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ease
features
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support

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Description

Aardvark operates as an autonomous security research agent, utilizing advanced capabilities to mimic the functions of a human security researcher. It consistently examines source code repositories, formulates threat models, scans commits for potential vulnerabilities, tests exploitability within isolated environments, and suggests precise patches for subsequent human evaluation. In contrast to conventional tools that depend solely on techniques like fuzzing or software composition analysis, Aardvark leverages a reasoning pipeline grounded in a large language model to analyze code behavior and seamlessly integrates with current developer workflows, such as those found in GitHub and code review systems, as well as utilizing Codex for generating patches. The agent offers extensive features, including the ability to scan entire repositories upon initial connection, followed by commit-level assessments, automated patch creation and validation, and annotations that can be reviewed by humans for each discovery. Promising preliminary results from internal testing at OpenAI indicate that Aardvark achieves a detection recall rate of 92% when applied to repositories containing either known or artificially created vulnerabilities. As Aardvark continues to evolve, it holds the potential to significantly enhance the security landscape by providing developers with powerful tools for proactive threat management.

Description

CodeMender is an innovative AI-driven tool created by DeepMind that automatically detects, analyzes, and corrects security vulnerabilities within software code. By integrating sophisticated reasoning capabilities through the Gemini Deep Think models with various analysis techniques such as static and dynamic analysis, differential testing, fuzzing, and SMT solvers, it effectively pinpoints the underlying causes of issues, generates high-quality fixes, and ensures these solutions are validated to prevent regressions or functional failures. The operation of CodeMender involves proposing patches that comply with established style guidelines and maintain structural integrity, while it also employs critique and verification agents to assess modifications and self-correct if any problems are identified. Additionally, CodeMender can actively refactor existing code to incorporate safer APIs or data structures, such as implementing -fbounds-safety annotations to mitigate the risk of buffer overflows. To date, this remarkable tool has contributed dozens of patches to significant open-source projects, some of which consist of millions of lines of code, showcasing its potential impact on software security and reliability. Its ongoing development promises even greater advancements in the realm of automated code improvement and safety.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

GPT-5
GPT-5.1
GPT-5.1 Instant
GPT-5.1 Pro
GPT-5.1 Thinking
GPT-5.2
GPT-5.2 Instant
GPT-5.2 Pro
GPT-5.2 Thinking
Gemini
Gemini 2.5 Deep Think
Gemini Enterprise
Gemma
Git
GitHub
Imagen
Lyria
OpenAI
OpenAI Codex
Veo

Integrations

GPT-5
GPT-5.1
GPT-5.1 Instant
GPT-5.1 Pro
GPT-5.1 Thinking
GPT-5.2
GPT-5.2 Instant
GPT-5.2 Pro
GPT-5.2 Thinking
Gemini
Gemini 2.5 Deep Think
Gemini Enterprise
Gemma
Git
GitHub
Imagen
Lyria
OpenAI
OpenAI Codex
Veo

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

OpenAI

Founded

2015

Country

United States

Website

openai.com/index/introducing-aardvark/

Vendor Details

Company Name

Google DeepMind

Founded

2010

Country

United States

Website

deepmind.google/discover/blog/introducing-codemender-an-ai-agent-for-code-security/

Product Features

Product Features

Alternatives

Alternatives

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