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+    "file_name": "README.md",
+    "relative_path": "README.md",
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+    "content": "[![Awesome](images/awesome.svg)](https://github.com/sindresorhus/awesome)\n[![Maintenance](https://img.shields.io/badge/Maintained%3F-YES-green.svg)](https://github.com/EthicalML/awesome-artificial-intelligence-guidelines/graphs/commit-activity)\n![GitHub](https://img.shields.io/badge/Release-PROD-yellow.svg)\n![GitHub](https://img.shields.io/badge/Languages-MULTI-blue.svg)\n![GitHub](https://img.shields.io/badge/License-MIT-lightgrey.svg)\n[![GitHub](https://img.shields.io/twitter/follow/axsaucedo.svg?label=Follow)](https://twitter.com/AxSaucedo/)\n\n\n<table>\n<tr>\n<td width=\"60%\">\n<h1>Awesome AI Regulation, Principles & Guidelines</h1>\n</td>\n<td>\n<a href=\"https://youtu.be/dKjCWfuvYxQ?t=147\"><img src=\"images/bosstown.gif\"></a> <br> (AKA Writing AI Responsibly)\n</td>\n</td>\n</table>\n\n## Overview\n\nAs AI systems become more prevalent in society, we face bigger and tougher societal challenges. Given many of these challenges have not been faced before, practitioners will face scenarios that will require dealing with hard ethical and societal questions.\n\nThere has been a large amount of content published which attempts to address these issues through \u201cPrinciples\u201d, \u201cEthics Frameworks\u201d, \u201cChecklists\u201d and beyond. However navigating the broad number of resources is not easy. \n\nThis repository aims to simplify this by mapping the ecosystem of guidelines, principles, codes of ethics, standards and regulation being put in place around artificial intelligence.\n\n## Quick links to sections in this page\n\n### National Regulation by Economic Area\n\n| | | |\n|-|-|-|\n|[Austria \ud83c\udde6\ud83c\uddf9](#austria)|[Brazil \ud83c\udde7\ud83c\uddf7](#brazil)|[Canada \ud83c\udde8\ud83c\udde6](#canada)|[China \ud83c\udde8\ud83c\uddf3](#china)|\n|[Israel \ud83c\uddee\ud83c\uddf1](#israel)|[European Union \ud83c\uddea\ud83c\uddfa](#european-union)|[India \ud83c\uddee\ud83c\uddf3](#india)|\n|[Mexico \ud83c\uddf2\ud83c\uddfd](#mexico)|[Singapore \ud83c\uddf8\ud83c\uddec](#singapore)|[Switzerland \ud83c\udde8\ud83c\udded](#switzerland)\n|[United Arab Emirates \ud83c\udde6\ud83c\uddea](#united-arab-emirates)|[United States of America \ud83c\uddfa\ud83c\uddf8](#united-states-of-america)|[United Kingdom \ud83c\uddec\ud83c\udde7](#united-kingdom)||\n\n### Other Sections\n\n| | | |\n|-|-|-|\n|[\ud83d\udd0d High Level Frameworks & Principles](#high-level-frameworks-and-principles) |[\ud83d\udd0f Processes & Checklists](#processes-and-checklists) | [\ud83d\udd28 Interactive & Practical Tools](#interactive-and-practical-tools)|\n|[\ud83d\udcdc Industry standards initiatives](#industry-standards-initiatives)|[\ud83d\udcda Online Courses](#online-courses-and-learning-resources)|[\ud83e\udd16 Research and Industry Newsletters](#research-and-industry-newsletters)|\n\n## Other relevant resources\n\n<table>\n  <tr>\n    <td width=\"30%\">\n         You can join the <a href=\"https://ethical.institute/mle.html\">Machine Learning Engineer</a> newsletter. You will receive updates on open source frameworks, tutorials and articles curated by machine learning professionals.\n    </td>\n    <td width=\"70%\">\n        <a href=\"https://ethical.institute/mle.html\"><img src=\"images/mleng.png\"></a>\n    </td>\n  </tr>\n</table>\n\n\n# Regulation and Policy\n\n## Austria\n\n* [Artificial Intelligence Mission Austria 2030](https://www.bmk.gv.at/themen/innovation/publikationen/ikt/ai/aimat.html) - Shaping the Future of Artificial Intelligence in Austria. The Austrian ministry for Innovation and Technology published their vision for AI until 2030.\n\n## Canada\n\n* [Artificial Intelligence and Data Act (AIDA)](https://ised-isde.canada.ca/site/innovation-better-canada/en/artificial-intelligence-and-data-act-aida-companion-document) - An Act to enact the Consumer Privacy Protection Act, the Personal Information and Data Protection Tribunal Act and the Artificial Intelligence and Data Act and to make consequential and related amendments to other Acts\n\n## Brazil\n\n* [Brazilian AI Regulation (PL 2338/2023)](https://www25.senado.leg.br/web/atividade/materias/-/materia/157233): A proposed bill in Brazil aiming to establish a comprehensive framework for the development and use of artificial intelligence, emphasizing transparency, accountability, and alignment with international standards.\n\n## China\n\n* [Beijing AI Principles](https://www.baai.ac.cn/blog/beijing-ai-principles) - initiative for the research, development, use, governance and long-term planning of AI, calling for its healthy development to support the construction of a human community with a shared future, and the realization of beneficial AI for humankind and nature.\n* [China's Interim Measures for the Management of Generative Artificial Intelligence Services](https://www.cac.gov.cn/2023-07/13/c_1690898327029107.htm) - The first administrative regulation on the management of Generative AI services, which came into effect on August 15, 2023.\n* [China Internet Security Law](https://en.wikipedia.org/wiki/China_Internet_Security_Law) - China's law which enacted to increase cybersecurity and national security, safeguard cyberspace sovereignty and public interest, protect the legitimate rights and interests of citizens, legal persons and other organisations, and promote healthy economic and social development (and was argued by the Chinese ministry for industry and information that this law justified the means of pursuing the \"Going Out\" strategy China has persisted on ever since 1999). [KPMG's summary of the Cybersecurity Law](https://assets.kpmg/content/dam/kpmg/cn/pdf/en/2017/02/overview-of-cybersecurity-law.pdf). Center for strategic & international studies [overview of China's new Data Privacy law](https://www.csis.org/analysis/new-china-data-privacy-standard-looks-more-far-reaching-gdpr)\n* [China's Personal Information Security Specification (Translation)](https://www.newamerica.org/cybersecurity-initiative/digichina/blog/translation-chinas-personal-information-security-specification/) - The Chinese Government's first major digital privacy rules which took effect in May 2018, which lays out granular guidelines for consent and how personal data should be collected, used and shared. Center for strategic & international studies [overview of the specification](https://www.csis.org/analysis/chinas-emerging-data-privacy-system-and-gdpr) \n* [China's Administrative Provisions on Information Services on Microblogs](http://en.pkulaw.cn/display.aspx?cgid=309714&lib=law) - China's provisions which require microblogging sites (social media sites) to obtain relevant credentials by law, verify users' real identities, establish mechanisms for dispelling and refuting rumors, etc. [Summary of rules](https://www.loc.gov/law/foreign-news/article/china-rules-regulating-microblogs-issued/) by the US Law Library of Congress.\n* [Decision on strengthening the protection of online information](https://www.globalprivacyblog.com/privacy/chinas-legislature-adopts-decision-on-strengthening-the-protection-of-online-information/) - The Standing Committee of the National People's Congress (NPC) of the People's Republic of China adopted the decision on strengthening the protection of online information - this is an act that contains 12 clauses applicable to entities both in the public and private sectors in respect to the collection and processing of electronic personal information on the internet.\n* [Personal Data Protection Act](https://law.moj.gov.tw/ENG/LawClass/LawAll.aspx?pcode=I0050021) - The personal data protection act of the Republic of China, which is enacted to regulate the collection, processing and use of personal data as so to prevent harm on personality rights, and to facilitate the proper use of personal data.\n\n## Israel\n\n* [The principles of the policy for the responsible development of the field of AI](https://www.gov.il/en/pages/most-news20221117) - The draft policy for regulation and ethics in the field of artificial intelligence, with an emphasis on \u201cresponsible innovation\u201d, is intended to ensure the advancement of the industry while safeguarding the public interest\n\n## Dubai\n\n* [Smart Dubai Artificial Intelligence Principles and Ethics - Ethical AI Toolkit](https://www.smartdubai.ae/initiatives/ai-principles-ethics) - created to provide practical help across a city ecosystem. It supports industry, academia and individuals in understanding how AI systems can be used responsibly. It consists of principles and guidelines, and a self-assessment tool for developers to assess their platforms.\n\n\n## European Union\n\n* [Ethics Guidelines for Trustworthy AI](https://ec.europa.eu/futurium/en/ai-alliance-consultation) - European Commission document prepared by the High-Level Expert Group on Artificial Intelligence (AI HLEG).\n* [EU AI Act](https://artificialintelligenceact.eu/) - The EU Artificial Intelligence (AI) Act is a legal framework that regulates AI in the European Union; this was the first regulation implemented on AI ([overview](https://www.europarl.europa.eu/topics/en/article/20230601STO93804/eu-ai-act-first-regulation-on-artificial-intelligence)).\n* [General Data Protection Regulation GDPR](https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=celex%3A32016R0679) - Legal text for the EU GDPR regulation 2016/679 of the European Parliament and of the Council of 27 April 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data, and repealing Directive 95/46/EC\n* [GDPR.EU Guide](https://gdpr.eu/) - A project co-funded by the Horizon 2020 Framework programme of the EU which provides a resource for organisations and individuals researching GDPR, including a library of straightforward and up-to-date information to help organisations achieve GDPR compliance ([Legal Text](https://www.govinfo.gov/content/pkg/USCODE-2012-title5/pdf/USCODE-2012-title5-partI-chap5-subchapII-sec552a.pdf)).\n\n## India\n\n* [The National Strategy for Artificial Intelligence](https://www.niti.gov.in/sites/default/files/2023-03/National-Strategy-for-Artificial-Intelligence.pdf) - The approach in this paper focuses on how India can leverage the transformative technologies to ensure social and inclusive growth in line with the development philosophy of the government. In addition, India should strive to replicate these solutions in other similarly placed developing countries.\n* [The Principles for Responsible AI](https://www.niti.gov.in/sites/default/files/2021-02/Responsible-AI-22022021.pdf) - The paper incorporates insights, feedback and experiences consolidated through inter-ministerial consultations, large-scale global multi-stakeholder consultations and a series of 1-1 consultations with AI ethics experts in India and globally, as well as wider public consultations, conducted over the last 15 months. This paper is meant to serve as an essential roadmap for the AI ecosystem, encouraging adoption of AI in a responsible manner in India and building public trust in the use of this technology, placing the idea of \u2018AI for All\u2019 at its very core.\n* [The Digital Personal Data Protection (DPDP) Act](https://www.meity.gov.in/writereaddata/files/Digital%20Personal%20Data%20Protection%20Act%202023.pdf) - India's DPDP Act aims to provide for the processing of digital personal data in a manner that recognises both the right of individuals to protect their personal data and the need to process such personal data for lawful purposes and for matters connected therewith or incidental thereto. The DPDP Act was passed in the Parliament of India in August 2023 and it's implementation is being driven by [MeitY](https://www.meity.gov.in/), which has released draft rules based on the act for public consultation on 3rd January 2025. The draft DPDP rules are available for public review and feedback [here](https://innovateindia.mygov.in/dpdp-rules-2025/).\n\n## Mexico\n\n* [Artificial Intelligence National Agenda Proposal for Mexico](https://www.ania.org.mx/_files/ugd/447d95_c7e6ebee6cf44b38a0d386cc9534f6e5.pdf) - Recommendations for multi-faceted commitment to guide the development and use of artificial intelligence in Mexico in an ethical and responsible manner.\n\n## Singapore\n\n* [Data Protection Act 2012](https://sso.agc.gov.sg/Act/PDPA2012) - The Personal Data Protection Act 2012 (the \"Act\") sets out the law on data protection in Singapore. Apart from establishing a general data protection regime, the Act also regulates telemarketing practices.\n* [Protection from Online Falsehoods and Manipulation Act 2019](https://sso.agc.gov.sg/Acts-Supp/18-2019/Published/20190625?DocDate=20190625) - An act to prevent the electronic communication in Singapore of false statements of fact, to suppress support for and counteract the effects of such communication, to safeguard against the use of online accounts for such communication and for information manipulation, to enable measures to be taken to enhance transparency of online political advertisements and for related matters.\n\n## Switzerland\n\n* [New Federal Act on Data Protection (nFADP)](https://www.fedlex.admin.ch/eli/cc/2022/491/en) - The New Federal Act on Data Protection (nFADP) was passed in the Swiss Parliament in 2020 and came into effect from September 1, 2023. It aims to improve the processing of personal data and grant new rights to the people concerned, and also comes with a number of obligations for companies. Every company, Swiss or otherwise, offering goods and services to Swiss citizens and processing their personal data is subject to the nFADP. More highlights on nFADP available [here](https://www.kmu.admin.ch/kmu/en/home/facts-and-trends/digitization/data-protection/new-federal-act-on-data-protection-nfadp.html).\n\n## United Arab Emirates\n\n* [UAE National Strategy for AI](https://ai.gov.ae/wp-content/uploads/2021/07/UAE-National-Strategy-for-Artificial-Intelligence-2031.pdf) - This paper outlines the UAE's ambitions to become a fast adopter of emerging AI technologies across Government, as well as attract top AI talent to experiment with new technologies and work in a sophisticated, secure ecosystem to solve complex problems.\n\n## United States of America\n\n* [The White House Executive Order in AI](https://www.whitehouse.gov/briefing-room/presidential-actions/2023/10/30/executive-order-on-the-safe-secure-and-trustworthy-development-and-use-of-artificial-intelligence/) - The USA Executive Order on the Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence \n* [California Consumer Privacy Act (CCPA)](http://leginfo.legislature.ca.gov/faces/billCompareClient.xhtml?bill_id=201720180AB375) - Legal text for California's consumer privacy act\n* [EU-U.S. and Swiss-U.S. Privacy Shield Frameworks](https://www.privacyshield.gov/welcome) - The EU-U.S. and Swiss-U.S. Privacy Shield Frameworks were designed by the U.S. Department of Commerce and the European Commission and Swiss Administration to provide companies on both sides of the Atlantic with a mechanism to comply with data protection requirements when transferring personal data from the European Union and Switzerland to the United States in support of transatlantic commerce.\n* [Fair Credit Reporting Act 2018](https://www.ftc.gov/enforcement/statutes/fair-credit-reporting-act) - The Fair Reporting Act is a federal law that regulates the collection of consumers' credit information and access to their credit reports.\n* [Gramm-Leach-Billey Act (for financial institutions)](https://www.ftc.gov/tips-advice/business-center/privacy-and-security/gramm-leach-bliley-act) - The Graham-Leach-Billey Act requires financial institutions (companies that offer consumers financial projects or services like loans, financial, or investment advice, or insurance) to explain their information-sharing practices to their customers and to safeguard sensitive data.\n* [Health Insurance Portability and Accountability Act of 1996](https://www.hhs.gov/hipaa/for-professionals/security/laws-regulations/index.html) - The HIPAA required the secretary of the US department of health and human services (HHS) to develop regulations protecting the privacy and security of certain health information, which then HHS published what is known as the HIPAA [Privacy Rule](https://www.hhs.gov/hipaa/for-professionals/privacy/index.html), and the HIPAA [Security Rule](https://www.hhs.gov/hipaa/for-professionals/security/index.html).\n* [Executive Order on Maintaining American Leadership in AI](https://www.whitehouse.gov/presidential-actions/executive-order-maintaining-american-leadership-artificial-intelligence/) - Official mandate by the President of the US to \n* [Privacy Act of 1974](https://www.justice.gov/opcl/privacy-act-1974) - The privacy act of 1974 which establishes a code of fair information practices that governs the collection, maintenance, use and dissemination of information about individuals that is maintained in systems of records by federal agencies.\n* [Privacy Protection Act of 1980](https://epic.org/privacy/ppa/) - The Privacy Protection Act of 1980 protects journalists from being required to turn over to law enforcement any work product and documentary materials, including sources, before it is disseminated to the public.\n* [DoD's Ethical Principles for AI](https://www.diu.mil/responsible-ai-guidelines) - The U.S.A. Department of Defense responsible AI guidelines for tech contractors. The guidelines provide a step-by-step process to follow during the planning, development, and deployment phases of the technical lifecycle. \n\n\n## United Kingdom\n\n* [UK's AI regulation: a pro-innovation approach](https://www.gov.uk/government/publications/ai-regulation-a-pro-innovation-approach) - This white paper details the UK's plans for implementing a pro-innovation approach to AI regulation.\n* [UK Data Protection Act of 2018](http://www.legislation.gov.uk/ukpga/2018/12/contents/enacted) - The DPA 2018 enacts the GDPR into UK Law, however in doing so has included various \"derogations\" as permitted by the GDPR, resulting in some key differenced (which although small are not of insignificance impact and may have a greater impact after Brexit).\n* [The Information Commissioner's Office guide to Data Protection](https://ico.org.uk/for-organisations/guide-to-data-protection/) - This guide is for data protection officers and others who have day-to-day responsibility for data protection. It is aimed at small and medium-sized organisations, but it may be useful for larger organisations too.\n\n# High Level Frameworks and Principles\n\n* [AI & Machine Learning 8 principles for Responsible ML](https://ethical.institute/principles.html) - The Institute for Ethical AI & Machine Learning has put together 8 principles for responsible machine learning that are to be adopted by individuals and delivery teams designing, building and operating machine learning systems.\n* [An Evaluation of Guidelines - The Ethics of Ethics](https://arxiv.org/ftp/arxiv/papers/1903/1903.03425.pdf) - A research paper that analyses multiple Ethics principles\n* [Association for Computer Machinery's Code of Ethics and Professional Conduct](https://www.acm.org/code-of-ethics) - This is the code of ethics that has been put together in 1992 by the Association for Computer Machinery and updated in 2018. The Code is designed to inspire and guide the ethical conduct of all computing professionals, including current and aspiring practitioners, instructors, students, influencers, and anyone who uses computing technology in an impactful way. Additionally, the Code serves as a basis for remediation when violations occur. The Code includes principles formulated as statements of responsibility, based on the understanding that the public good is always the primary consideration.\n* [From What to How: An initial review of publicly available AI Ethics Tools, Methods and Research to translate principles into practices](https://arxiv.org/abs/1905.06876) - A paper published by the UK Digital Catapult that aims to identify and present the gap between principles and their practical applications.\n* [European Commission's Guidelines for Trustworthy AI](https://digital-strategy.ec.europa.eu/en/library/ethics-guidelines-trustworthy-ai) - The Ethics Guidelines for Trustworthy Artificial Intelligence (AI) is a document prepared by the High-Level Expert Group on Artificial Intelligence (AI HLEG). This independent expert group was set up by the European Commission in June 2018, as part of the AI strategy announced earlier that year.\n* [IEEE's Ethically Aligned Design](https://ethicsinaction.ieee.org/) - A Vision for Prioritizing Human Wellbeing with Artificial Intelligence and Autonomous Systems that encourages technologists to prioritize ethical considerations in the creation of autonomous and intelligent technologies.\n* [Montr\u00e9al Declaration for a responsible development of artificial intelligence](https://www.montrealdeclaration-responsibleai.com/the-declaration) -  ethical principles and values that promote the fundamental interests of people and group created as an initiative by Universit\u00e9 de Montr\u00e9al \n* [Oxford's Recommendations for AI Governance](https://www.fhi.ox.ac.uk/wp-content/uploads/Standards_-FHI-Technical-Report.pdf) - A set of recommendations from Oxford's Future of Humanity institute which focus on the infrastructure and attributes required for efficient design, development, and research around the ongoing work building & implementing AI standards.\n* [PWC's Responsible AI](https://www.pwc.com/gx/en/issues/data-and-analytics/artificial-intelligence/what-is-responsible-ai.html) - PWC has put together a survey and a set of principles that abstract some of the key areas they've identified for responsible AI.\n* [Singapore Data Protection Govt Commission's AI Governance Principles](https://www.pdpc.gov.sg/help-and-resources/2020/01/model-ai-governance-framework) - The Singapore government's Personal Data Protection Commission has put together a set of guiding principles towards data protection and human involvement in automated systems, and comes with a report that breaks down the [guiding principles and motivations](https://www.pdpc.gov.sg/-/media/Files/PDPC/PDF-Files/Resource-for-Organisation/AI/Primer-for-2nd-edition-of-AI-Gov-Framework.pdf?la=en).\n* [Toronto Declaration](https://www.accessnow.org/the-toronto-declaration-protecting-the-rights-to-equality-and-non-discrimination-in-machine-learning-systems/) Protecting the right to equality and non-discrimination in machine learning systems by accessnow. \n* [UK Government's Data Ethics Framework Principles](https://www.gov.uk/government/publications/data-ethics-framework/data-ethics-framework) - A resource put together by the Department for Digital, Culture, Media and Sport (DCMS) which outlines an overview of data ethics, together with a 7-principle framework.\n* [Algorithm charter for Aotearoa New Zealand](https://data.govt.nz/use-data/data-ethics/government-algorithm-transparency-and-accountability/algorithm-charter) - The  Algorithm  Charter  for  Aotearoa  New  Zealand  is  an  evolving piece of work that needs to respond to emerging technologies  and  also  be  fit-for-purpose  for  government  agencies.  \n* [Montreal AI Ethics Institute State of AI Ethics June 2020 Report](https://montrealethics.ai/the-state-of-ai-ethics-report-june-2020/) - A resource put together by the [Montreal AI Ethics Institute](https://montrealethics.ai) that captures the most relevant research and reporting in the domain of AI ethics between March 2020 and June 2020.\n* [Montreal AI Ethics Institute State of AI Ethics October 2020 Report](https://montrealethics.ai/oct2020/) - A resource put together by the [Montreal AI Ethics Institute](https://montrealethics.ai) that captures the most relevant research and reporting in the domain of AI ethics between July 2020 and October 2020.\n* [Technical and Organizational Best Practices](https://www.fbpml.org/the-best-practices/the-best-practices) - A resource put together by [Foundation for Best Practices in Machine Learning (FBPML)](https://www.fbpml.org/) with technical guidelines (e.g. fairness and non-discrimination, monitoring and maintenance, data quality, product traceability, explainability) and organizational guidelines (e.g. data governance, product management, human resources management, compliance and auditing). Community contributions are welcome via the [FBPML Wiki](https://wiki.fbpml.org/wiki/Main_Page).\n* [Understanding artificial intelligence ethics and safety](https://www.turing.ac.uk/research/publications/understanding-artificial-intelligence-ethics-and-safety) - A guide for the responsible design and implementation of AI systems in the public sector by David Leslie from the [Alan Turing Institute](https://www.turing.ac.uk/). \n* [Declaration for responsible and intelligent data practice](https://www.declaration.org.uk/) - a shared vision of what best practice in data looks like by [Open Data Manchester](https://www.opendatamanchester.org.uk/).\n* [Recommendation on the Ethics of Artificial Intelligence](https://unesdoc.unesco.org/ark:/48223/pf0000381137) - The Recommendation by the UNESCO is a comprehensive international framework aiming to shape the development and use of AI technologies and establishes a set of values in line with the promotion and protection of human rights, human dignity, and environmental sustainability. It has been adopted by acclamation by 193 Member States at UNESCO\u2019s General Conference in November 2021. For more information, refer to UNESCO's 2023 publication on key facts [here](https://www.unesco.org/en/articles/unescos-recommendation-ethics-artificial-intelligence-key-facts).\n\n# Processes and Checklists\n\n* [AI RFX Procurement Framework](https://ethical.institute/rfx.html) - A procurement framework for evaluating the maturity of machine learning systems put together by cross functional teams of academics, industry practitioners and technical individuals at The Institute for Ethical AI & Machine Learning to empower industry practitioners looking to procure machine learning suppliers.\n* [Checklist for data science projects](http://deon.drivendata.org/) \u2013 Deon by DrivenData is a command line tool that allows you to easily add an ethics checklist to your data science projects.\n* [Designing Ethical AI Experiences Checklist and Agreement](https://resources.sei.cmu.edu/library/asset-view.cfm?assetid=636620) - document to guide the development of accountable, de-risked, respectful, secure, honest, and usable artificial intelligence (AI) systems with a diverse team aligned on shared ethics. Carnegie Mellon University, Software Engineering Institute.\n* [Ethical OS Toolkit](https://ethicalos.org/) - A toolkit that dives into 8 risk zones to assess the potential challenges that a technology team may face, together with 14 scenarios to provide examples, and 7 future-proofing strategies to help take ethical action.\n* [Ethics Canvas](https://www.ethicscanvas.org/index.html) - A resource inspired by the traditional business canvas, which provides an interactive way to brainstorm potential risks, opportunities and solutions to ethical challenges that may be faced in a project using post-it note-like approach.\n* [Kat Zhou's Design Ethically Resources](https://www.designethically.com/toolkit) - A set of workshops that can be organised across teams to identify challenges, assess current risks and take action on potential issues around ethical challenges that may be faced.\n* [Markula Center's Ethical Toolkit for Engineering/Design Practice](https://www.scu.edu/ethics-in-technology-practice/ethical-toolkit/) - A practical and comprehensible toolkit with seven components to aid practitioners reflect, and judge the moral grounds in which they are operating.\n* [Open Ethics Maturity Model (OEMM)](https://openethics.ai/oemm/) - The Open Ethics Maturity Model (OEMM) is a five-level framework. It embarks the organization on a journey toward transparent governance of AI and autonomous systems.\n* [San Francisco City's Ethics & Algorithms Toolkit](https://ethicstoolkit.ai/) - A risk management framework for government leaders and staff who work with algorithms, providing a two part assessment process including an algorithmic assessment process, and a process to address the risks.\n* [UK Government's Data Ethics Workbook](https://www.gov.uk/government/publications/data-ethics-workbook/data-ethics-workbook) - A resource put together by the Department for Digital, Culture, Media and Sport (DCMS) which provides a set of questions that can be asked by practitioners in the public sector, which address each of the principles in their [Data Ethics Framework Principles](https://www.gov.uk/government/publications/data-ethics-framework/data-ethics-framework).\n* [World Economic Forum's Guidelines for Procurement](https://www.weforum.org/press/2019/09/uk-government-first-to-pilot-ai-procurement-guidelines-co-designed-with-world-economic-forum/) - The WEF has put together a set of guidelines for governments to be able to safely and reliably procure machine learning related systems, which has been trialled with the UK government.\n* [Machine Learning Assurance](https://monitaur.ai/blog/machine-learning-assurance/) - Quick look at machine learning assurance: process of recording, understanding, verifying, and auditing machine learning models and their transactions.\n* [ODEP's Checklist for Employers: Facilitating the Hiring of People with Disabilities Through the Use of eRecruiting Screening Systems, Including AI](https://www.peatworks.org/wp-content/uploads/2020/10/EARN_PEAT_eRecruiting_Checklist.pdf) - The Employer Assistance and Resource Network on Disability Inclusion (EARN) and the Partnership on Employment & Accessible Technology (PEAT), which are both funded through the U.S. Department of Labor's Office of Disability Employment Policy (ODEP), collaborated on an inclusive AI checklist for employers. The checklist provides direction for leadership, human resources personnel, equal employment opportunity managers, and procurement officers for reviewing AI tools used in recruiting and candidate assessment for fairness and inclusion of individuals with disabilities.\n* [Microsoft AI Fairness Checklist](https://www.microsoft.com/en-us/research/project/ai-fairness-checklist/)\n* [US NIST AI Risk Management Framework](https://www.nist.gov/itl/ai-risk-management-framework) - The Framework is intended to help developers, users and evaluators of AI systems better manage AI risks which could affect individuals, organizations, society, or the environment.\n\n# Interactive and Practical Tools\n\n* [Aequitas' Bias & Fairness Audit Toolkit](http://aequitas.dssg.io/) - The Bias Report is powered by Aequitas, an open-source bias audit toolkit for machine learning developers, analysts, and policymakers to audit machine learning models for discrimination and bias, and make informed and equitable decisions around developing and deploying predictive risk-assessment tools. \n* [Awesome Machine Learning Production List](https://github.com/ethicalml/awesome-production-machine-learning) - A list of tools and frameworks that support the design, development and operation of production machine learning systems, currently maintained by The Institute for Ethical AI & Machine Learning.\n* [Cape Python](https://github.com/capeprivacy/cape-python) - Easily apply privacy-enhancing techniques for data science and machine learning tasks in Pandas and Spark. Can be used in conjunction with [Cape Core](https://github.com/capeprivacy/cape) to collaborate on privacy policies and distribute those policies for data projects across teams and organizations.\n* [eXplainability Toolbox](https://ethical.institute/xai.html) - The Institute for Ethical AI & Machine Learning proposal for an extended version of the traditional data science process which focuses on algorithmic bias and explainability, to ensure a baseline of risks around undesired biases can be mitigated.\n* [FAT Forensics](https://fat-forensics.org/) is a Python toolkit for evaluating Fairness, Accountability and Transparency of Artificial Intelligence systems. It is built on top of SciPy and NumPy, and distributed under the 3-Clause BSD license (new BSD).\n* [IBM's AI Explainability 360 Open Source Toolkit](http://aix360.mybluemix.net/) - This is IBM's toolkit that includes large number of examples, research papers and demos implementing several algorithms that provide insights on fairness in machine learning systems.\n* [Linux Foundation AI Landscape](https://landscape.lfai.foundation/) - The official list of tools in the AI landscape curated by the Linux Foundation, which contains well maintained and used tools and frameworks. \n* [Open Ethics Data Passport](https://openethics.ai/oedp/) - The Open Ethics Data Passport ([OEDP](https://github.com/OpenEthicsAI/OEDP)) is focused on describing the origins of the models by sheding light on how the training datasets were collected, cleaned, labeled, and used for training of the AI models. \n* [Open Ethics Label: AI nutrition labels](https://openethics.ai/label/) - Open Ethics Label ([OEL](https://github.com/OpenEthicsAI/OEL)) is a \u201cnutrition label\u201d for digital products, including AI systems. It brings standard of self-disclosure to digital products to make these products transparent and safe for consumers. \n* [Taking action on digital ethics](https://www.avanade.com/en-us/thinking/research-and-insights/trendlines/digital-ethics) from Avanade\n* [Microsoft Fairlearn](https://fairlearn.org/) - An open-source toolkit for assessing and improving fairness in machine learning products developed by Microsoft \n* [Microsoft Interpret ML](https://interpret.ml/) - An open-source toolkit for improving explainability/interpretability developed by Microsoft\n* [Alibi](https://github.com/SeldonIO/alibi) - An open-source Python library for machine learning model inspection and interpretation. \n\n# Industry standards initiatives\n\n* [ACS Code of Professional Conduct - PDF](https://www.acs.org.au/content/dam/acs/rules-and-regulations/Code-of-Professional-Conduct_v2.1.pdf) - Australian ICT (Information and Communication Technology) sector professional organization.\n* [Association for Computer Machinery's Code of Ethics and Professional Conduct](https://www.acm.org/code-of-ethics) - This is the code of ethics that has been put together in 1992 by the Association for Computer Machinery and updated in 2018. The Code is designed to inspire and guide the ethical conduct of all computing professionals, including current and aspiring practitioners, instructors, students, influencers, and anyone who uses computing technology in an impactful way. Additionally, the Code serves as a basis for remediation when violations occur. The Code includes principles formulated as statements of responsibility, based on the understanding that the public good is always the primary consideration.\n* [IEEE Global Initiative for Ethical Considerations in Artificial Intelligence (AI) and Autonomous Systems (AS)](https://ethicsinaction.ieee.org/) - IEEE Approved Standards Projects specifically focused on the Ethically Aligned Design principles, and includes 14 (P700X) standards which cover topics from data collection to privacy, to algorithmic bias and beyond.\n* [ISO/IEC's Standards for Artificial Intelligence](https://www.iso.org/committee/6794475/x/catalogue/) - The ISO's initiative for Artificial Intelligence standards, which include a large set of subsequent standards ranging across Big Data, AI Terminology, Machine Learning frameworks, etc.\n* [Open Ethics Transparency Protocol](https://openethics.ai/oetp/) - The Open Ethics Transparency Protocol ([OETP](https://github.com/OpenEthicsAI/OETP) or Protocol) describes the creation and exchange of voluntary ethics Disclosures for products that involve Automated Decision-Making (ADM), including AI-powered services, Robotic process automation (RPA) tools, and robots. It is brought as a solution to increase the transparency of how digital products with full or partial automation are built and deployed.\n\n# Online Courses and Learning Resources\n\n* [Udacity's Secure & Private AI Course](https://www.udacity.com/course/secure-and-private-ai--ud185) - Free course by Udacity which introduces three cutting-edge technologies for privacy-preserving AI: Federated Learning, Differential Privacy, and Encrypted Computation. \n* [Data science ethics](https://www.coursera.org/learn/data-science-ethics) - Free course by Prof. Jagadish from the University of Michigan (via Coursera) that covers data ownership, privacy and anonymity, data validity, and algorithmic fairness.\n* [Practical Data Ethics](https://ethics.fast.ai/) - Free course by Rachel Thomas from the University of San Francisco Data Institute (via fast.ai) that covers disinformation, bias and fairness, foundations of ethics, privacy and surveillance, algorithmic colonialism\n* [Bias and Discrimination in AI](https://www.edx.org/course/bias-and-discrimination-in-ai) - Free course by the University of Montreal and IVADO (via edX) about the discriminatory effects of algorithmic decision-making and responsible machine learning (institutional and technical strategies to identify and address bias). \n* [Intro to AI ethics](https://www.kaggle.com/learn/intro-to-ai-ethics) - Free course by Kaggle introducing the base concepts of ethics in AI and how to mitigate related problems.\n* [Introduction to AI Safety, Ethics, and Society](https://www.aisafetybook.com/) - Developed by Dan Hendrycks, director of the [Center for AI Safety](https://www.safe.ai/), this free online textbook aims to provide an accessible introduction to students, practitioners and others looking to better understand issues pertaining to AI Safety and Ethics. Apart from online reading, this book is available as a PDF [here](https://www.aisafetybook.com/download) and also as a free virtual course [here](https://www.aisafetybook.com/virtual-course).\n\n# Research and Industry Newsletters\n\n* [Import AI](https://jack-clark.net/) - A newsletter curated by OpenAI's Jack Clark which curates the most resent and relevant AI research, as well as relevant societal issues that intersect with technical AI research.\n* [Matt's thoughts in between](https://www.getrevue.co/profile/mattclifford) - Newsletter curated by Entrepreneur First CEO Matt Clifford that provides a curated critical analysis on topics surrounding geopolitics, deep tech startups, economics and beyond.\n* [The Machine Learning Engineer](https://ethical.institute/mle.html) - A newsletter curated by The Institute for Ethical AI & Machine Learning that contains curated articles, tutorials and blog posts from experienced Machine Learning professionals and includes insights on best practices, tools and techniques in machine learning explainability, reproducibility, model evaluation, feature analysis and beyond.\n* [Montreal AI Ethics Institute Weekly AI Ethics newsletter](https://aiethics.substack.com) - A weekly newsletter curated by [Abhishek Gupta](https://atg-abhishek.github.io) and his team at the [Montreal AI Ethics Institute](https://montrealethics.ai) that presents accessible summaries of technical and academic research papers along with commentary on the latest in the domain of AI ethics.\n* [AI Safety Newsletter](https://newsletter.safe.ai/) - A weekly newsletter from the Center for AI Safety providing updates on AI research, policy, and other areas for a non-technical audience.\n* [ML Safety Newsletter](https://newsletter.mlsafety.org/) - A newsletter from the Center for AI Safety providing occasional deep-dives on key results in technical AI research.\n\n\n\n\n"
+  }
+]

SocialMediaOSINT_dataset.json

@@ -0,0 +1,9 @@
+[
+  {
+    "file_name": "README.md",
+    "relative_path": "README.md",
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+    "content": "# Social-Media-OSINT-Tools-Collection\n\nA collection of most useful tools for social media osint.\n\n## Some of our useful products for OSINT loves -\n\nFree weekly OSINT Newsletter - [osintupdates.com](https://osintupdates.com)\n\nGet Free Tickets for OSINTCon - [osintconference.com](https://osintconference.com/)\n\nBest OSINT Tools Directory - [osinttools.io](https://osinttools.io)\n\nYour one-stop destination for the best OSINT resources  - [osintresources.com](https://www.osintresources.com/)\n\nFree OSINT eBooks and Guides - [osintambition.org](https://osinttools.io)\n\n## Authors\n\n- [@osintambition](https://github.com/osintambition)\n\n- [@dheerajydv19](https://github.com/dheerajydv19)\n\n- [@swayamsopnic](https://twitter.com/Swayamsopnic16)\n\n\n## \ud83d\ude80 About Us\n\n### The Osint Ambition\nThe OSINT Ambition is a comprehensive and dynamic project aimed at empowering people with the skills and knowledge necessary to effectively leverage open source\n\n## Documentation\n\n[1. What is osint](#what-is-osint )\n\n[2. What is Social Media Osint](#what-is-social-media-osint )\n\n[3. Facebook](#Facebook-- )\n\n[4. Instagram](#instagram-- )\n\n[5. LinkedIn](#linkedin-- )\n\n[6. Twitter](#twitter-- )\n\n[7. Pinterest](#pinterest)\n\n[8. Reddit](#reddit)\n\n[9. Github](#github)\n\n[10. Snapchat](#Snapchat)\n\n[11. Whatsapp](#Whatsapp)\n\n[12. Skype](#Skype)\n\n[13. Telegram](#Telegram)\n\n[14. Discord](#Discord)\n\n[15. ONLYFANS](#ONLYFANS)\n\n[16. TikTok](#TikTok)\n\n[17. FAQs](#faq )\n\n## What is OSINT\n\nOpen source intelligence (OSINT) is the practice of collecting information from published or otherwise publicly available sources. OSINT operations, whether practiced by IT security pros, malicious hackers, or state-sanctioned intelligence operatives, use advanced techniques to search through the vast haystack of visible data to find the needles they're looking for to achieve their goals\u2014and learn information that many don't realize is public.\n\n## What is Social Media OSINT\n\nSocial Media Osint, also known as Social media intelligence allows one to collect intelligence gathering from social media sites like Facebook, Twitter, Instagram etc. This type of intelligence gathering is one element of OSINT (Open- Source Intelligence).\n\n## Facebook -\n\n1.  **Facebook Recover Lookup**\n      - Link: [Facebook Recover Lookup](https://www.facebook.com/login/identify?ctx=recover)\n      - Description: Used to check if a given email or phone number is associated with any Facebook account or not.\n\n2. **CrowdTangle Link Checker**\n   - Link: [CrowdTangle Link Checker](https://apps.crowdtangle.com/chrome-extension)\n   - Description: Shows the specific Facebook posts, Instagram posts, tweets, and subreddits that mention this link. It works for articles, as well as YouTube videos, Facebook videos, and more.\n\n3. **Social Searcher**\n   - Link: [Social Searcher](https://www.social-searcher.com/)\n   - Description: Allows you to monitor all public social mentions in social networks and the web.\n\n4. **Lookup-id.com**\n   - Link: [Lookup-id.com](https://lookup-id.com/)\n   - Description: Helps you find the Facebook ID of anyone's profile or a Group.\n\n5. **Who posted this**\n   - Link: [Who posted this](https://whopostedwhat.com/)\n   - Description: Facebook keyword search for people who work in the public interest. It allows you to search keywords on specific dates.\n\n6. **Facebook Search**\n   - Link: [Facebook Search](https://www.sowsearch.info/)\n   - Description: Allows you to search on Facebook for posts, people, photos, etc., using some filters.\n\n7. **Facebook Graph Searcher**\n   - Link: [Facebook Graph Searcher](https://intelx.io/tools?tab=facebook)\n   - Description: To search someone on Facebook.\n\n8. **Facebook People Search**\n   - Link: [Facebook People Search](https://www.facebook.com/directory/people/)\n   - Description: Search on Facebook by victim's name.\n\n9. **DumpItBlue**\n   - Link: [DumpItBlue+](https://chrome.google.com/webstore/detail/dumpitblue%2B/igmgknoioooacbcpcfgjigbaajpelbfe/)\n   - Description: helps to dump Facebook stuff for analysis or reporting purposes.\n\n10. **Export Comments**\n      - Link: [Export Comments](https://exportcomments.com/)\n      - Description: Easily exports all comments from your social media posts to Excel file.\n\n11. **Facebook Applications**\n      - Link: [Facebook Applications](https://khalil-shreateh.com/khalil.shtml/social_applications/facebook-applications/)\n      - Description: A collection of online tools that automate and facilitate Facebook.\n\n12. **Social Analyzer**\n      - Link: [SocialAnalyzer - Social Sentiment & Analysis](https://chromewebstore.google.com/detail/socialanalyzer-social-sen/efeikkcpimdfpdlmlbjdecnmkknjcfcp)\n      - Description: a free tool of social media monitoring and analysis.\n\n13. **AnalyzeID**\n      - Link: [AnalyzeID](https://analyzeid.com/)\n      - Description: Just looking for sites that supposedly may have the same owner. Including a FaceBook App ID match.\n\n14. **SOWsearch**\n      - Link: [sowsearch](https://www.sowsearch.info/)\n      - Description: a simple interface to show how the current Facebook search function works.\n\n15. **Facebook Matrix**\n      - Link: [FacebookMatrix](https://plessas.net/facebookmatrix)\n      - Description: Formulas for Searching Facebook.\n16. **Who posted what**\n      - Link: [Who Posted What](https://whopostedwhat.com/)\n      - Description: A non public Facebook keyword search for people who work in the public interest. It allows you to search keywords on specific dates.\n18. **StalkFace**\n      - Link: [StalkFace](https://stalkface.com/en/)\n      - Description: Toolkit to stalk someone on Facebook.\n19. **Search is Back**\n      - Link: [Search is Back](https://searchisback.com/)\n      - Description: ind people and events on Facebook\nSearch by location, relationships, and more!.\n\n## Instagram -\n \n1. **SnapInsta**\n   - Link: [SnapInsta](https://snapinsta.app)\n   - Description: Download Photos, Videos, IGTV & more from a public Instagram account.\n\n2. **IFTTT Integrations**\n   - Link: [IFTTT Instagram integrations](https://ifttt.com/instagram)\n   - Description: Popular Instagram workflows & automations.\n\n3. **Pickuki**\n   - Link: [Pickuki](https://www.picuki.com/)\n   - Description: Browse publicly available Instagram content without logging in.\n\n4. **IMGinn.io**\n   - Link: [IMGinn.io](https://imginn.io/)\n   - Description: view and download all the content on the social network Instagram all at one place. \n\n5. **Instaloader**\n   - Link: [Instaloader](https://github.com/instaloader/instaloader)\n   - Description: Download pictures (or videos) along with their captions and other metadata from Instagram.\n\n6. **SolG**\n      - Link: [SolG](https://github.com/yezz123/SoIG)\n      - Description: The Instagram OSINT Tool gets a range of information from an Instagram account that you normally wouldn't be able to get from just looking at their profile.\n\n7. **Osintgram**\n      - Link: [Osintgram](https://github.com/Datalux/Osintgram)\n      - Description: Osintgram is an OSINT tool on Instagram to collect, analyze, and run reconnaissance.\n     \n8. **Toutatis**\n      - Link: [toutatis](https://pypi.org/project/toutatis/)\n      - Description: It is a tool written to retrieve private information such as Phone Number, Mail Address, ID on Instagram accounts via API.\n\n9. **instalooter**\n      - Link: [instalooter](https://pypi.org/project/instalooter/)\n      - Description: InstaLooter is a program that can download any picture or video associated from an Instagram profile, without any API access.\n\n10. **Exportgram**\n      - Link: [Exportgram](https://exportgram.net/)\n      - Description: A web application made for people who want to export instagram comments into excel, csv and json formats.\n\n11. **Profile Analyzer**\n      - Link: [Profile Analyzer](https://inflact.com/tools/profile-analyzer/)\n      - Description: Analyze any public profile on Instagram \u2013 the tool is free, unlimited, and secure. Enter a username to take advantage of precise statistics.\n\n12. **Find Instagram User Id**\n      - Link: [Find Instagram User Id](https://www.codeofaninja.com/tools/find-instagram-user-id/)\n      - Description: This tool called \"Find Instagram User ID\" provides an easy way for developers and designers to get Instagram account numeric ID by username.\n\n13. **Instahunt**\n      - Link: [Instahunt](https://instahunt.huntintel.io/)\n      - Description: Easily find social media posts surrounding a location.\n\n14. **InstaFreeView**\n      - Link: [InstaFreeView](https://instafreeview.com/)\n      - Description: InstaFreeView Private Instagram Profile Viewer is a free app to view Instagram profile posts without login.\n\n15. **InstaNavigation**\n      - Link: [instanavigation](https://instanavigation.com/)\n      - Description: Anonymous story viewing on Instagram.\n\n## LinkedIn -\n\n1. **RecruitEm**\n   - Link: [RecruitEm](https://recruitin.net/)\n   - Description: Allows you to search social media profiles. It helps recruiters to create a Google boolean string that searches all public profiles.\n\n2. **RocketReach**\n   - Link: [RocketReach](https://rocketreach.co/person)\n   - Description: Allows you to programmatically search and lookup contact info over 700 million professionals and 35 million companies.\n\n3. **Phantom Buster**\n   - Link: [Phantom Buster](https://phantombuster.com/phantombuster)\n   - Description: Automation tool suite that includes data extraction capabilities.\n     \n4. **linkedprospect**\n   - Link: [LinkedIn Boolean Search](https://linkedprospect.com/linkedin-boolean-search-tool/#tool)\n   - Description: Build a targeted list of LinkedIn people using boolean search.\n\n5. **ReverseContact**\n   - Link: [Reverse Email Lookup](https://www.reversecontact.com/)\n   - Description: Find Linked Profiles associated with any email.\n\n6. **LinkedIn Search Engine**\n   - Link: [Programmable Search Engine](https://cse.google.com/cse?cx=daaf18e804f81bed0)\n   - Description: Programmable Search Engine for LinkedIn profiles.\n\n7. **Free People Search Tool**\n   - Link: [Free People Search Tool](https://freepeoplesearchtool.com/#gsc.tab=0)\n   - Description: Find people easily online.\n\n8. **IntelligenceX Linkedin**\n   - Link: [IntelligenceX Linkedin](https://intelx.io/tools?tab=linkedin)\n   - Description: A webbased tool for searching someone on Linkedin.\n\n9. **Linkedin Search Tool**\n   - Link: [Linkedin Search Tool](https://inteltechniques.com/tools/Linkedin.html)\n   - Description: Provides you a interface with various tools for Linkedin Osint.\n\n10. **LinkedInt**\n      - Link: [LinkedInt](https://github.com/vysecurity/LinkedInt)\n      - Description: Providing you with Linkedin Intelligence.\n\n11. **InSpy**\n      - Link: [InSpy](https://github.com/jobroche/InSpy)\n      - Description: InSpy is a python based LinkedIn enumeration tool.\n\n12. **CrossLinked**\n      - Link: [CrossLinked](https://github.com/m8sec/CrossLinked)\n      - Description: CrossLinked is a LinkedIn enumeration tool that uses search engine scraping to collect valid employee names from an organization. \n\n## Twitter -\n \n1. **TweetDeck**\n   - Link: [TweetDeck](https://tweetdeck.twitter.com/)\n   - Description: Offers a more convenient Twitter experience by allowing you to view multiple timelines in one easy interface.\n\n2. **FollowerWonk**\n   - Link: [FollowerWonk](https://followerwonk.com/bio)\n   - Description: Helps you find Twitter accounts using bio and provides many other useful features.\n\n3. **Twitter Advanced Search**\n   - Link: [Twitter Advanced Search](https://twitter.com/search-advanced)\n   - Description: Allows you to search on Twitter using filters for better search results.\n\n4. **Wayback Tweets**\n   - Link: [Wayback Tweets](https://waybacktweets.streamlit.app/)\n   - Description: Display multiple archived tweets on Wayback Machine and avoid opening each link manually.\n\n5. **memory.lol**\n   - Link: [memory.lol](https://memory.lol/app/)\n   - Description: a tiny web service that provides historical information about twitter users.\n\n6. **SocialData API**\n   - Link: [SocialData API](https://socialdata.tools/)\n   - Description: an unofficial Twitter API alternative that allows scraping historical tweets, user profiles, lists and Twitter spaces without using Twitter's API.\n\n7. **Social Bearing**\n   - Link: [Social Bearing](https://socialbearing.com/)\n   - Description: Insights & analytics for tweets & timelines.\n\n8. **Tinfoleak**\n   - Link: [Tinfoleak](https://tinfoleak.com/)\n   - Description: Search for Twitter users leaks.\n\n9. **Network Tool**\n   - Link: [Network Tool](https://osome.iu.edu/tools/networks/)\n   - Description: Explore how information spreads across Twitter with an interactive network using OSoMe data.\n\n10. **Foller**\n      - Link: [Foller](https://foller.me/)\n      - Description: Looking for someone in the United States? Our free people search engine finds social media profiles, public records, and more!\n\n11. **SimpleScraper OSINT**\n      - Link: [SimpleScraper OSINT](https://airtable.com/appyDhNeSetZU0rIw/shrceHfvukijgln9q/tblxgilU0SzfXNEwS/viwde4ACDDOpeJ8aO?blocks=bipxY3tKD5Lx0wmEU)\n      - Description: This Airtable automatically scrapes OSINT-related twitter accounts ever 3 minutes and saves tweets that contain coordinates.\n\n12. **Deleted Tweet Finder**\n      - Link: [Deleted Tweet Finder](https://cache.digitaldigging.org/)\n      - Description: Search for deleted tweets across multiple archival services.\n\n13. **Twitter Search Tool**\n      - Link: [Twitter search tool](https://www.aware-online.com/en/osint-tools/twitter-search-tool/)\n      - Description: On this page you can create advanced search queries within Twitter.\n\n14. **Twitter Video Downloader**\n      - Link: [Twitter Video Downloader](https://twittervideodownloader.com/)\n      - Description: Download Twitter videos & GIFs from tweets.\n\n15. **Download Twitter Data**\n      - Link: [Download Twitter Data](https://www.twtdata.com/)\n      - Description: Download Twitter data in csv format by entering any Twitter handle, keyword, hashtag, List ID or Space ID.\n\n16. **Twitonomy**\n      - Link: [Twitonomy](https://www.twitonomy.com/)\n      - Description: Twitter #analytics and much more.\n\n17. **tweeterid**\n      - Link: [tweeterid](https://tweeterid.com/)\n      - Description: Type in any Twitter ID or @handle below, and it will be converted into the respective ID or username.\n\n18. **BirdHunt**\n      - Link: [BirdHunt](https://birdhunt.huntintel.io/)\n      - Description: Easily find social media posts surrounding a location.\n\n## Pinterest\n\n1. **DownAlbum**\n   - Link: [DownAlbum](https://chrome.google.com/webstore/detail/downalbum/cgjnhhjpfcdhbhlcmmjppicjmgfkppok)\n   - Description: Google Chrome extension for downloading albums of photos from various websites, including Pinterest.\n\n2. **Experts PHP: Pinterest Photo Downloader**\n   - Link: [Pinterest Photo Downloader](https://www.expertsphp.com/pinterest-photo-downloader.html)\n   - Description: Website providing a tool to download photos from Pinterest.\n\n3. **Pingroupie**\n   - Link: [Pingroupie](http://pingroupie.com)\n   - Description: A Meta Search Engine for Pinterest that lets you discover Collaborative Boards, Influencers, Pins, and new Keywords.\n\n4. **Tailwind**\n   - Link: [Tailwind](https://www.tailwindapp.com)\n   - Description: Social media scheduling and management tool that supports Pinterest.\n\n5. **Pinterest Guest**\n   - Link: [Pinterest Guest](https://addons.mozilla.org/en-US/firefox/addon/pinterest-guest)\n   - Description: Mozilla Firefox add-on for browsing Pinterest without logging in or creating an account.\n\n6. **SourcingLab: Pinterest**\n   - Link: [SourcingLab: Pinterest](https://sourcinglab.io/search/pinterest)\n   - Description: Pinterest search feature for finding pins, boards, and users.\n\n## Reddit\n\n1. **F5BOT**\n   - Link: [F5BOT](https://f5bot.com)\n   - Description: Receive notifications for new Reddit posts matching specific keywords.\n\n2. **Karma Decay**\n   - Link: [Karma Decay](http://karmadecay.com)\n   - Description: Reverse image search for finding similar or reposted images on Reddit.\n\n3. **Mostly Harmless**\n    - Link: [Mostly Harmless](http://kerrick.github.io/Mostly-Harmless/#features)\n    - Description: A suite of tools for Reddit, including user analysis, subreddit comparison, and more.\n\n4. **OSINT Combine: Reddit Post Analyzer**\n    - Link: [OSINT Combine: Reddit Post Analyzer](https://www.osintcombine.com/reddit-post-analyser)\n    - Description: Analyze and gather information from Reddit posts for OSINT purposes.\n\n5. **Phantom Buster**\n    - Link: [Phantom Buster](https://phantombuster.com/phantombuster?category=reddit)\n    - Description: Automation tool suite that includes Reddit data extraction capabilities.\n\n6. **rdddeck**\n    - Link: [rdddeck](https://rdddeck.com)\n    - Description: Real-time dashboard for monitoring multiple Reddit communities.\n\n7. **Readr for Reddit**\n    - Link: [Readr for Reddit](https://chrome.google.com/webstore/detail/readr-forreddit/molhdaofohigaepljchpmfablknhabmo)\n    - Description: Google Chrome extension for an improved reading experience on Reddit.\n\n8. **Reddit Archive**\n    - Link: [Reddit Archive](http://www.redditarchive.com)\n    - Description: Archive of Reddit posts and comments for historical reference.\n\n9. **Reddit Comment Search**\n    - Link: [Reddit Comment Search](https://redditcommentsearch.com)\n    - Description: Search for specific comments and conversations on Reddit.\n\n10. **Redditery**\n    - Link: [Redditery](http://www.redditery.com)\n    - Description: Explore Reddit posts and comments based on various criteria.\n\n11. **Reddit Hacks**\n    - Link: [Reddit Hacks](https://github.com/EdOverflow/hacks)\n    - Description: Collection of Reddit hacks and tricks for advanced users.\n\n12. **Reddit List**\n    - Link: [Reddit List](http://redditlist.com)\n    - Description: Directory of popular subreddits organized by various categories.\n\n13. **reddtip**\n    - Link: [reddtip](https://www.redditp.com)\n    - Description: Show appreciation to Reddit users by sending them tips in cryptocurrencies.\n\n14. **Reddit Search**\n    - Link: [Reddit Search (realsrikar)](https://realsrikar.github.io/reddit-search)\n    - Link: [Reddit Search (cemulate)](http://cemulate.github.io/reddit-search)\n    - Link: [Reddit Search (redditsearch.io)](https://www.redditsearch.io)\n    - Link: [Reddit Search (reddit-search)](http://reddit-search.surge.sh)\n    - Link: [Reddit Search (react-reddit-search-app)](https://react-reddit-search-app.web.app)\n    - Link: [Reddit Search (viralharia)](https://viralharia.github.io/finddit)\n    - Description: Various tools and websites for searching and discovering content on Reddit.\n\n15. **Reddit Shell**\n    - Link: [Reddit Shell](https://redditshell.com)\n    - Description: Command-line interface for browsing and interacting with Reddit.\n\n16. **Reddit Stream**\n    - Link: [Reddit Stream](http://reddit-stream.com)\n    - Description: Live-streaming of Reddit comments for real-time discussions.\n\n17. **Reddit Suite**\n    - Link: [Reddit Enhancement Suite (Chrome Extension)](https://chrome.google.com/webstore/detail/redditenhancementsuite/kbmfpngjjgdllneeigpgjifpgocmfgmb)\n    - Link: [Reddit Enhancement Suite (Firefox Add-on)](https://addons.mozilla.org/enGB/firefox/addon/reddit-enhancement-suite)\n    - Description: Browser extension that enhances the Reddit browsing experience with additional features.\n\n18. **Reddit User Analyser**\n    - Link: [Reddit User Analyser](https://atomiks.github.io/reddit-user-analyser)\n    - Description: Analyze and visualize the activity and behavior of Reddit users.\n\n19. **redditvids**\n    - Link: [redditvids](https://redditvids.com)\n    - Description: Watch Reddit videos and browse popular video subreddits.\n\n18. **Redective**\n    - Link: [Redective](http://redective.com)\n    - Description: Investigate and analyze Reddit users based on their post history.\n\n19. **Reditr**\n    - Link: [Reditr](http://reditr.com)\n    - Description: Desktop Reddit client with a clean and intuitive interface.\n\n20. **Reeddit**\n    - Link: [Reeddit](https://reedditapp.com)\n    - Description: Simplified and clean Reddit web interface for a distraction-free browsing experience.\n\n21. **ReSavr**\n    - Link: [ReSavr](https://www.resavr.com)\n    - Description: Retrieve and save deleted Reddit comments for later viewing.\n\n22. **smat**\n    - Link: [smat](https://www.smat-app.com/timeline)\n    - Description: Social media analytics tool that includes Reddit for tracking trends and engagement.\n\n23. **socid_extractor**\n    - Link: [socid_extractor](https://github.com/soxoj/socid_extractor)\n    - Description: Extract user information from Reddit and other social media platforms.\n\n24. **Suggest me a subreddit**\n    - Link: [Suggest me a subreddit](https://nikas.praninskas.com/suggest-subreddit)\n    - Description: Get recommendations for new subreddits to explore based on your preferences.\n\n25. **Subreddits**\n    - Link: [Subreddits](http://subreddits.org)\n    - Description: Directory of active subreddits organized by various categories.\n     \n26. **uforio**\n    - Link: [uforio](http://uforio.com)\n    - Description: Generate word clouds from Reddit comment threads.\n\n27. **Universal Reddit Scraper (URS)**\n    - Link: [Universal Reddit Scraper (URS)](https://github.com/JosephLai241/URS)\n    - Description: Python-based tool for scraping Reddit data for analysis.\n\n28. **Vizit**\n    - Link: [Vizit](https://redditstuff.github.io/sna/vizit)\n    - Description: Visualize and analyze relationships between Reddit users and subreddits.\n\n29. **Wisdom of Reddit**\n    - Link: [Wisdom of Reddit](https://wisdomofreddit.com)\n    - Description: Curated collection of insightful quotes and comments from Reddit.\n\n\n## Github\n\n1. **Awesome Lists**\n   - Link: [Awesome Lists](http://awesomelists.top)\n   - Description: A curated list of awesome lists for various programming languages, frameworks, and tools.\n\n2. **CoderStats**\n   - Link: [CoderStats](https://coderstats.net)\n   - Description: A platform for developers to track and showcase their coding activity and statistics from GitHub.\n\n3. **Commit-stream**\n   - Link: [Commit-stream](https://github.com/x1sec/commit-stream)\n   - Description: A tool for monitoring and collecting GitHub commits in real-time.\n\n4. **Digital Privacy**\n   - Link: [Digital Privacy](https://github.com/ffffffff0x/Digital-Privacy)\n   - Description: A collection of resources and tools for enhancing digital privacy and security.\n\n5. **Find Github User ID**\n   - Link: [Find Github User ID](http://caius.github.io/github_id)\n   - Description: A web tool for finding the unique identifier (ID) of a GitHub user.\n\n6. **GH Archive**\n   - Link: [GH Archive](http://www.gharchive.org)\n   - Description: A project that provides a public dataset of GitHub activity, including events and metadata.\n\n7. **Git-Awards**\n   - Link: [Git-Awards](http://git-awards.com)\n   - Description: A website that ranks GitHub users and repositories based on their contributions and popularity.\n\n8. **GitGot**\n   - Link: [GitGot](https://github.com/BishopFox/GitGot)\n   - Description: A semi-automated, feedback-driven tool for auditing Git repositories.\n\n9. **gitGraber**\n   - Link: [gitGraber](https://github.com/hisxo/gitGraber)\n   - Description: A tool for searching and cloning sensitive information in GitHub repositories.\n\n10. **git-hound**\n    - Link: [git-hound](https://github.com/tillson/git-hound)\n    - Description: A tool for finding sensitive information exposed in GitHub repositories.\n\n11. **Github Dorks**\n    - Link: [Github Dorks](https://github.com/techgaun/github-dorks)\n    - Description: A collection of GitHub dorks, which are search queries to find sensitive information in repositories.\n\n12. **Github Stars**\n    - Link: [Github Stars](http://githubstars.com)\n    - Description: A website that showcases GitHub repositories with the most stars and popularity.\n\n13. **Github Trending RSS**\n    - Link: [Github Trending RSS](https://mshibanami.github.io/GitHubTrendingRSS)\n    - Description: An RSS feed generator for trending repositories on GitHub.\n\n14. **Github Username Search Engine**\n    - Link: [Github Username Search Engine](https://jonnygovish.github.io/Github-username-search-engine)\n    - Description: A search engine to find GitHub usernames based on various filters and criteria.\n\n15. **Github Username Search Engine**\n    - Link: [Github Username Search Engine](https://githubnotes-47071.firebaseapp.com/#/?_k=n0bgxn)\n    - Description: Another search engine to find GitHub usernames with advanced filtering options.\n\n16. **GitHut**\n    - Link: [GitHut](https://githut.info)\n    - Description: A website that provides statistics and visualizations of programming languages on GitHub.\n\n\n## Snapchat\n\n1. **addmeContacts**\n   - Link: [addmeContacts](http://add-me-contacts.com)\n   - Description: A platform to find and connect with new contacts on various social media platforms.\n\n2. **AddMeSnaps**\n   - Link: [AddMeSnaps](https://www.addmesnaps.com)\n   - Description: A website for discovering and adding new Snapchat friends.\n\n3. **ChatToday**\n   - Link: [ChatToday](https://chattoday.com)\n   - Description: An online chat platform for connecting and chatting with people from around the world.\n\n4. **Gebruikersnamen: Snapchat**\n   - Link: [Gebruikersnamen: Snapchat](https://gebruikersnamen.nl/snapchat)\n   - Description: A website for finding Snapchat usernames.\n\n5. **GhostCodes**\n   - Link: [GhostCodes](https://www.ghostcodes.com)\n   - Description: An app for discovering new Snapchat users and their stories.\n\n6. **OSINT Combine: Snapchat MultiViewer**\n   - Link: [OSINT Combine: Snapchat MultiViewer](https://www.osintcombine.com/snapchat-multi-viewer)\n   - Description: A tool for viewing multiple Snapchat accounts simultaneously.\n\n7. **Snap Map**\n    - Link: [Snap Map](https://map.snapchat.com)\n    - Description: Snapchat's feature that allows users to share their location and view Snaps from around the world.\n\n8. **Snapchat-mapscraper**\n    - Link: [Snapchat-mapscraper](https://github.com/nemec/snapchat-map-scraper)\n    - Description: A tool for scraping public Snapchat Stories from the Snap Map.\n\n9. **Snap Political Ads Library**\n    - Link: [Snap Political Ads Library](https://www.snap.com/en-GB/political-ads)\n    - Description: Snapchat's library of political ads displayed on the platform.\n\n10. **Social Finder**\n    - Link: [Social Finder](https://socialfinder.app)\n    - Description: A platform to search and discover social media profiles on various platforms.\n\n11. **SnapIntel**\n    - Link: [SnapIntel](https://github.com/Kr0wZ/SnapIntel)\n    - Description: a python tool providing you information about Snapchat users.\n\n12. **AddMeS**\n    - Link: [AddMeS](https://addmes.io/)\n    - Description: The 'Add Me' directory of Snapchat users on web.\n\n## WhatsApp\n\n1. **checkwa**\n   - Link: [checkwa](https://checkwa.online)\n   - Description: An online tool to check the status and availability of WhatsApp numbers.\n\n2. **WhatsApp Fake Chat**\n   - Link: [WhatsApp Fake Chat](http://www.fakewhats.com/generator)\n   - Description: An online tool to generate fake WhatsApp conversations for fun or pranks.\n\n3. **Whatsapp Monitor**\n   - Link: [Whatsapp Monitor](https://github.com/ErikTschierschke/WhatsappMonitor)\n   - Description: A tool for monitoring and analyzing WhatsApp messages and activities.\n\n4. **whatsfoto**\n   - Link: [whatsfoto](https://github.com/zoutepopcorn/whatsfoto)\n   - Description: A Python script to download profile pictures from WhatsApp contacts.\n\n\n## Skype\n\n1. **addmeContacts**\n   - Link: [addmeContacts](http://add-me-contacts.com)\n   - Description: A platform to find and connect with new contacts on various social media platforms.\n\n2. **ChatToday**\n   - Link: [ChatToday](https://chattoday.com)\n   - Description: An online chat platform for connecting and chatting with people from around the world.\n\n3. **Skypli**\n   - Link: [Skypli](https://www.skypli.com)\n   - Description: A website for discovering and connecting with new Skype contacts.\n\n\n## Telegram\n\n1. **ChatBottle: Telegram**\n   - Link: [ChatBottle: Telegram](https://chatbottle.co/bots/telegram)\n   - Description: A directory of Telegram bots for various purposes.\n\n2. **ChatToday**\n   - Link: [ChatToday](https://chattoday.com)\n   - Description: An online chat platform for connecting and chatting with people from around the world.\n\n3. **informer**\n   - Link: [informer](https://github.com/paulpierre/informer)\n   - Description: A Python library for retrieving information about Telegram channels, groups, and users.\n\n4. **_IntelligenceX: Telegram**\n   - Link: [_IntelligenceX: Telegram](https://intelx.io/tools?tab=telegram)\n   - Description: IntelligenceX's Telegram tool for searching and analyzing Telegram data.\n\n5. **Lyzem.com**\n   - Link: [Lyzem.com](https://lyzem.com)\n   - Description: A website to search and find Telegram groups and channels.\n     \n7. **Telegram Channels**\n    - Link: [Telegram Channels](https://telegramchannels.me)\n    - Description: A directory of Telegram channels covering various topics.\n\n8. **Telegram Channels**\n    - Link: [Telegram Channels](https://tlgrm.eu/channels)\n    - Description: A platform to discover and browse Telegram channels.\n\n9. **Telegram Channels Search**\n    - Link: [Telegram Channels Search](https://xtea.io/ts_en.html)\n    - Description: A search engine to find Telegram channels by keywords.\n\n10. **Telegram Directory**\n    - Link: [Telegram Directory](https://tdirectory.me)\n    - Description: A comprehensive directory of Telegram channels, groups, and bots.\n\n11. **Telegram Group**\n    - Link: [Telegram Group](https://www.telegram-group.com)\n    - Description: A website to search and join Telegram groups.\n\n12. **telegram-history-dump**\n    - Link: [telegram-history-dump](https://github.com/tvdstaaij/telegram-history-dump)\n    - Description: A Python script to dump the history of a Telegram chat into a SQLite database.\n\n13. **Telegram-osint-lib**\n    - Link: [Telegram-osint-lib](https://github.com/Postuf/telegram-osint-lib)\n    - Description: A Python library for performing open-source intelligence (OSINT) on Telegram.\n\n14. **Telegram Scraper**\n    - Link: [Telegram Scraper](https://github.com/th3unkn0n/TeleGram-Scraper)\n    - Description: A powerful Telegram scraping tool for extracting user information and media.\n\n15. **Tgram.io**\n    - Link: [Tgram.io](https://tgram.io)\n    - Description: A platform to explore and search for Telegram channels, groups, and bots.\n\n17. **Tgstat.com**\n    - Link: [Tgstat.com](https://tgstat.com)\n    - Description: A comprehensive platform for analyzing and tracking Telegram channels and groups.\n\n18. **Tgstat RU**\n    - Link: [Tgstat RU](https://tgstat.ru)\n    - Description: A Russian platform for analyzing and monitoring Telegram channels and groups.\n      \n## Discord\n1. **DiscordOSINT**\n   - Link: [DiscordOSINT](https://github.com/husseinmuhaisen/DiscordOSINT?tab=readme-ov-file#-discord-search-syntax-)\n   - Description: This Repository Will contain useful resources to conduct research on Discord.\n\n2. **Discord.name**\n   - Link: [Discord.name](https://discord.name/)\n   - Description: Discord profile lookup using user ID.\n\n3. **Lookupguru**\n   - Link: [Lookupguru](https://lookup.guru/)\n   - Description: Discord profile lookup using user ID.\n\n4. **Discord History Tracker**\n   - Link: [Discord History Tracker](https://dht.chylex.com/      )\n   - Description: Discord History Tracker lets you save chat history in your servers, groups, and private conversations, and view it offline.\n\n5. **Top.gg**\n   - Link: [Top.gg](https://top.gg/)\n   - Description: Explore millions of Discord Bots.\n\n6. **Unofficial Discord Lookup**\n   - Link: [Unofficial Discord Lookup](https://discord.id/)\n   - Description: Search for discord profile using id.\n\n7. **Disboard**\n   - Link: [Disboard](https://disboard.org/)\n   - Description: DISBOARD is the place where you can list/find Discord servers.\n\n## ONLYFANS\n\n1. **OnlyFans Finder**\n   - Link: [The Favourite OnlyFans search](https://onlyfansfinder.co/)\n   - Description: The tools allow easy searching via advanced filtering capabilities and sorting functionality, making it easy to access desired material.\n\n2. **OnlyFam**\n   - Link: [OnlyFam] (https://onlyfam.com)\n   - Description: OnlyFans Search & Model Finder - Find Creators in the World\u2019s Largest OnlyFans Database\n   \n3. **OnlyFinder**\n   - Link: [OnlyFinder](https://onlyfinder.com/)\n   - Description: OnlyFans Search Engine - OnlyFans Account Finder.\n\n4. **OnlySearch**\n   - Link: [OnlySearch](https://onlysearch.co/)\n   - Description: Find OnlyFans profiles by searching for key words.\n\n5. **Sotugas**\n   - Link: [S\u00f3Tugas](https://sotugas.com/)\n   - Description: Encontra Contas do OnlyFans Portugal \ud83c\uddf5\ud83c\uddf9.\n\n6. **Fansmetrics**\n   - Link: [Fansmetrics](https://fansmetrics.com/)\n   - Description: Use this OnlyFans Finder to search in 3,000,000 OnlyFans Accounts.\n\n7. **Findr.fans**\n   - Link: [Findr.fans](https://findr.fans/)\n   - Description: Only Fans Search Tool.\n\n8. **Hubite**\n   - Link: [Hubite](https://hubite.com/en/onlyfans-search/)\n   - Description: Advanced OnlyFans Search Engine.\n\n9. **Similarfans**\n   - Link: [Similarfans](https://similarfans.com/)\n   - Description: Blog for OnlyFans content creators.\n\n10. **Fansearch**\n   - Link: [Fansearch](https://www.fansearch.com/)\n   - Description: Fansearch is the best OnlyFans Finder to search in 3,000,000 OnlyFans Accounts.\n\n11. **Fulldp**\n   - Link: [Fulldp](https://fulldp.co/onlyfans-full-size-profile-picture/)\n   - Description: Download Onlyfans Full-Size Profile Pictures.\n\n12. **SecretFans**\n - Link: [SecretFans](https://secretfans.net/)\n - Description: Search engine for discovering OnlyFans creators and profiles.\n  \n13. **GirlFindr**\n - Link: [GirlFindr](https://girlfindr.com/)\n - Description: Finder tool to explore and locate OnlyFans creators.\n\n14. **FreeFans.nl**\n - Link: [FreeFans.nl](https://freefans.nl/)\n - Description: Free directory listing OnlyFans creators, primarily focused on Dutch creators.\n\n15. **FreeFans.de**\n - Link: [FreeFans.de](https://freefans.de/)\n - Description: German-based OnlyFans listing and discovery platform.\n\n16. **OnlyBritish**\n - Link: [OnlyBritish](https://onlybritish.uk/)\n - Description: Platform showcasing OnlyFans creators from the United Kingdom.\n\n17. **OnlySuomi**\n - Link: [OnlySuomi](https://onlysuomi.fi/)\n - Description: Finnish-focused directory for discovering OnlyFans creators.\n\n  \n## TikTok\n\n1. **Mavekite**\n   - Link: [Mavekite](https://mavekite.com/)\n   - Description: Search the profile using username.\n\n2. **TikTok hashtag analysis toolset**\n   - Link: [TikTok hashtag analysis toolset](https://github.com/bellingcat/tiktok-hashtag-analysis)\n   - Description: The tool helps to download posts and videos from TikTok for a given set of hashtags over a period of time.\n\n3. **TikTok Video Downloader**\n   - Link: [TikTok Video Downloader](https://ssstik.io/en-1)\n   - Description: ssstiktok is a free TikTok video downloader without watermark tool that helps you download TikTok videos without watermark (Musically) online.\n\n4. **Exolyt**\n   - Link: [exolyt](https://exolyt.com/)\n   - Description: The best tool for TikTok analytics & insights.\n\n## Other\n\n1. ** Alfred OSINT**\n   - Link: [Alfred OSINT](https://github.com/Alfredredbird/alfred)\n   - Description: A Open-source tool for descovering social media accounts.\n  \n2.  ** oftoolbox **\n    - Link: [oftoolbox](https://oftoolbox.net)\n    - Description: OFToolbox.net is a list of the best tools for you to create, share and monetize adult content on platforms such as OnlyFans.\n      \n     \n## FAQ\n\n#### Is using Osint illegal ?\n\nNo, using osint is legal but if you use the information gatered via osint for illegal or with wrong intentions, then that will be illegal.\n\n#### Are these the only tools exist for social media osint ?\n\nNo, their exists a lot of tool for social media osint, we have just listed the best ones.\n\n#### Where can we get more tools for social media osint ?\n\nWe will be listing many other tools in future in this repo, we will try to maintain for long and will keep adding more and more.\n\n## Contributions\n\nContributions are always welcome!\n\nYou can contact us any time on any of our social media platforms for any kind of suggestions and Contributions.\n\nOfficial Mail - osintambition@gmail.com\n\nGitHub - [https://github.com/osintambition](https://github.com/osintambition)\n\nTwitter - [https://twitter.com/osintambition](https://twitter.com/osintambition)\n\nTelegram - [https://t.me/osintambition](https://t.me/osintambition)\n\n\nDeveloped with \u2764\ufe0f in India \ud83c\uddee\ud83c\uddf3 \n"
+  }
+]

toutatis_dataset.json

@@ -0,0 +1,44 @@
+[
+  {
+    "file_name": "README.md",
+    "relative_path": "README.md",
+    "extension": ".md",
+    "size_bytes": 1793,
+    "content": "# Toutatis\n\ud83d\udc4b Hi there! For any professional inquiries or collaborations, please reach out to me at:\nmegadose@protonmail.com\n\n\ud83d\udce7 Preferably, use your professional email for correspondence. Let's keep it short and sweet, and all in English!\n\nToutatis is a tool that allows you to extract information from instagrams accounts such as e-mails, phone numbers and more </br>\nFor BTC Donations : 1FHDM49QfZX6pJmhjLE5tB2K6CaTLMZpXZ\n## \ud83d\udca1 Prerequisite\n[Python 3](https://www.python.org/downloads/release/python-370/)\n\n## \ud83d\udee0\ufe0f Installation\n### With PyPI\n\n```pip install toutatis```\n\n### With Github\n\n```bash\ngit clone https://github.com/megadose/toutatis.git\ncd toutatis/\npython3 setup.py install\n```\n\n## \ud83d\udcda Usage:\n\n### Find information from a username\n\n```\ntoutatis -u username -s instagramsessionid\n```\n\n### Find information from an Instagram ID\n\n```\ntoutatis -i instagramID -s instagramsessionid\n```\n\n## \ud83d\udcc8 Example\n\n```\nInformations about     : xxxusernamexxx\nFull Name              : xxxusernamesxx | userID : 123456789\nVerified               : False | Is buisness Account : False\nIs private Account     : False\nFollower               : xxx | Following : xxx\nNumber of posts        : x\nNumber of tag in posts : x\nExternal url           : http://example.com\nIGTV posts             : x\nBiography              : example biography\nPublic Email           : public@example.com\nPublic Phone           : +00 0 00 00 00 00\nObfuscated email       : me********s@examplemail.com\nObfuscated phone       : +00 0xx xxx xx 00\n------------------------\nProfile Picture        : https://scontent-X-X.cdninstagram.com/\n```\n\n## \ud83d\udcda To retrieve the sessionID\n![](https://files.catbox.moe/1rfi6j.png)\n\n## Thank you to :\n\n- [EyupErgin](https://github.com/eyupergin)\n- [yazeed44](https://github.com/yazeed44)\n"
+  },
+  {
+    "file_name": "SECURITY.md",
+    "relative_path": "SECURITY.md",
+    "extension": ".md",
+    "size_bytes": 619,
+    "content": "# Security Policy\n\n## Supported Versions\n\nUse this section to tell people about which versions of your project are\ncurrently being supported with security updates.\n\n| Version | Supported          |\n| ------- | ------------------ |\n| 5.1.x   | :white_check_mark: |\n| 5.0.x   | :x:                |\n| 4.0.x   | :white_check_mark: |\n| < 4.0   | :x:                |\n\n## Reporting a Vulnerability\n\nUse this section to tell people how to report a vulnerability.\n\nTell them where to go, how often they can expect to get an update on a\nreported vulnerability, what to expect if the vulnerability is accepted or\ndeclined, etc.\n"
+  },
+  {
+    "file_name": "setup.py",
+    "relative_path": "setup.py",
+    "extension": ".py",
+    "size_bytes": 831,
+    "content": "# -*- coding: utf-8 -*-\nfrom setuptools import setup, find_packages\n\n\nsetup(\n    name='toutatis',\n    version=\"1.31\",\n    packages=find_packages(),\n    author=\"megadose\",\n    install_requires=[\"argparse\",\"requests\",\"phonenumbers\",\"pycountry\"],\n    description=\"It is a tool written to retrieve private information such as Phone Number, Mail Address, ID on Instagram accounts via API.\",\n    long_description=\"It is a tool written to retrieve private information such as Phone Number, Mail Address, ID on Instagram accounts via API.\",\n    include_package_data=True,\n    url='http://github.com/megadose/toutatis',\n    entry_points = {'console_scripts': ['toutatis = toutatis.core:main']},\n    classifiers=[\n        \"Programming Language :: Python\",\n        \"License :: OSI Approved :: GNU General Public License v3 (GPLv3)\",\n    ],\n)\n"
+  },
+  {
+    "file_name": "CODE_OF_CONDUCT.md",
+    "relative_path": "CODE_OF_CONDUCT.md",
+    "extension": ".md",
+    "size_bytes": 5525,
+    "content": "\n# Contributor Covenant Code of Conduct\n\n## Our Pledge\n\nWe as members, contributors, and leaders pledge to make participation in our\ncommunity a harassment-free experience for everyone, regardless of age, body\nsize, visible or invisible disability, ethnicity, sex characteristics, gender\nidentity and expression, level of experience, education, socio-economic status,\nnationality, personal appearance, race, caste, color, religion, or sexual\nidentity and orientation.\n\nWe pledge to act and interact in ways that contribute to an open, welcoming,\ndiverse, inclusive, and healthy community.\n\n## Our Standards\n\nExamples of behavior that contributes to a positive environment for our\ncommunity include:\n\n* Demonstrating empathy and kindness toward other people\n* Being respectful of differing opinions, viewpoints, and experiences\n* Giving and gracefully accepting constructive feedback\n* Accepting responsibility and apologizing to those affected by our mistakes,\n  and learning from the experience\n* Focusing on what is best not just for us as individuals, but for the overall\n  community\n\nExamples of unacceptable behavior include:\n\n* The use of sexualized language or imagery, and sexual attention or advances of\n  any kind\n* Trolling, insulting or derogatory comments, and personal or political attacks\n* Public or private harassment\n* Publishing others' private information, such as a physical or email address,\n  without their explicit permission\n* Other conduct which could reasonably be considered inappropriate in a\n  professional setting\n\n## Enforcement Responsibilities\n\nCommunity leaders are responsible for clarifying and enforcing our standards of\nacceptable behavior and will take appropriate and fair corrective action in\nresponse to any behavior that they deem inappropriate, threatening, offensive,\nor harmful.\n\nCommunity leaders have the right and responsibility to remove, edit, or reject\ncomments, commits, code, wiki edits, issues, and other contributions that are\nnot aligned to this Code of Conduct, and will communicate reasons for moderation\ndecisions when appropriate.\n\n## Scope\n\nThis Code of Conduct applies within all community spaces, and also applies when\nan individual is officially representing the community in public spaces.\nExamples of representing our community include using an official e-mail address,\nposting via an official social media account, or acting as an appointed\nrepresentative at an online or offline event.\n\n## Enforcement\n\nInstances of abusive, harassing, or otherwise unacceptable behavior may be\nreported to the community leaders responsible for enforcement at\n[`megadose@protonmail.com`](mailto:megadose@protonmail.com).\nAll complaints will be reviewed and investigated promptly and fairly.\n\nAll community leaders are obligated to respect the privacy and security of the\nreporter of any incident.\n\n## Enforcement Guidelines\n\nCommunity leaders will follow these Community Impact Guidelines in determining\nthe consequences for any action they deem in violation of this Code of Conduct:\n\n### 1. Correction\n\n**Community Impact**: Use of inappropriate language or other behavior deemed\nunprofessional or unwelcome in the community.\n\n**Consequence**: A private, written warning from community leaders, providing\nclarity around the nature of the violation and an explanation of why the\nbehavior was inappropriate. A public apology may be requested.\n\n### 2. Warning\n\n**Community Impact**: A violation through a single incident or series of\nactions.\n\n**Consequence**: A warning with consequences for continued behavior. No\ninteraction with the people involved, including unsolicited interaction with\nthose enforcing the Code of Conduct, for a specified period of time. This\nincludes avoiding interactions in community spaces as well as external channels\nlike social media. Violating these terms may lead to a temporary or permanent\nban.\n\n### 3. Temporary Ban\n\n**Community Impact**: A serious violation of community standards, including\nsustained inappropriate behavior.\n\n**Consequence**: A temporary ban from any sort of interaction or public\ncommunication with the community for a specified period of time. No public or\nprivate interaction with the people involved, including unsolicited interaction\nwith those enforcing the Code of Conduct, is allowed during this period.\nViolating these terms may lead to a permanent ban.\n\n### 4. Permanent Ban\n\n**Community Impact**: Demonstrating a pattern of violation of community\nstandards, including sustained inappropriate behavior, harassment of an\nindividual, or aggression toward or disparagement of classes of individuals.\n\n**Consequence**: A permanent ban from any sort of public interaction within the\ncommunity.\n\n## Attribution\n\nThis Code of Conduct is adapted from the [Contributor Covenant][homepage],\nversion 2.1, available at\n[https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1].\n\nCommunity Impact Guidelines were inspired by\n[Mozilla's code of conduct enforcement ladder][Mozilla CoC].\n\nFor answers to common questions about this code of conduct, see the FAQ at\n[https://www.contributor-covenant.org/faq][FAQ]. Translations are available at\n[https://www.contributor-covenant.org/translations][translations].\n\n[homepage]: https://www.contributor-covenant.org\n[v2.1]: https://www.contributor-covenant.org/version/2/1/code_of_conduct.html\n[Mozilla CoC]: https://github.com/mozilla/diversity\n[FAQ]: https://www.contributor-covenant.org/faq\n[translations]: https://www.contributor-covenant.org/translations\n"
+  },
+  {
+    "file_name": "__init__.py",
+    "relative_path": "toutatis/__init__.py",
+    "extension": ".py",
+    "size_bytes": 28,
+    "content": "from toutatis.core import *\n"
+  },
+  {
+    "file_name": "core.py",
+    "relative_path": "toutatis/core.py",
+    "extension": ".py",
+    "size_bytes": 6444,
+    "content": "import argparse\nimport requests\nfrom urllib.parse import quote_plus\nfrom json import dumps, decoder\n\nimport phonenumbers\nfrom phonenumbers.phonenumberutil import (\n    region_code_for_country_code,\n    region_code_for_number,\n)\nimport pycountry\n\n\ndef getUserId(username, sessionsId):\n    headers = {\"User-Agent\": \"iphone_ua\", \"x-ig-app-id\": \"936619743392459\"}\n    api = requests.get(\n        f'https://i.instagram.com/api/v1/users/web_profile_info/?username={username}',\n        headers=headers,\n        cookies={'sessionid': sessionsId}\n    )\n    try:\n        if api.status_code == 404:\n            return {\"id\": None, \"error\": \"User not found\"}\n\n        id = api.json()[\"data\"]['user']['id']\n        return {\"id\": id, \"error\": None}\n\n    except decoder.JSONDecodeError:\n        return {\"id\": None, \"error\": \"Rate limit\"}\n\n\ndef getInfo(search, sessionId, searchType=\"username\" or \"id\"):\n    if searchType == \"username\":\n        data = getUserId(search, sessionId)\n        if data[\"error\"]:\n            return data\n        userId = data[\"id\"]\n    else:\n        try:\n            userId = str(int(search))\n        except ValueError:\n            return {\"user\": None, \"error\": \"Invalid ID\"}\n\n    try:\n        response = requests.get(\n            f'https://i.instagram.com/api/v1/users/{userId}/info/',\n            headers={'User-Agent': 'Instagram 64.0.0.14.96'},\n            cookies={'sessionid': sessionId}\n        )\n        if response.status_code == 429:\n            return {\"user\": None, \"error\": \"Rate limit\"}\n\n        response.raise_for_status()\n\n        info_user = response.json().get(\"user\")\n        if not info_user:\n            return {\"user\": None, \"error\": \"Not found\"}\n\n        info_user[\"userID\"] = userId\n        return {\"user\": info_user, \"error\": None}\n\n    except requests.exceptions.RequestException:\n        return {\"user\": None, \"error\": \"Not found\"}\n\n\ndef advanced_lookup(username):\n    \"\"\"\n        Post to get obfuscated login infos\n    \"\"\"\n    data = \"signed_body=SIGNATURE.\" + quote_plus(dumps(\n        {\"q\": username, \"skip_recovery\": \"1\"},\n        separators=(\",\", \":\")\n    ))\n    api = requests.post(\n        'https://i.instagram.com/api/v1/users/lookup/',\n        headers={\n            \"Accept-Language\": \"en-US\",\n            \"User-Agent\": \"Instagram 101.0.0.15.120\",\n            \"Content-Type\": \"application/x-www-form-urlencoded; charset=UTF-8\",\n            \"X-IG-App-ID\": \"124024574287414\",\n            \"Accept-Encoding\": \"gzip, deflate\",\n            \"Host\": \"i.instagram.com\",\n            # \"X-FB-HTTP-Engine\": \"Liger\",\n            \"Connection\": \"keep-alive\",\n            \"Content-Length\": str(len(data))\n        },\n        data=data\n    )\n\n    try:\n        return ({\"user\": api.json(), \"error\": None})\n    except decoder.JSONDecodeError:\n        return ({\"user\": None, \"error\": \"rate limit\"})\n\n\ndef main():\n    parser = argparse.ArgumentParser()\n    parser.add_argument('-s', '--sessionid', help=\"Instagram session ID\", required=True)\n    group = parser.add_mutually_exclusive_group(required=True)\n    group.add_argument('-u', '--username', help=\"One username\")\n    group.add_argument('-i', '--id', help=\"User ID\")\n    args = parser.parse_args()\n\n    sessionsId = args.sessionid\n    search_type = \"id\" if args.id else \"username\"\n    search = args.id or args.username\n    infos = getInfo(search, sessionsId, searchType=search_type)\n    if not infos.get(\"user\"):\n        exit(infos[\"error\"])\n\n    infos = infos[\"user\"]\n\n    print(\"Informations about     : \" + infos[\"username\"])\n    print(\"userID                 : \" + infos[\"userID\"])\n    print(\"Full Name              : \" + infos[\"full_name\"])\n    print(\"Verified               : \" + str(infos['is_verified']) + \" | Is buisness Account : \" + str(\n        infos[\"is_business\"]))\n    print(\"Is private Account     : \" + str(infos[\"is_private\"]))\n    print(\n        \"Follower               : \" + str(infos[\"follower_count\"]) + \" | Following : \" + str(infos[\"following_count\"]))\n    print(\"Number of posts        : \" + str(infos[\"media_count\"]))\n    # print(\"Number of tag in posts : \"+str(infos[\"following_tag_count\"]))\n    if infos[\"external_url\"]:\n        print(\"External url           : \" + infos[\"external_url\"])\n    print(\"IGTV posts             : \" + str(infos[\"total_igtv_videos\"]))\n    print(\"Biography              : \" + (f\"\"\"\\n{\" \" * 25}\"\"\").join(infos[\"biography\"].split(\"\\n\")))\n    print(\"Linked WhatsApp        : \" + str(infos[\"is_whatsapp_linked\"]))\n    print(\"Memorial Account       : \" + str(infos[\"is_memorialized\"]))\n    print(\"New Instagram user     : \" + str(infos[\"is_new_to_instagram\"]))\n\n    if \"public_email\" in infos.keys():\n        if infos[\"public_email\"]:\n            print(\"Public Email           : \" + infos[\"public_email\"])\n\n    if \"public_phone_number\" in infos.keys():\n        if str(infos[\"public_phone_number\"]):\n            phonenr = \"+\" + str(infos[\"public_phone_country_code\"]) + \" \" + str(infos[\"public_phone_number\"])\n            try:\n                pn = phonenumbers.parse(phonenr)\n                countrycode = region_code_for_country_code(pn.country_code)\n                country = pycountry.countries.get(alpha_2=countrycode)\n                phonenr = phonenr + \" ({}) \".format(country.name)\n            except:  # except what ??\n                pass  # pass what ??\n            print(\"Public Phone number    : \" + phonenr)\n\n    other_infos = advanced_lookup(infos[\"username\"])\n\n    if other_infos[\"error\"] == \"rate limit\":\n        print(\"Rate limit please wait a few minutes before you try again\")\n\n    elif \"message\" in other_infos[\"user\"].keys():\n        if other_infos[\"user\"][\"message\"] == \"No users found\":\n            print(\"The lookup did not work on this account\")\n        else:\n            print(other_infos[\"user\"][\"message\"])\n\n    else:\n        if \"obfuscated_email\" in other_infos[\"user\"].keys():\n            if other_infos[\"user\"][\"obfuscated_email\"]:\n                print(\"Obfuscated email       : \" + other_infos[\"user\"][\"obfuscated_email\"])\n            else:\n                print(\"No obfuscated email found\")\n\n        if \"obfuscated_phone\" in other_infos[\"user\"].keys():\n            if str(other_infos[\"user\"][\"obfuscated_phone\"]):\n                print(\"Obfuscated phone       : \" + str(other_infos[\"user\"][\"obfuscated_phone\"]))\n            else:\n                print(\"No obfuscated phone found\")\n    print(\"-\" * 24)\n    print(\"Profile Picture        : \" + infos[\"hd_profile_pic_url_info\"][\"url\"])\n"
+  }
+]

transformers_dataset.json

@@ -0,0 +1,3 @@
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+oid sha256:0295dd28604161cdc1270d0603cdb72e9132e4ba951187bee88932561ffdc158
+size 87168081