{"id":18696522,"url":"https://github.com/offrange/passstrengthai","last_synced_at":"2025-08-16T16:44:43.905Z","repository":{"id":171992708,"uuid":"648679077","full_name":"OffRange/PassStrengthAI","owner":"OffRange","description":"Open-source project that utilizes machine learning techniques to estimate the strength of passwords.","archived":false,"fork":false,"pushed_at":"2023-06-03T13:59:14.000Z","size":14,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-12-28T03:42:14.730Z","etag":null,"topics":["ai","machine-learning","password-security","password-strength"],"latest_commit_sha":null,"homepage":"https://offrange.github.io/projects/password-strength-ai","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/OffRange.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.md","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-06-02T14:34:00.000Z","updated_at":"2024-01-22T15:48:23.000Z","dependencies_parsed_at":null,"dependency_job_id":"07cb13d8-2391-4336-be53-199d808c5e3c","html_url":"https://github.com/OffRange/PassStrengthAI","commit_stats":null,"previous_names":["offrange/passstrengthai"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/OffRange%2FPassStrengthAI","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/OffRange%2FPassStrengthAI/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/OffRange%2FPassStrengthAI/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/OffRange%2FPassStrengthAI/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/OffRange","download_url":"https://codeload.github.com/OffRange/PassStrengthAI/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239558930,"owners_count":19658929,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","machine-learning","password-security","password-strength"],"created_at":"2024-11-07T11:19:21.908Z","updated_at":"2025-02-18T22:12:03.409Z","avatar_url":"https://github.com/OffRange.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Password Strength Estimation AI\n\nPassword Strength Estimation AI is an open-source project that utilizes machine learning techniques to estimate the strength of passwords. The AI model is trained on a large dataset of randomly generated passwords, labeled using the zxcvbn password estimation library. This project is implemented using TensorFlow.\n\n## Disclaimer\n**The AI model is currently in beta state and may produce inaccurate predictions of password strength. Use the results with caution and always consider additional security measures.**\n\n## Features\n\n- Estimates the strength of passwords using machine learning.\n- Trained on a diverse dataset of randomly generated passwords.\n- Includes cracked passwords from SecLists to enhance the training dataset.\n- Created with TensorFlow for robust and efficient computation.\n\n## Usage\n\nTo train the AI model or load a pre-trained model, follow the instructions below:\n\n### Prerequisites\n- Python 3.x\n- TensorFlow library\n- Other required Python packages (`pip install -r requirements.txt`)\n\n### Training\n\n1. Provide a `config.json` file in the root directory of the project. Alternatively, use the `--config \u003cpath_to_config\u003e` parameter to specify the configuration file's path.\n2. In the `config.json` file, specify the following keys:\n   - `cracked_passwords_url`: URL to an online `.txt` file containing cracked passwords.\n   - `csv_password_dataset`: Path to a local `.csv` file containing passwords and their strength score from 0 to 4.\n3. Execute the training process using the following command: `python pass_strength_ai.py --train \u003cmodel_version\u003e`\n\n### Use a pre-trained model\n\nTo estimate passwords using a trained model, follow these steps:\n\n1. Download a pretrained model [here](https://github.com/OffRange/PassStrengthAI/releases)\n2. Execute the loading process using the following command: `python pass_strength_ai.py --execute \u003cpath_to_saved_model\u003e`\n\n\n## Contributing\n\nContributions to this project are highly appreciated. You can contribute in the following ways:\n\n- Report issues or suggestions for improvement.\n- Submit pull requests to enhance the functionality or codebase.\n- Share additional password datasets for further training and evaluation.\n\nPlease review the [CONTRIBUTING.md](CONTRIBUTING.md) file for more information on how to contribute to this project.\n\n## License\n\nThis project is licensed under the [MIT License](LICENSE.md).\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foffrange%2Fpassstrengthai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Foffrange%2Fpassstrengthai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foffrange%2Fpassstrengthai/lists"}