description stringclasses 99
values | severity float64 3 9.8 | category stringclasses 10
values |
|---|---|---|
SQL injection vulnerability in the user profile module allowing attackers to extract sensitive database records. | 5.4 | Path Traversal |
Buffer overflow in the admin dashboard that could allow memory corruption and potential remote code execution. | 6.5 | XSS |
Remote code execution vulnerability in the payment processing service allowing attackers to run arbitrary commands on the server. | 8.2 | Injection |
Cross-site scripting vulnerability in the session management system enabling attackers to execute malicious JavaScript in user browsers. | 5.2 | Configuration |
Directory traversal vulnerability in the user profile module enabling attackers to access restricted server files. | 8.3 | Authentication |
Misconfiguration vulnerability in the image processing library exposing internal services to unauthorized users. | 4.4 | Configuration |
Misconfiguration vulnerability in the session management system exposing internal services to unauthorized users. | 8.9 | XSS |
Buffer overflow in the payment processing service that could allow memory corruption and potential remote code execution. | 5.6 | Access Control |
SQL injection vulnerability in the image processing library allowing attackers to extract sensitive database records. | 8.1 | Remote Code Execution |
Directory traversal vulnerability in the payment processing service enabling attackers to access restricted server files. | 7.4 | Injection |
Insecure deserialization vulnerability in the REST API gateway allowing arbitrary code execution. | 3.8 | Remote Code Execution |
Denial-of-service vulnerability in the admin dashboard allowing attackers to exhaust server resources. | 6.2 | Authentication |
Insecure deserialization vulnerability in the admin dashboard allowing arbitrary code execution. | 4.4 | Injection |
SQL injection vulnerability in the payment processing service allowing attackers to extract sensitive database records. | 6.5 | Memory Corruption |
Buffer overflow in the image processing library that could allow memory corruption and potential remote code execution. | 5.5 | Authentication |
Cross-site scripting vulnerability in the authentication API enabling attackers to execute malicious JavaScript in user browsers. | 3.1 | Denial of Service |
Remote code execution vulnerability in the authentication API allowing attackers to run arbitrary commands on the server. | 3.4 | Path Traversal |
Remote code execution vulnerability in the user profile module allowing attackers to run arbitrary commands on the server. | 5.2 | Configuration |
Misconfiguration vulnerability in the database query handler exposing internal services to unauthorized users. | 5.7 | Memory Corruption |
Insecure deserialization vulnerability in the authentication API allowing arbitrary code execution. | 7.1 | Configuration |
Insecure deserialization vulnerability in the session management system allowing arbitrary code execution. | 9.1 | Memory Corruption |
Denial-of-service vulnerability in the admin dashboard allowing attackers to exhaust server resources. | 9.3 | Path Traversal |
Insecure deserialization vulnerability in the file upload endpoint allowing arbitrary code execution. | 6.7 | Access Control |
Denial-of-service vulnerability in the payment processing service allowing attackers to exhaust server resources. | 5.8 | Denial of Service |
Authentication bypass vulnerability in the database query handler allowing unauthorized users to gain administrative access. | 7.4 | Memory Corruption |
Improper access control in the user profile module exposing sensitive user information. | 7.8 | Memory Corruption |
Improper access control in the authentication API exposing sensitive user information. | 9.1 | Remote Code Execution |
Cross-site scripting vulnerability in the user profile module enabling attackers to execute malicious JavaScript in user browsers. | 3.3 | Remote Code Execution |
Improper access control in the payment processing service exposing sensitive user information. | 8.3 | Deserialization |
Misconfiguration vulnerability in the user profile module exposing internal services to unauthorized users. | 8.4 | XSS |
Cross-site scripting vulnerability in the user profile module enabling attackers to execute malicious JavaScript in user browsers. | 9.3 | Injection |
Misconfiguration vulnerability in the image processing library exposing internal services to unauthorized users. | 4.5 | Injection |
Buffer overflow in the user profile module that could allow memory corruption and potential remote code execution. | 3.1 | XSS |
Misconfiguration vulnerability in the user profile module exposing internal services to unauthorized users. | 7.4 | Denial of Service |
Buffer overflow in the image processing library that could allow memory corruption and potential remote code execution. | 6.1 | Access Control |
Improper access control in the image processing library exposing sensitive user information. | 3.3 | Path Traversal |
Authentication bypass vulnerability in the REST API gateway allowing unauthorized users to gain administrative access. | 9.3 | Memory Corruption |
Insecure deserialization vulnerability in the web comment system allowing arbitrary code execution. | 7 | Authentication |
Insecure deserialization vulnerability in the admin dashboard allowing arbitrary code execution. | 8.3 | Denial of Service |
Buffer overflow in the authentication API that could allow memory corruption and potential remote code execution. | 6.6 | Denial of Service |
Misconfiguration vulnerability in the admin dashboard exposing internal services to unauthorized users. | 7.3 | Configuration |
Directory traversal vulnerability in the payment processing service enabling attackers to access restricted server files. | 4.7 | Injection |
Directory traversal vulnerability in the admin dashboard enabling attackers to access restricted server files. | 7.8 | Deserialization |
Misconfiguration vulnerability in the image processing library exposing internal services to unauthorized users. | 8.3 | Memory Corruption |
Authentication bypass vulnerability in the image processing library allowing unauthorized users to gain administrative access. | 7.8 | Memory Corruption |
Denial-of-service vulnerability in the session management system allowing attackers to exhaust server resources. | 3.5 | Configuration |
SQL injection vulnerability in the session management system allowing attackers to extract sensitive database records. | 3.3 | XSS |
SQL injection vulnerability in the authentication API allowing attackers to extract sensitive database records. | 4.9 | Configuration |
Remote code execution vulnerability in the authentication API allowing attackers to run arbitrary commands on the server. | 6.5 | Remote Code Execution |
Denial-of-service vulnerability in the payment processing service allowing attackers to exhaust server resources. | 5.9 | Memory Corruption |
Denial-of-service vulnerability in the image processing library allowing attackers to exhaust server resources. | 9.3 | Memory Corruption |
Insecure deserialization vulnerability in the web comment system allowing arbitrary code execution. | 7.3 | Remote Code Execution |
Misconfiguration vulnerability in the authentication API exposing internal services to unauthorized users. | 7.3 | Denial of Service |
Authentication bypass vulnerability in the file upload endpoint allowing unauthorized users to gain administrative access. | 9.2 | Remote Code Execution |
Improper access control in the session management system exposing sensitive user information. | 6.2 | Authentication |
Remote code execution vulnerability in the user profile module allowing attackers to run arbitrary commands on the server. | 6.5 | Remote Code Execution |
Denial-of-service vulnerability in the user profile module allowing attackers to exhaust server resources. | 4.7 | Injection |
Misconfiguration vulnerability in the authentication API exposing internal services to unauthorized users. | 8.8 | Remote Code Execution |
Misconfiguration vulnerability in the session management system exposing internal services to unauthorized users. | 6.7 | XSS |
Cross-site scripting vulnerability in the payment processing service enabling attackers to execute malicious JavaScript in user browsers. | 5.7 | Injection |
Directory traversal vulnerability in the database query handler enabling attackers to access restricted server files. | 5.7 | Denial of Service |
Denial-of-service vulnerability in the file upload endpoint allowing attackers to exhaust server resources. | 3.8 | Deserialization |
Buffer overflow in the payment processing service that could allow memory corruption and potential remote code execution. | 6.2 | Remote Code Execution |
Improper access control in the database query handler exposing sensitive user information. | 9.2 | Access Control |
Improper access control in the image processing library exposing sensitive user information. | 3.9 | Memory Corruption |
Remote code execution vulnerability in the payment processing service allowing attackers to run arbitrary commands on the server. | 9 | Authentication |
Improper access control in the user profile module exposing sensitive user information. | 5 | Deserialization |
Remote code execution vulnerability in the database query handler allowing attackers to run arbitrary commands on the server. | 5.9 | XSS |
Remote code execution vulnerability in the admin dashboard allowing attackers to run arbitrary commands on the server. | 4.6 | Path Traversal |
Insecure deserialization vulnerability in the file upload endpoint allowing arbitrary code execution. | 8.4 | Remote Code Execution |
Denial-of-service vulnerability in the admin dashboard allowing attackers to exhaust server resources. | 7.9 | Remote Code Execution |
Cross-site scripting vulnerability in the image processing library enabling attackers to execute malicious JavaScript in user browsers. | 6.9 | XSS |
SQL injection vulnerability in the payment processing service allowing attackers to extract sensitive database records. | 4 | Injection |
Insecure deserialization vulnerability in the authentication API allowing arbitrary code execution. | 7.8 | Configuration |
Directory traversal vulnerability in the REST API gateway enabling attackers to access restricted server files. | 3.3 | Configuration |
SQL injection vulnerability in the image processing library allowing attackers to extract sensitive database records. | 9.4 | Memory Corruption |
Remote code execution vulnerability in the session management system allowing attackers to run arbitrary commands on the server. | 3.2 | Authentication |
Improper access control in the authentication API exposing sensitive user information. | 8.5 | Authentication |
Cross-site scripting vulnerability in the file upload endpoint enabling attackers to execute malicious JavaScript in user browsers. | 7.2 | XSS |
Buffer overflow in the payment processing service that could allow memory corruption and potential remote code execution. | 4 | Injection |
Improper access control in the database query handler exposing sensitive user information. | 9.5 | Deserialization |
Misconfiguration vulnerability in the database query handler exposing internal services to unauthorized users. | 8.3 | Configuration |
SQL injection vulnerability in the authentication API allowing attackers to extract sensitive database records. | 7.5 | Deserialization |
Insecure deserialization vulnerability in the web comment system allowing arbitrary code execution. | 3.3 | Memory Corruption |
Misconfiguration vulnerability in the authentication API exposing internal services to unauthorized users. | 5.4 | Remote Code Execution |
Denial-of-service vulnerability in the session management system allowing attackers to exhaust server resources. | 6.1 | Authentication |
SQL injection vulnerability in the REST API gateway allowing attackers to extract sensitive database records. | 9.6 | Injection |
Authentication bypass vulnerability in the user profile module allowing unauthorized users to gain administrative access. | 4.7 | Remote Code Execution |
SQL injection vulnerability in the authentication API allowing attackers to extract sensitive database records. | 9.6 | Configuration |
Cross-site scripting vulnerability in the database query handler enabling attackers to execute malicious JavaScript in user browsers. | 8.1 | Denial of Service |
Directory traversal vulnerability in the web comment system enabling attackers to access restricted server files. | 8.8 | Injection |
Buffer overflow in the web comment system that could allow memory corruption and potential remote code execution. | 7 | Remote Code Execution |
Remote code execution vulnerability in the authentication API allowing attackers to run arbitrary commands on the server. | 5.3 | Memory Corruption |
Denial-of-service vulnerability in the image processing library allowing attackers to exhaust server resources. | 9.4 | Access Control |
SQL injection vulnerability in the image processing library allowing attackers to extract sensitive database records. | 3.6 | Authentication |
Denial-of-service vulnerability in the database query handler allowing attackers to exhaust server resources. | 4 | Path Traversal |
Insecure deserialization vulnerability in the admin dashboard allowing arbitrary code execution. | 9.2 | Injection |
Insecure deserialization vulnerability in the payment processing service allowing arbitrary code execution. | 9.5 | Injection |
Cross-site scripting vulnerability in the web comment system enabling attackers to execute malicious JavaScript in user browsers. | 4.7 | Denial of Service |
Directory traversal vulnerability in the web comment system enabling attackers to access restricted server files. | 8.5 | Denial of Service |
End of preview. Expand in Data Studio
YAML Metadata Warning:The task_categories "information-extraction" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
Cyber Vulnerabilities Dataset
This dataset contains a collection of synthetic cybersecurity vulnerability descriptions designed for experimentation with AI systems that analyze and classify security threats.
The dataset was created for the Week 8 AI Engineering project, which demonstrates a multi-agent architecture combining Retrieval Augmented Generation (RAG), LLM reasoning, and ensemble prediction to estimate vulnerability severity.
Dataset Structure
Each record contains the following fields:
- description – Text description of a cybersecurity vulnerability
- severity – Severity score between 0 and 10
- category – Vulnerability category (e.g., Injection, XSS, Memory Corruption)
Example record:
{
"description": "SQL injection vulnerability in login API allowing attackers to access sensitive database records.",
"severity": 9.1,
"category": "Injection"
}
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