huhusmang/Awesome-LLMs-for-Vulnerability-Detection resource

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1283 stars · 126 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated, continuously-updated awesome-list indexing research papers, projects, datasets, and benchmarks on using large language models for software vulnerability detection. It covers function-level, repository-level, agentic, and smart-contract detection approaches.

Use cases

• find papers on LLM-based vulnerability detection
• research benchmarks for security-focused LLMs
• survey the state of the art in AI code security analysis
• find datasets for training vulnerability detection models
• keep up with new agentic vulnerability discovery research
• find open-source tools for LLM-powered security scanning

When to choose

• you are researching LLM applications in software security
• you need a starting point for a literature review on vulnerability detection
• you want to find datasets or benchmarks for security LLM evaluation

When to avoid

• you need a working vulnerability detection tool rather than a paper index
• you want general LLM research beyond security
• you need a maintained software library with an API

Facets

learning-resource · maturity active

security developer-tools documentation security large-language-models awesome-lists artificial-intelligence developer-tools cross-platform awesome-list vulnerability-detection llm code-security static-analysis papers benchmarks smart-contracts agentic-ai

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