The application uses hardcoded credentials for API keys and secrets in the configuration files. These credentials are exposed in the source code, making them easily accessible to anyone with access to the repository or deployment environment.
Impact:
An attacker can use these hardcoded credentials to authenticate to external services and APIs, leading to unauthorized data exposure and potential system compromise.
Mitigation:
Remove hardcoded API keys and secrets from the source code. Use environment variables or a secure configuration management tool to store these credentials in an encrypted format. Ensure that sensitive information is not exposed through error messages or logs.
Line:
N/A
OWASP Category:
A05:2021 - Security Misconfiguration
NIST 800-53:
AC-2, AC-6, IA-2
CVSS Score:
9.8
Related CVE:
Pattern-based finding
Priority:
Immediate
The GAT model class contains hardcoded secrets in the form of node size (20) and number of nodes (16). These values are used during the initialization of the model without any validation or sanitization, making them potentially exposed to all users who can access the code.
Impact:
An attacker with access to the system could exploit this by using these hardcoded credentials for unauthorized access. This includes potential exposure of sensitive information related to the internal structure and parameters of the neural network model.
Mitigation:
Refactor the initialization logic to avoid hardcoding any secrets or critical configuration settings. Use environment variables or secure configurations where possible, ensuring they are securely managed according to best practices.
Line:
14-15
OWASP Category:
A08:2021 - Software and Data Integrity Failures
NIST 800-53:
CA-2 - Configuration Management
CVSS Score:
9.8
Related CVE:
Pattern-based finding
Priority:
Immediate
The API does not enforce authentication for sensitive operations such as retrieving event graphs. An attacker can make authenticated requests to these endpoints using stolen credentials or by exploiting other vulnerabilities that allow unauthenticated access.
Impact:
An attacker could gain unauthorized access to sensitive information, including session tokens and potentially user data, leading to further exploitation through credential stuffing or other methods.
Mitigation:
Enforce authentication for all requests to sensitive endpoints. Use middleware or decorators to ensure that only authenticated users can access these resources. Consider implementing JWT (JSON Web Tokens) for secure token-based authentication and session management.
Line:
N/A
OWASP Category:
A07:2021 - Authentication Failures
NIST 800-53:
AC-2, AC-6
CVSS Score:
7.5
Related CVE:
Priority:
Short-term
The API does not enforce secure communication over external connections. External services and endpoints are accessed without SSL/TLS verification, exposing sensitive information to man-in-the-middle attacks.
Impact:
Sensitive data exchanged between the server and clients could be intercepted and read by an attacker. This includes authentication tokens, user credentials, and other confidential information.
Mitigation:
Enable SSL/TLS for all external connections. Use HTTPS instead of HTTP to ensure secure communication channels. Configure TLS with strong ciphers and key exchanges that are resistant to attacks like POODLE or BEAST.
Line:
N/A
OWASP Category:
A02:2021 - Cryptographic Failures
NIST 800-53:
AC-2, AC-6
CVSS Score:
7.4
Related CVE:
Priority:
Short-term
The application does not enforce authentication for sensitive operations such as accessing environment variables or database connections. An attacker can easily access these configurations without any authentication, leading to unauthorized data exposure and potential system compromise.
Impact:
An attacker could gain unauthorized access to sensitive information stored in the environment variables and MongoDB configuration, potentially compromising the entire application and its underlying systems.
Mitigation:
Enforce authentication for all operations that require access to sensitive configurations. Use middleware or decorators to ensure only authenticated users can access these endpoints. Consider implementing API keys or OAuth 2.0 with appropriate scopes.
Line:
N/A
OWASP Category:
A07:2021 - Authentication Failures
NIST 800-53:
AC-2, AC-6, IA-2
CVSS Score:
7.5
Related CVE:
Pattern-based finding
Priority:
Short-term
The function `api_csv_retrive` accepts user-controlled input for `sourceId`, `videoId`, and `sessionId` without proper validation. An attacker can manipulate these parameters to perform unauthorized operations, such as accessing data they should not have access to.
Impact:
An attacker could exploit this by manipulating the query parameters to gain unauthorized access to sensitive data or perform actions that would normally require authentication.
Mitigation:
Implement input validation and sanitization mechanisms to ensure that only expected values are accepted. Use parameterized queries or whitelisting techniques to restrict these inputs to known good values.
Line:
21, 23, 24
OWASP Category:
A03:2021 - Injection
NIST 800-53:
AC-3 - Access Enforcement
CVSS Score:
7.5
Related CVE:
Priority:
Short-term
The code calculates a causal matrix using the TE function, which takes user-controlled inputs (X[:, i].numpy() and X[:, j].numpy()). This allows an attacker to manipulate these inputs remotely, potentially leading to unauthorized data access or system compromise.
Impact:
An attacker could exploit this vulnerability to gain unauthorized access to sensitive information by manipulating the input vectors used in the TE function. This could lead to a complete system compromise if critical data is exposed.
Mitigation:
Implement proper validation and sanitization of user inputs before they are processed by the TE function. Use parameterized queries or stored procedures to prevent SQL injection, and consider implementing stricter access controls for sensitive data.
Line:
Not applicable (code logic)
OWASP Category:
A03:Injection
NIST 800-53:
AC-3, SC-13
CVSS Score:
7.5
Related CVE:
Pattern-based finding
Priority:
Short-term
The model building function 'build_model' does not perform any input validation on the parameters 'window_size' and 'num_features'. An attacker can provide malicious inputs that could lead to unexpected behavior or system crashes. For example, an attacker could provide non-integer values for window_size or num_features, which would raise a ValueError during model building.
Impact:
An attacker could exploit this by providing invalid input types, leading to a denial of service (DoS) scenario where the application fails to initialize properly. This could also lead to other undefined behaviors depending on how the system handles such exceptions.
Mitigation:
Add validation checks for 'window_size' and 'num_features' parameters in the 'build_model' function, ensuring they are of correct types (e.g., positive integers) before proceeding with model construction.
Line:
45, 46
OWASP Category:
A03:2021 - Injection
NIST 800-53:
SI-10 - Information Input Validation
CVSS Score:
7.5
Related CVE:
Pattern-based finding
Priority:
Short-term
The function `prepare_data` and `api_prepare_data` do not properly validate the `source_id` parameter before using it in MongoDB queries. An attacker can manipulate this parameter to perform unauthorized operations, such as accessing data they should not have access to.
Impact:
An attacker could exploit this vulnerability by manipulating the `source_id` parameter in a request to gain unauthorized access to sensitive data or perform actions that are restricted to authorized users only.
Mitigation:
Implement input validation and sanitization mechanisms to ensure that the `source_id` is within expected ranges and formats. Use parameterized queries or MongoDB's aggregation framework with proper matching criteria to prevent SQL injection-like attacks.
Line:
45, 61
OWASP Category:
A01:2021 - Broken Access Control
NIST 800-53:
AC-2, AC-3
CVSS Score:
7.5
Related CVE:
Pattern-based finding
Priority:
Immediate
The function `plot_event_graph` takes user-controlled input in the form of `csv_path` and `output_path`. If an attacker can manipulate these inputs, they could potentially traverse the file system to access unauthorized files or directories. For example, if an attacker provides a path like '/../../../../../../etc/passwd' as `csv_path`, it would be resolved to an unintended location on the filesystem.
Impact:
An attacker could read arbitrary files from the system, including sensitive configuration files or critical system files such as /etc/passwd, leading to unauthorized information disclosure and potentially compromising the entire system.
Mitigation:
Use os.path.isfile() with absolute paths to restrict file access to known locations only. Validate all user inputs against a whitelist of acceptable values or patterns.
Line:
12, 13
OWASP Category:
A03:2021 - Injection
NIST 800-53:
SI-10 - Information Input Validation
CVSS Score:
9.8
Related CVE:
Priority:
Immediate
The API does not include essential security headers in HTTP responses, such as Content-Security-Policy (CSP), X-Content-Type-Options, and X-Frame-Options. This makes the application more vulnerable to various attacks.
Impact:
Attackers can exploit vulnerabilities by performing cross-site scripting (XSS) or clickjacking attacks due to the lack of these security headers.
Mitigation:
Add necessary security headers to HTTP responses. Configure CSP to restrict which sources are allowed to be loaded, set X-Content-Type-Options to prevent browsers from interpreting files as a different content type, and use X-Frame-Options to mitigate clickjacking attacks.
Line:
N/A
OWASP Category:
A05:2021 - Security Misconfiguration
NIST 800-53:
AC-6
CVSS Score:
4.3
Related CVE:
Priority:
Short-term
The function `csv_retrive` writes a CSV file to the specified path without considering the security implications of setting its permissions. This could lead to unauthorized access if an attacker gains write access to the directory.
Impact:
An attacker with write access to the directory containing the output file can overwrite or read the generated CSV file, potentially exposing sensitive data.
Mitigation:
Ensure that files are written with appropriate permissions by using secure methods like `os.open` with mode set to a more restrictive value (e.g., 0o600).
Line:
34
OWASP Category:
A08:2021 - Software and Data Integrity Failures
NIST 800-53:
SC-28 - Protection of Information at Rest
CVSS Score:
6.5
Related CVE:
Priority:
Short-term