{"id":27154606,"url":"https://github.com/vickshan001/genetic-algorithm-password-cracker","last_synced_at":"2025-04-08T17:38:31.537Z","repository":{"id":285166141,"uuid":"957265658","full_name":"vickshan001/Genetic-Algorithm-Password-Cracker","owner":"vickshan001","description":"Genetic algorithm that evolves alphanumeric passwords using fitness-based selection, crossover, and mutation.","archived":false,"fork":false,"pushed_at":"2025-03-29T23:55:03.000Z","size":0,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-30T00:25:16.144Z","etag":null,"topics":["artificial-intelligence","crossover","genetic-algorithm","mutation","password-cracking","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vickshan001.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"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":"2025-03-29T23:53:56.000Z","updated_at":"2025-03-30T00:00:20.000Z","dependencies_parsed_at":"2025-03-30T00:35:27.967Z","dependency_job_id":null,"html_url":"https://github.com/vickshan001/Genetic-Algorithm-Password-Cracker","commit_stats":null,"previous_names":["vickshan001/genetic-algorithm-password-cracker"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vickshan001%2FGenetic-Algorithm-Password-Cracker","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vickshan001%2FGenetic-Algorithm-Password-Cracker/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vickshan001%2FGenetic-Algorithm-Password-Cracker/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vickshan001%2FGenetic-Algorithm-Password-Cracker/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vickshan001","download_url":"https://codeload.github.com/vickshan001/Genetic-Algorithm-Password-Cracker/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247895243,"owners_count":21014261,"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":["artificial-intelligence","crossover","genetic-algorithm","mutation","password-cracking","python"],"created_at":"2025-04-08T17:38:30.879Z","updated_at":"2025-04-08T17:38:31.516Z","avatar_url":"https://github.com/vickshan001.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🔐 Genetic Algorithm Password Cracker \n\nThis project demonstrating the use of genetic algorithms to guess passwords through evolution.\n\n## 🧬 Features\n\n- State representation: random alphanumeric string\n- Fitness: character-by-character match\n- Selection: fitness-proportionate\n- Crossover: character-by-character parent mixing\n- Mutation: adjustable mutation rate for diversity\n- Plots for convergence and hyperparameter analysis\n\n## 📂 Files\n\n- `password_fitness.ipynb` – Notebook implementing the full GA and testing different settings\n\n## 📊 Sample Result\n\n| Mutation Rate | Population | Avg. Generations |\n|---------------|------------|------------------|\n| 0.01          | 100        | 285–430          |\n| 0.05          | 200        | 11–68            |\n\n## 🏫 Module Info\n\n- Year: 2024  \n- University: Queen Mary University of London  \n- Author: Vickshan Vicknakumaran\n\n## 🚀 How to Run\n\nOpen `password_fitness.ipynb` in Jupyter and run all cells.\n\n## 📜 License\n\nFor academic and research use only.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvickshan001%2Fgenetic-algorithm-password-cracker","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvickshan001%2Fgenetic-algorithm-password-cracker","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvickshan001%2Fgenetic-algorithm-password-cracker/lists"}