruzzy.fuzz(test_one_input)

Run:

export ASAN_OPTIONS="allocator_may_return_null=1:detect_leaks=0:use_sigaltstack=0"
LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby fuzz_msgpack.rb

Example: Pure Ruby Target

Fuzzing pure Ruby code with a custom parser.

Tracer (test_tracer.rb):

# frozen_string_literal: true

require 'ruzzy'

Ruzzy.trace('test_harness.rb')

Harness (test_harness.rb):

# frozen_string_literal: true

require 'ruzzy'
require_relative 'my_parser'

test_one_input = lambda do |data|
  begin
    MyParser.parse(data)
  rescue StandardError
    # Expected exceptions from malformed input
  end
  return 0
end

Ruzzy.fuzz(test_one_input)

Run:

export ASAN_OPTIONS="allocator_may_return_null=1:detect_leaks=0:use_sigaltstack=0"
LD_PRELOAD=$(ruby -e 'require "ruzzy"; print Ruzzy::ASAN_PATH') \
    ruby test_tracer.rb

Troubleshooting

ProblemCauseSolution
Installation failsWrong clang version or pathVerify clang path, use clang 14.0.0+
cannot open shared object fileLD_PRELOAD not setSet LD_PRELOAD inline with ruby command
Fuzzer immediately exitsMissing corpus directoryCreate corpus directory or pass as argument
No coverage progressPure Ruby needs tracerUse tracer script for pure Ruby code
Leak detection spamRuby interpreter leaksSet ASAN_OPTIONS=detect_leaks=0
Installation debug neededCompilation errorsUse RUZZY_DEBUG=1 gem install --verbose ruzzy

Related Skills

Technique Skills

SkillUse Case
fuzz-harness-writingDetailed guidance on writing effective harnesses
address-sanitizerMemory error detection during fuzzing
undefined-behavior-sanitizerDetecting undefined behavior in C extensions
libfuzzerUnderstanding libFuzzer options (Ruzzy is built on libFuzzer)

Related Fuzzers

SkillWhen to Consider
libfuzzerWhen fuzzing Ruby C extension code directly in C/C++
aflppAlternative approach for fuzzing Ruby by instrumenting Ruby interpreter

Resources

Key External Resources

Introducing Ruzzy, a coverage-guided Ruby fuzzer Official Trail of Bits blog post announcing Ruzzy, covering motivation, architecture, and initial results.

Ruzzy GitHub Repository Source code, additional examples, and development instructions.

libFuzzer Documentation Since Ruzzy is built on libFuzzer, understanding libFuzzer options and behavior is valuable.

Fuzzing Ruby C extensions Detailed guide on fuzzing C extensions with compilation flags and examples.

Fuzzing pure Ruby code Detailed guide on the tracer pattern required for pure Ruby fuzzing.

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

bg-szy/TOP-SKILLS

Brand-first landing page designer — runs a brand-identity interview (colors, typography, shape language), then generates and iterates on a polished landing page via Stitch with deployment-ready HTML. Use when the user asks to create, design, or build a landing page, homepage, or marketing page and has no established visual direction. Skip when they have a design mockup, need a dashboard or app UI, are working at component level, building a multi-page app, or restyling with known design tokens — use frontend-design instead.

bg-szy/TOP-SKILLS

Fill out Microsoft Azure Landing Zone (ALZ) Accelerator checklists by interviewing the user, mapping their Azure subscriptions, integrating IP addressing documentation, and applying Microsoft Cloud Adoption Framework best practices. Produces a completed Excel checklist (.xlsx) ready for ALZ deployment. Use this skill whenever the user mentions Azure Landing Zone, ALZ checklist, landing zone accelerator, platform landing zone configuration, ALZ bootstrap, hub-and-spoke setup, Azure network topology planning, or wants to fill out any ALZ-related checklist or configuration file. Also trigger when the user uploads an Excel file that contains tabs like "Accelerator - Bootstrap", "Accelerator - Bicep", or "Accelerator - Terraform".

bg-szy/TOP-SKILLS

Compose a premium, animated landing page section by section in Next.js + Tailwind + Motion (Framer Motion) — built on a real design system, with editorial copy and motion that feels human-crafted, not template-generated. Use when building or rebuilding a landing page, marketing site, or hero/feature/pricing/CTA sections that need to look production-ready and bespoke from day one.

bg-szy/TOP-SKILLS

Write high-converting landing page copy using proven frameworks like PAS (Problem-Agitate-Solution), AIDA, and StoryBrand. Creates headlines, value propositions, CTAs, and full page sections optimized for conversion. Use when users need landing page copy, sales page content, or marketing website text.

bg-szy/TOP-SKILLS

Optimize landing pages for conversions, performance, and SEO. Use when improving landing pages, increasing conversions, or optimizing page performance.

bg-szy/TOP-SKILLS

Review investment portfolios for risk, diversification, fees. Asset allocation recommendations, tax-loss harvesting, rebalancing.

bg-szy/TOP-SKILLS

Beads Viewer - Graph-aware triage engine for Beads projects. Computes PageRank, betweenness, critical path, and cycles. Use --robot-* flags for AI agents.

bg-szy/TOP-SKILLS

CI red? Call us. Pipeline fire brigade deploys. Use when user mentions CI failures, build errors, test failures, or pipeline issues. Do NOT load for: local builds, standard implementation work, reviews, or setup.

bg-szy/TOP-SKILLS

CASS Memory System - procedural memory for AI coding agents. Three-layer cognitive architecture with confidence decay, anti-pattern learning, cross-agent knowledge transfer, trauma guard safety system. Bun/TypeScript CLI.

bg-szy/TOP-SKILLS

Mandatory entry point: read this first for any request to make, create, edit, animate, or render a video, animation, or motion graphic, including a promo, explainer, captioned clip, title card, overlay, slideshow or interactive deck, Remotion port, or any HyperFrames HTML composition. Also use it to inspect, diagnose, validate, preview, publish, or batch-render an existing HyperFrames project. Inputs may be a website URL, GitHub PR, Figma design or URL, text or brief, existing footage, or music. It resumes project state, captures intent when applicable, selects and installs the owning workflow, and routes domain capabilities. HyperFrames is the default output framework unless the user explicitly chooses another framework for the deliverable or asks only to record a browser session.

bg-szy/TOP-SKILLS

Expert in building portfolios that actually land jobs and clients - not just showing work, but creating memorable experiences. Covers developer portfolios, designer portfolios, creative portfolios, and portfolios that convert visitors into opportunities.

bg-szy/TOP-SKILLS

Use when the user asks to "pre-launch check the landing page", "run a Quality-Score preflight", or "verify ad-to-page message match before launch"; produces an ad↔page continuity report — message-match gaps, above-the-fold check, page-speed read, form-friction count, mobile-render flags — as a pass/fix punch list. Not for redesigning or rewriting the page — use landing-optimizer; not for scoring the account or the RQS — use ad-account-auditor. 落地页体验预检/广告落地页一致性检查

bg-szy/TOP-SKILLS

Use when the user asks to "optimize our landing page for influencer traffic", "fix our promo-code landing page", or "improve conversion from a creator campaign"; produces a message-match audit, page-structure and social-proof recommendations, a promo-code/CTA conversion plan, and an A/B test roadmap. Not for measuring campaign results after launch — use performance-analyzer.

bg-szy/TOP-SKILLS

Audit a landing page, sales page or checkout page for conversion leaks and return a fix list ordered by expected revenue impact. Use when asked to review, critique or improve a landing page, sales page, opt-in page, product page or checkout flow, when conversion rate is low, when paid traffic is not converting, or when someone asks "why isn't this page converting" or wants a CRO / landing page review.

bg-szy/TOP-SKILLS

Landing page conversion optimization with layout rules, hero section design, and CTA psychology. Covers above-the-fold formula, social proof placement, mobile design, and F-pattern reading. Use for: startup landing pages, product pages, SaaS marketing, conversion optimization. Triggers: landing page, hero section, above the fold, conversion optimization, landing page design, cta button, hero image, landing page layout, saas landing page, product page design, conversion rate, landing page best practices

bg-szy/TOP-SKILLS

Create high-converting, visually distinctive landing pages. Use when building marketing pages, product launches, SaaS homepages, or any single-page conversion-focused website. Guides section-by-section composition with anti-AI-slop principles.

bg-szy/TOP-SKILLS

Landing page conversion optimization with layout rules, hero section design, and CTA psychology. Covers above-the-fold formula, social proof placement, mobile design, and F-pattern reading. Use for: startup landing pages, product pages, SaaS marketing, conversion optimization. Triggers: landing page, hero section, above the fold, conversion optimization, landing page design, cta button, hero image, landing page layout, saas landing page, product page design, conversion rate, landing page best practices

bg-szy/TOP-SKILLS

Account assets, equity and fund positions, P&L, cash flow records, account statements, margin ratios, buy-power estimates, order management, and DCA recurring investments via Longbridge (most require Trade permission). Frameworks: portfolio diagnosis, rebalancing, asset allocation, risk analysis (VaR/CVaR), performance attribution, and tax-loss harvesting. Triggers: "持仓", "账户", "盈亏", "资产", "对账单", "下单", "买入", "卖出", "撤单", "定投", "组合诊断", "再平衡", "资产配置", "风险分析", "绩效归因", "税损收割", "持倉", "賬戶", "盈虧", "對賬單", "下單", "買入", "賣出", "組合診斷", "再平衡", "稅損收割", "positions", "portfolio", "P&L", "order", "buy", "sell", "DCA", "statement", "risk analysis", "rebalancing", "tax harvesting", "我的风险", "持仓风险", "风险敞口", "資產", "資產配置", "風險分析", "績效歸因", "撤單

bg-szy/TOP-SKILLS

Auto-loaded context for Portfolio Buddy 2 development. Use for ANY task involving: React 19 development, TypeScript, portfolio analysis features, metrics calculations, trading strategy comparison, or working with the Portfolio Buddy 2 codebase. Contains tech stack, known issues, and architectural constraints.

bg-szy/TOP-SKILLS

Process video files with audio extraction, format conversion (mp4, webm), and Whisper transcription. Use when user mentions video conversion, audio extraction, transcription, mp4, webm, ffmpeg, or whisper transcription.

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