harsharajkumar273/api-vulnerability-dataset-10k
API Vulnerability Dataset (10K) A dataset of 10,000 API-specific vulnerability samples used to fine-tune harsharajkumar273/api-security-qlora — a QLoRA adapter on CodeLlama-7b for automated API security analysis. Dataset Summary Each sample contains a vulnerable or clean API endpoint code snippet paired with a structured security analysis covering vulnerability type, severity, CWE ID, and a remediated version. Language & Framework Distribution… See the full description on the dataset page: https://huggingface.co/datasets/harsharajkumar273/api-vulnerability-dataset-10k.
API Vulnerability Dataset (10K)
A dataset of 10,000 API-specific vulnerability samples used to fine-tune harsharajkumar273/api-security-qlora — a QLoRA adapter on CodeLlama-7b for automated API security analysis.
Dataset Summary
Each sample contains a vulnerable or clean API endpoint code snippet paired with a structured security analysis covering vulnerability type, severity, CWE ID, and a remediated version.
Language & Framework Distribution
Vulnerability Distribution
Severity Breakdown
- Critical (43%): RCE, SQLi, unauthorized admin access
- High (41%): Data leaks, IDOR, authorization bypass
- Medium / Clean (16%): XSS, input validation warnings, baseline clean samples
Usage
This dataset was used to fine-tune the api-security-qlora adapter and is also consumed directly by the API Security Scanner rules engine.
Credits
CS6380 — API Security Project Authors: Siddhanth Nilesh Jagtap · Tanuj Kenchannavar · Harsha Raj Kumar
