AICGSecEval

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AICGSecEval is a Testing & QA tool that provides a repository-level benchmark for evaluating the security of AI-generated code. It assesses the security performance of AI-assisted programming by simulating real-world development workflows.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Skill level

Technical

About

What is AICGSecEval?

AICGSecEval (A.S.E) is a comprehensive, repository-level AI-generated code security evaluation benchmark developed by Tencent Wukong Code Security Team. It's designed to assess the security performance of AI-assisted programming by simulating real-world development workflows. The framework includes code generation tasks derived from real-world GitHub projects and CVE patches, ensuring practical relevance and security sensitivity. It automatically extracts project-level code context to simulate realistic AI programming scenarios and integrates a hybrid evaluation suite combining static and dynamic analysis for balanced detection coverage and verification precision. A.S.E aims to be an open, reproducible, and continuously evolving community project, welcoming contributions to expand its dataset and improve the evaluation framework.

Best used for

Ideal for developers and security engineers who need to evaluate the security of AI-generated code, benchmark AI-assisted programming tools, and identify potential vulnerabilities. Especially valuable for those working with various programming languages and requiring a hybrid static and dynamic analysis approach.

Common actions

evaluate code security

benchmark AI code

detect code vulnerabilities

assess AI programming

face swapping"AI Agents"github copilotdeepfakeworkflowscollaborationautomated workflowlow-code/no-codeopen-source

Capabilities

Key features

Repository-level evaluation
Hybrid static/dynamic analysis
Real-world vulnerability scenarios
Agentic programming tool support
Automatic checkpoint recovery
OWASP Top 10 & CWE Top 25 coverage

Target Audience

developer

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What types of vulnerabilities does AICGSecEval cover?

AICGSecEval covers a broad range of code generation vulnerability scenarios, including key risks from the OWASP Top 10 and CWE Top 25. It supports 29 CWE vulnerability types across major programming languages like C/C++, PHP, Java, Python, and JavaScript.

How does AICGSecEval evaluate AI-generated code?

The tool employs a hybrid assessment framework that combines static and dynamic analysis. This includes a dynamic evaluation scheme based on test cases and vulnerability PoCs, balancing detection breadth and verification precision to enhance the scientific rigor of security assessments.

Can AICGSecEval be used to evaluate AI agents?

Yes, AICGSecEval supports the evaluation of agentic programming tools. It expands evaluation dimensions to better reflect real-world AI programming scenarios, allowing for flexible configuration of agent-specific parameters during evaluation.

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