CodeMender vs. Honggfuzz Comparison


CodeMender Google DeepMind	Honggfuzz Google	+	+
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About CodeMender is an AI-powered agent developed by DeepMind for automatically finding, diagnosing, and patching security vulnerabilities in software code. It combines advanced reasoning abilities (via Gemini Deep Think models) with program analysis tools, static analysis, dynamic analysis, differential testing, fuzzing, and SMT solvers, to identify root causes of flaws, generate high-quality fixes, and validate them to avoid regressions or functional breakage. CodeMender operates by proposing patches that adhere to style rules and structural correctness, and then uses critique and verification agents to check changes and self-correct if issues arise. It can also proactively rewrite existing code using safer APIs or data structures (for example, applying -fbounds-safety annotations to prevent buffer overflows). To date, CodeMender has upstreamed dozens of patches in large open source projects (including ones with millions of lines of code).	About Honggfuzz is a security-oriented software fuzzer. Supports evolutionary, feedback-driven fuzzing based on code coverage (SW and HW-based). It’s multi-process and multi-threaded, there’s no need to run multiple copies of your fuzzer, as Honggfuzz can unlock the potential of all your available CPU cores with a single running instance. The file corpus is automatically shared and improved between all fuzzed processes. It’s blazingly fast when the persistent fuzzing mode is used. A simple/empty LLVMFuzzerTestOneInput function can be tested with up to 1mo iteration per second on a relatively modern CPU. Has a solid track record of uncovered security bugs, the only (to date) vulnerability in OpenSSL with the critical score mark was discovered by Honggfuzz. As opposed to other fuzzers, it will discover and report hijacked/ignored signals from crashes (intercepted and potentially hidden by a fuzzed program).
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Supported Chromebook Not Supported
Audience Software engineers, security teams, and maintainers looking for a solution to automate detection and secure patching of vulnerabilities in their codebases with AI assistance	Audience Anyone requiring a solution to detect coding errors and security vulnerabilities
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Google DeepMind Founded: 2010 United States deepmind.google/discover/blog/introducing-codemender-an-ai-agent-for-code-security/	Company Information Google United States github.com/google/honggfuzz
Alternatives Codex Security OpenAI	Alternatives LibFuzzer LLVM Project
Claude Security Anthropic	Awesome Fuzzing secfigo
Codename MDASH Microsoft	Atheris Google
Patched	american fuzzy lop Google
Asterisk View All	go-fuzz dvyukov View All
Categories Agentic AI Supported AI Coding Agents Supported Code Security Supported	Categories Fuzz Testing Supported

Integrations ClusterFuzz Not Supported Cygwin Not Supported FreeBSD Not Supported Gemini Supported Gemini 2.5 Deep Think Supported Gemini 3.5 Flash Cyber Supported Gemini 3.8 Flash Cyber Supported Gemini Enterprise Supported Gemma Supported Google AI Threat Defense Supported Google ClusterFuzz Not Supported Imagen Supported Lyria Supported NetBSD Not Supported OpenSSL Not Supported Veo Supported Show More Integrations View All 10 Integrations	Integrations ClusterFuzz Supported Cygwin Supported FreeBSD Supported Gemini Not Supported Gemini 2.5 Deep Think Not Supported Gemini 3.5 Flash Cyber Not Supported Gemini 3.8 Flash Cyber Not Supported Gemini Enterprise Not Supported Gemma Not Supported Google AI Threat Defense Not Supported Google ClusterFuzz Supported Imagen Not Supported Lyria Not Supported NetBSD Supported OpenSSL Supported Veo Not Supported Show More Integrations View All 6 Integrations
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