新币常见的低共识值(聪明钱/KOL 一侧为 0、另一侧 ≤2)用 --dim2 弱化，
不再用红色 bad 误导成「危险」；其余值(1/1、3/0、2/1…)保持正常色。
Co-Authored-By: Claude Opus 4.8
- aitrader/：GMGN AI Trader 完整代码（排除 .venv/运行时/本地配置）
- docs/aitrader/index.html：GitHub Pages 发布副本（按 demo 分子目录）
- scripts/git-hooks/pre-commit：自动同步 */static → docs/
- 根 README：目录结构 / demo 列表 / 新增 demo 指引 / 钩子启用 / Pages 部署
- 根 .gitignore：忽略缓存/虚拟环境/本地配置
Co-Authored-By: Claude Opus 4.8
Co-Authored-By: Claude Opus 4.8
- aitrader/：GMGN AI Trader 完整代码（排除 .venv/运行时/本地配置）
- docs/aitrader/index.html：GitHub Pages 发布副本（按 demo 分子目录）
- scripts/git-hooks/pre-commit：自动同步 */static → docs/
- 根 README：目录结构 / demo 列表 / 新增 demo 指引 / 钩子启用 / Pages 部署
- 根 .gitignore：忽略缓存/虚拟环境/本地配置
Co-Authored-By: Claude Opus 4.8
- README.md/zh：声明 + Demos + 在线演示（聚焦浏览者）
- 新增 CONTRIBUTING.md/zh：目录结构 / 新增 demo / 钩子 / Pages 部署
- README 底部加指向 CONTRIBUTING 的同语言链接
Co-Authored-By: Claude Opus 4.8
- README.md/zh：声明 + Demos + 在线演示（聚焦浏览者）
- 新增 CONTRIBUTING.md/zh：目录结构 / 新增 demo / 钩子 / Pages 部署
- README 底部加指向 CONTRIBUTING 的同语言链接
Co-Authored-By: Claude Opus 4.8
Co-Authored-By: Claude Opus 4.8
Co-Authored-By: Claude Opus 4.8
to run it locally. | [https://gmgnai.github.io/skillmarket-demos/aitrader/](https://gmgnai.github.io/skillmarket-demos/aitrader/) | [](https://github.com/GMGNAI/skillmarket-demos/blob/main/static/aitrader_en.png) | * * * Maintainers & contributors — repo layout, how to add a demo, the auto-sync hook, and GitHub Pages setup are in [CONTRIBUTING.md](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md) . About ----- Community-contributed demos built with the GMGN OpenAPI, provided for reference and learning only. Security is not guaranteed. Use any trading functions at your own risk. 基于 GMGN OpenAPI 制作的演示 Demo，由社群成员贡献，仅供学习交流参考，安全性不作保证。如使用其中的交易功能，请自行评估代码安全性并承担相应交易风险。 ### Resources [Readme](https://github.com/GMGNAI/skillmarket-demos#readme-ov-file) ### Contributing [Contributing](https://github.com/GMGNAI/skillmarket-demos#contributing-ov-file) ### Uh oh! There was an error while loading. [Please reload this page](https://github.com/GMGNAI/skillmarket-demos) . [Activity](https://github.com/GMGNAI/skillmarket-demos/activity) ### Stars **44** stars ### Watchers **0** watching ### Forks [**23** forks](https://github.com/GMGNAI/skillmarket-demos/forks) [Report repository](https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FGMGNAI%2Fskillmarket-demos&report=GMGNAI+%28user%29) [Releases](https://github.com/GMGNAI/skillmarket-demos/releases) ----------------------------------------------------------------- No releases published [Packages 0](https://github.com/users/GMGNAI/packages?repo_name=skillmarket-demos) ----------------------------------------------------------------------------------- No packages published [Contributors 3](https://github.com/GMGNAI/skillmarket-demos/graphs/contributors) ---------------------------------------------------------------------------------- * [](https://github.com/GumpOnchain) [**GumpOnchain** GumpOnchain](https://github.com/GumpOnchain) * [](https://github.com/claude) [**claude** Claude](https://github.com/claude) * [](https://github.com/GMGNAI) [**GMGNAI** GMGN.AI](https://github.com/GMGNAI) Languages --------- * [HTML 57.1%](https://github.com/GMGNAI/skillmarket-demos/search?l=html) * [Python 42.6%](https://github.com/GMGNAI/skillmarket-demos/search?l=python) * [Shell 0.3%](https://github.com/GMGNAI/skillmarket-demos/search?l=shell) You can’t perform that action at this time. --- # Overview · GMGNAI/skillmarket-demos · GitHub [Skip to content](https://github.com/GMGNAI/skillmarket-demos/security#start-of-content) You signed in with another tab or window. 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Read the docs You can’t perform that action at this time. --- # Upcoming GitHub events, webinars & developer conferences · GitHub [Skip to content](https://github.com/resources/events#start-of-content) You signed in with another tab or window. [Reload](https://github.com/resources/events) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/resources/events) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/resources/events) to refresh your session. Dismiss alert Events & Webinars ================= Discover upcoming GitHub events, webinars, and conferences. Connect with developers, explore new tools, and learn how to build, secure, and scale software with GitHub. Sort by:Selecting a sort option will reload the page. Date (soonest)  ### [GitHub Universe 2026](https://githubuniverse.com/?utm_source=Site&utm_medium=GitHub&utm_campaign=event_uni_26) GitHub Universe, our flagship developer event is back: uniting people, agents, and the world’s code. In-person in SF & online October 28-29 Register  ### [Security Assessments: How to Measure and Improve your Code Security](https://github.registration.goldcast.io/webinar/1cc4ca9b-b231-4102-944d-55b647fc2b7e) In this demo, we'll walk through GitHub's Code Security and Secret Protection Assessments. Online July 15, 2026 Register now  ### [Optimize GitHub Copilot Token Costs](https://www.andela.com/webinar/optimize-github-copilot-token-costs) A webinar co-hosted with Andela, designed for technology and finance leaders managing AI coding costs. Online July 16, 2026 Register Now  ### [Let's Learn GitHub Copilot App](https://gh.io/letslearn) Learn to use the GitHub Copilot app to explore issues, build features, and review changes in parallel. Online July 16, 2026 7am PT | 10am ET Register  ### [From Issue to Merge: A Live Demo of the GitHub Copilot App](https://github.registration.goldcast.io/webinar/d95f8766-e58d-4648-a77a-634c94d115ee) Join us for a live demo of the new GitHub Copilot app. Online July 29, 2026 Register now  ### [Measuring AI adoption, impact, and value with GitHub Copilot](https://github.registration.goldcast.io/webinar/bc131987-5985-466d-bbfa-d5f1b2ad83a2?utm_source=GHEvents&utm_medium=web&utm_campaign=AIPodJuly30) Explore how GitHub Copilot usage metrics can help teams measure adoption and impact over time. Online July 30, 2026 Register now  ### [Copilot in Action: Best practices & use cases](https://github.registration.goldcast.io/webinar/4e35bcf5-ad29-4762-a152-7a08c2b656d3) This interactive session will cover how best-in-class teams are using Copilot today. Online August 12, 2026 Register now  ### [Game Off 2026](https://itch.io/jam/game-off-2026) Game Off is a month-long game jam in November where anyone builds and shares a game using any engine or language. Join now  ### [GitHub Roadmap Webinar, Q2 2026](https://github.ondemand.goldcast.io/on-demand/1dd0b7b0-5d4e-4c83-b231-24a4eef1675a?utm_source=github&utm_medium=website&utm_campaign=AMER+Q2+Roadmap+Webinar) Join GitHub's Product Chief of Staff for a Q2 2026 roadmap session on the latest innovations shaping software development from GitHub. On-demand webinar Watch now You can’t perform that action at this time. --- # GitHub for Nonprofits · GitHub [Skip to content](https://github.com/solutions/industry/nonprofits#start-of-content) You signed in with another tab or window. [Reload](https://github.com/solutions/industry/nonprofits) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/solutions/industry/nonprofits) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/solutions/industry/nonprofits) to refresh your session. Dismiss alert  GitHub for Nonprofits Drive social impact one commit at a time ======================================== GitHub for Nonprofits enables organizations to leverage technology to drive forward their missions and accelerate human progress. Verified nonprofits get exclusive access to a free GitHub Team plan or 25% off the GitHub Enterprise cloud plan. [Join GitHub for Nonprofits](https://nonprofits.github.com/getting-started) ### Free access to a GitHub Team plan Receive access to advanced collaboration tools for individuals and organizations. ### 25% off GitHub Enterprise Cloud Get access to additional security, administrative, and customization options. ### Unlock the Nonprofit Developer Pack Advanced technology shouldn't be gated behind high-margin corporate budgets. We’ve partnered with leading tech companies for exclusive discounts to help you solve the world's most pressing challenges. ### Let GitHub power your mission Investing in GitHub is not just about adopting a tool—it's about empowering nonprofits to drive positive change and advance the Sustainable Development Goals. Join us at GitHub, where technology meets purpose, and together, let's create a more sustainable and equitable future for all.  ### Increase visibility and widen impact By hosting projects on GitHub, nonprofits can increase their visibility and reach a broader audience. Whether it's sharing code libraries, publishing research, or showcasing success stories, GitHub provides nonprofits with a platform to amplify their impact and attract support from donors, funders, volunteers, and partners.  ### Tap into the open source community GitHub is home to the largest open source community on the planet - over 100 million developers. Whether you’re scaling your organization or just learning how to code, GitHub is your home. Join the world’s largest developer platform to build the innovations that empower humanity.  “ > GitHub provides us with a platform to amplify the critical needs of forcibly displaced persons and attract support from donors, volunteers, and partners, while also tapping into skills and resources of an incredible developer community. Seema IyerUSA for UNCHR ### Get started today Build your nonprofit on the world's most advanced developer platform. Verified nonprofits get exclusive access to a free GitHub Team plan or 25% off the GitHub Enterprise cloud plan. [Join GitHub for Nonprofits](https://nonprofits.github.com/getting-started) [Contact us](https://support.github.com/contact/social-impact) ### Frequently Asked Questions #### Who qualifies for GitHub for Nonprofits? Nonprofit organizations that are 501(c)(3) or equivalent and are non-governmental, non-academic, non-commercial, and non-political in nature are eligible for a free GitHub Team Plan with unlimited private repositories and unlimited users or 25% off of GitHub Enterprise Cloud. #### What if our organization does not qualify for nonprofit status but works in the social sector? At this time, we only support registered 501(c)(3) or equivalent organizations. In the future, we hope to provide additional programmatic support to social sector organizations. #### What are the different GitHub pricing plans? GitHub offers free and paid plans for storing and collaborating on code. Some plans are available only to personal accounts, while other plans are available only to organization and enterprise accounts. For more information about accounts, see ["Types of GitHub accounts."](https://docs.github.com/en/get-started/learning-about-github/types-of-github-accounts) #### I'd like more information on how GitHub for Nonprofits works, where can I go? Check out the GitHub for Nonprofits [documentation](https://docs.github.com/en/nonprofit) to learn more about the platform and services. #### I have another question, how do I reach the team? If you would like to learn more about our programming, partner with us, or get in touch, [contact](https://support.github.com/contact/social-impact) our team today. #### What is the Nonprofit Developer Pack? The Nonprofit Developer Pack is a curated collection of free and discounted services from GitHub and our partners. It provides nonprofits with access to premium developer tools, cloud credits, and security suites to help them scale their missions without being limited by their tech budgets. #### How is this different from the existing GitHub for Nonprofits program? The Developer Pack expands these benefits by including external tools and services from partner companies. #### How do I apply for the Pack? The process is handled through the **GitHub for Nonprofits portal**: 1. **Authentication:** Sign in to your GitHub organization account. 2. **Automatic Check:** Our system first checks if your organization is already in our validated database. 3. **Manual Application:** If you aren't automatically validated, you can submit a form with your country of registration, registration ID, and proof of status (e.g., your 501(c)(3) letter). #### How can my company become a partner? We are actively onboarding partners who want to support the social sector. Partners benefit from early exposure to thousands of nonprofits and the opportunity to help shape the program’s future. If you’re interested, [contact](https://support.github.com/contact/social-impact) our team today. You can’t perform that action at this time. --- # Unified DevSecOps Solutions Built for Security | GitHub · GitHub [Skip to content](https://github.com/solutions/use-case/devsecops#start-of-content) You signed in with another tab or window. [Reload](https://github.com/solutions/use-case/devsecops) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/solutions/use-case/devsecops) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/solutions/use-case/devsecops) to refresh your session. Dismiss alert GitHub DevSecOps The AI-powered DevSecOps platform ================================= With comprehensive security tools built into the developer workflow, you can build, secure, and ship all in one place. [Request a demo](https://github.com/security/advanced-security/demo?utm_campaign=Security&ref_cta=Request+demo&ref_loc=hero&ref_page=%2Fsolutions_usecase_devsecops&scid=adv-security&utm_contentsite=&utm_medium=github&locale=en-US) [See plans & pricing](https://github.com/security/plans?ref_cta=pricing&ref_loc=hero&ref_page=%2Fsolutions_usecase_devsecops&scid=adv-security&utm_campaign=Security&utm_contentsite=&utm_medium=github&locale=en-US)  ### Code scanning Find and fix security issues before production with static application security testing (SAST). ### Secret scanning Hunt, revoke, and prevent leaked secrets with automatic push protection. ### Supply chain security Keep vulnerable dependencies out of your applications with software composition analysis (SCA). Logos for EY Mercado Libre 3M KPMG TELUS ---------------------------------------- Ernst and YoungMercado Libre3MKPMGTelus ### Give AI the heavy lifting Organizations struggle to fix their backlog of vulnerabilities, despite the risks. Coming next, security managers can burn down years of security debt in one simple sprint. [Discover GitHub Copilot](https://github.com/features/copilot?locale=en-US)  ### Found means fixed Don’t just find vulnerable code, fix it. GitHub Advanced Security flags problems and suggests AI-powered solutions, freeing teams to ship more secure software faster. [Explore AI-powered security](https://resources.github.com/security/ai-powered-devsecops-checklist/)  ### Pump your team’s security prowess Developers aren’t security professionals. With GitHub Advanced Security, you can offload the technical complexity and give them the freedom to build and ship great software. [Discover code scanning autofix](https://github.blog/2024-03-20-found-means-fixed-introducing-code-scanning-autofix-powered-by-github-copilot-and-codeql/)  ### Your workflows, your way With support for more than 17,000 app integrations, GitHub Advanced Security accommodates your team’s tooling preferences. [Explore GitHub Marketplace](https://github.com/marketplace?locale=en-US)  7x faster vulnerabilities fixes 2.4 fewer false positives than the industry standard 20M repositories that have enabled secret scanning “ > We prefer to have security that leverages what developers are already using rather than trying to force them to use some other tool. Jim JacobsChief Analyst, Gartner ### Application security made simpler Eliminate toolchain cost and complexity with native security tools for GitHub Enterprise and Azure DevOps customers. [Request a demo](https://github.com/security/advanced-security/demo?utm_campaign=Security&ref_cta=Request+demo&ref_loc=hero&ref_page=%2Fsolutions_usecase_devsecops&scid=adv-security&utm_contentsite=&utm_medium=github&locale=en-US) [See plans & pricing](https://github.com/security/plans?ref_cta=pricing&ref_loc=footer&ref_page=%2Fsolutions_usecase_devsecops&scid=adv-security&utm_campaign=Security&utm_contentsite=&utm_medium=github&locale=en-US) ### [DevSecOps explained](https://github.com/resources/articles/devops/what-is-devsecops?locale=en-US) Explore how DevSecOps builds on the ideas of DevOps by applying security practices throughout the SDLC. Learn more ### [Meet the companies who build with unified DevSecOps](https://github.com/customer-stories/enterprise?feature=GitHub%2BAdvanced%2BSecurity&locale=en-US#browse) Leading organizations choose GitHub to plan, build, secure, and ship software. Read customer stories ### [Discover how AI is changing the security landscape](https://resources.github.com/security/transforming-application-security-with-ai/) From prevention to remediation, see how AI can help fix issues instantly. Watch webinar You can’t perform that action at this time. --- # A Complete CI/CD Solution for Software Development | GitHub · GitHub [Skip to content](https://github.com/solutions/use-case/ci-cd#start-of-content) You signed in with another tab or window. [Reload](https://github.com/solutions/use-case/ci-cd) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/solutions/use-case/ci-cd) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/solutions/use-case/ci-cd) to refresh your session. Dismiss alert GitHub CI/CD The complete CI/CD solution =========================== Build, test, and deploy software with simple and secure enterprise CI/CD, all on the complete development platform. [Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=hero&ref_page=%2Fsolutions_usecase_cicd&locale=en-US) [Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=hero&ref_page=%2Fsolutions_usecase_cicd&locale=en-US)  ### Turn code into software Automatically trigger builds on every commit with workflow builder. ### Secure and improve End-to-end testing for security, code quality, performance, and functionality. ### Ship with confidence Automate deployments from start to finish to one or multiple cloud providers. ### Build fast, stay secure Easy-to-set-up and simple-to-maintain CI/CD that helps your developers build more secure code from the start without sacrificing speed. [Explore GitHub Advanced Security](https://github.com/security/advanced-security?locale=en-US)  ### Continuous testing made simple Track everything from code quality to your security profile with end-to-end testing built to keep you secure and in compliance at every stage.  ### Deploy software with confidence Seamless CI/CD deployment automation makes it simple to deliver secure software with all cloud providers so you can scale confidently. [Explore GitHub Actions](https://github.com/features/actions?locale=en-US)  90%+ Fortune 100 choose GitHub 100M+ Developers call GitHub home 420M+ Repositories on GitHub ### Powerful CI/CD with GitHub Enterprise The complete developer platform to build, scale, and deliver secure software. [Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=footer&ref_page=%2Fsolutions_usecase_cicd&locale=en-US) [Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=footer&ref_page=%2Fsolutions_usecase_cicd&locale=en-US) ### [DevOps tips for Engineering leaders](https://resources.github.com/devops/six-tips-faster-software-delivery/) 6 DevOps tips to help engineering leaders deliver software at scale Get the report ### [Ship secure software fast](https://resources.github.com/security/supply-chain-security/) How developer-first supply chain security helps you secure faster Get the report ### [CI/CD Solution Demo](https://resources.github.com/devops/tools/automation/automating-ci-cd-enterprise/) How to automate CI/CD and security with GitHub Enterprise Get the report You can’t perform that action at this time. --- # GitHub Copilot app · GitHub [Skip to content](https://github.com/features/ai/github-app#start-of-content) This July, learn how to use the GitHub Copilot app to explore issues, build features, and review changes in parallel, without switching between tools. No experience required! [Register](https://gh.io/letslearn) You signed in with another tab or window. [Reload](https://github.com/features/ai/github-app) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/features/ai/github-app) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/features/ai/github-app) to refresh your session. Dismiss alert GitHub Copilot app From issue to merge, in one app =============================== The GitHub Copilot app is the only desktop experience for agent-driven development built natively on GitHub. Available for macOS, Windows, and Linux, on any Copilot plan, or bring your own key. [Download for macOS (Silicon)](https://gh.io/copilot-app-mac) [Read the docs](https://gh.io/github-app-docs) Delegate to agentsCentralized inboxShape canvasesReview and merge Start a session from an issue, a prompt, or a PR already in flight. ### Parallel workflows, fully in view Take control of your workflow. Every session comes with a workspace for your branches, files, and conversations. [Learn more](https://docs.github.com/en/copilot/how-tos/github-copilot-app/agent-sessions)  ### Isolated spaces for every session Work stays separated, even when you have more than one task in motion. [Learn more](https://docs.github.com/en/copilot/how-tos/github-copilot-app/agent-sessions#starting-a-session)  ### Built-in validation loop Inspect diffs, preview via in-app browser, run terminal checks, and merge PRs directly inside your session. [Learn more](https://docs.github.com/en/copilot/how-tos/github-copilot-app/managing-issues-and-pull-requests)  ### Automated workflows Turn skills and prompts into repeatable work that can be run on a regular basis. [Learn more](https://docs.github.com/en/copilot/how-tos/github-copilot-app/using-scheduled-workflows)      ### [Native GitHub context](https://docs.github.com/en/copilot/how-tos/github-copilot-app/managing-issues-and-pull-requests) Each session natively connects to your code, PRs, issues and search. Deep context without the manual config. Learn more ### [Deploy custom skills](https://docs.github.com/en/copilot/how-tos/github-copilot-app/customize-github-copilot-app) Custom repo and Copilot skills sync automatically across your sessions. Turn any skill into a workflow with one-click. Learn more ### [Connect external data via MCP’s](https://docs.github.com/en/copilot/how-tos/github-copilot-app/customize-github-copilot-app) Your repo's MCPs sync automatically. Connect additional custom MCP servers via local or HTTP config. Learn more Plans Pricing ------- Works with every GitHub Copilot plan, or bring your own key. For individualsFor businesses ### Free For getting started with GitHub Copilot. $0USD [Get started](https://github.com/copilot) [Open in VS Code](vscode://github.copilot-chat) #### What's included: * 2,000 completions per month * Access to Haiku 4.5, GPT-5 mini, and more * Copilot CLI * GitHub Copilot app No credit card required. Verified students have access to the GitHub Copilot Student plan. [Learn more](https://github.com/education/students) ### Pro For everyday coding with agents in GitHub Copilot. $10USDper user / month [Get started](https://github.com/github-copilot/pro?cft=copilot_li.copilot_plans.cfi) #### Everything from Free and: * Access to Cloud agent and code review Code review will incur Actions usage. * Unlimited code completion and next edit suggestions Response times may vary during periods of high usage. Requests may be subject to rate limiting. * Access to 3rd party agents (Claude Code and Codex) * Model selection * GitHub Copilot app * $15 monthly total credits for Pro Flex allotments will vary over time. ### Pro+ For more complex development with premium models. $39USDper user / month [Get started](https://github.com/github-copilot/pro-plus?cft=copilot_li.copilot_plans.cfi) #### Everything from Pro and: * Access to premium models, including Opus * Audit logs * 4x+ included usage than Pro * $70 monthly total credits for Pro+ Flex allotments will vary over time. ### Max For sustained, high-volume agent workflows with GitHub Copilot. $100USDper user / month [Get started](https://github.com/github-copilot/max?cft=copilot_li.copilot_plans.cfi) #### Everything in Pro+ and: * Priority access to new models and features * 2.9x+ included usage than Pro+ * $200 monthly total credits for Pro+ Flex allotments will vary over time. Best value Share your feedback Help us build ------------- Whether you find a bug or have an idea for a feature, we want to hear from you. Let us know and we'll take your ideas into account. [Download for macOS (Silicon)](https://gh.io/copilot-app-mac) [Share feedback](https://github.com/github/app#feedback-and-issues) ### [Explore documentation](https://gh.io/github-app-docs) Guides, quick starts, and reference for everything in the app. Read the docs ### [Check out the repo](https://gh.io/github-app-repo) Explore the README, file an issue, join in the discussion. Explore the repo ### [Keep up-to-date on the latest](https://gh.io/github-app-changelogmd) Get the latest on new features and fixes as we ship it. Read the changelog You can’t perform that action at this time. --- # Activity · GMGNAI/skillmarket-demos · GitHub [Skip to content](https://github.com/GMGNAI/skillmarket-demos/activity#start-of-content) You signed in with another tab or window. 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[Reload](https://github.com/features/code-review) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/features/code-review) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/features/code-review) to refresh your session. Dismiss alert Code Review Spend less time reviewing and more time shipping ================================================ Run GitHub Copilot for first-pass code reviews with actionable suggestions. Bring your team in for PR decisions that need a human eye. [Get started with GitHub Copilot](https://github.com/features/copilot/plans?locale=en-US) [Learn how Copilot code review works](https://docs.github.com/pull-requests/collaborating-with-pull-requests/reviewing-changes-in-pull-requests/about-pull-request-reviews) The first review shouldn’t take the longest. --------------------------------------------  The first review shouldn’t take the longest. [Learn how Copilot code review works](https://docs.github.com/pull-requests/collaborating-with-pull-requests/reviewing-changes-in-pull-requests/about-pull-request-reviews) * _Instant first pass._ Receive structured, actionable feedback the moment a pull request is opened whether you assign it Copilot manually or configure it to review automatically. * _Reviews that know your repo._ Copilot works where your code already lives. It analyzes your full changeset across files, grounded in your repository and codebase, not generic best practices. * _Customized to how your team builds._ Define coding guidelines, extend Copilot with custom agent skills, or connect your own tools through MCP. Your standards, enforced on every PR, consistently and without reviewer fatigue. ### Copilot Reviews the full changeset across files to flag bugs, security risks, and style issues. It suggests multi-line fixes you can apply in one click, comments directly on the lines that need attention, and can hand off suggestions to the Copilot cloud agent for autonomous resolution. ### Your team Brings architectural judgment, design perspective, and system context that only comes from building the software together. Your team mentors through discussion in the same thread, helps transfer knowledge, and owns final approval and accountability. ### [Agentic code review](https://docs.github.com/copilot/concepts/agents/code-review#agentic-capabilities-for-copilot-code-review) Copilot follows the logic of your change across functions and files, understands the intent behind it, and surfaces issues that line-by-line analysis would miss. Learn more ### [Reviews grounded in your codebase](https://docs.github.com/copilot/concepts/agents/code-review#enhancing-copilots-knowledge-of-a-repository) Copilot can draw on custom instructions and Copilot Memory to understand your project's conventions, architecture, and context, so feedback reflects how your team actually builds. Learn more ### [Extensible to your workflow](https://gh.io/github-ccr-mcp-skills) Build custom agent skills or connect your own tools through MCP to tailor what Copilot reviews and how. Your standards, your tools, your way of working. Learn more ### Have the conversation where the code is Keep discussion and feedback right next to the diffs so it's easier to stay in context while reviewing your PR.  ### Get the right eyes on every change Route pull requests to the right people with review requests and code owners.  ### Understand the full picture Rich diffs, blame, and commit history show what changed, who changed it, and why.  ### [Fast, relevant results](https://docs.github.com/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/about-protected-branches#require-pull-request-reviews-before-merging) Set a minimum number of approving reviews, whether Copilot or human, before any pull request can merge. Learn more ### [Protected branches](https://docs.github.com/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/about-protected-branches) Control how code gets merged. Restrict who can push, require linear history, and prevent force pushes. Learn more ### [Required status checks](https://docs.github.com/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/about-protected-branches#require-status-checks-before-merging) Ensure CI passes, tests are green, and automated gates clear before the merge button is enabled. Learn more Better reviews on every pull request ------------------------------------ Start reviewing code with Copilot and your team today. [Get started with GitHub Copilot](https://github.com/features/copilot/plans?locale=en-US) [Learn how Copilot code review works](https://docs.github.com/pull-requests/collaborating-with-pull-requests/reviewing-changes-in-pull-requests/about-pull-request-reviews) You can’t perform that action at this time. --- # GMGNAI (GMGN.AI) · GitHub [Skip to content](https://github.com/GMGNAI#start-of-content) You signed in with another tab or window. 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You can’t perform that action at this time. --- # AI-Powered Financial Solutions for Secure Innovation | GitHub · GitHub [Skip to content](https://github.com/solutions/industry/financial-services#start-of-content) You signed in with another tab or window. [Reload](https://github.com/solutions/industry/financial-services) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/solutions/industry/financial-services) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/solutions/industry/financial-services) to refresh your session. Dismiss alert  Financial services Transform financial services with a secure, AI-powered solution =============================================================== By embedding AI into developer workflows, you can accelerate secure financial innovation at scale. [Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=hero&ref_page=%2Fsolutions_industries_finserve&locale=en-US) [Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=hero&ref_page=%2Fsolutions_industries_finserve&locale=en-US) ### Reduce risk Avoid data breaches and fraud by incorporating security practices throughout the development process. ### Increase speed and efficiency Enable faster development and deployment of new features and services by leaving the manual, repetitive tasks to AI. ### Streamline operations Improve efficiency and enhance developer creativity by working on a single, secure, AI-powered platform. 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[Explore GitHub Actions](https://github.com/features/actions?locale=en-US)  ### Read how Societe Generale tripled their releases and cut development time by more than half. [Read the customer story](https://github.com/customer-stories/societe-generale?locale=en-US)  “ > We used to have other tools as well, but GitHub offers us with an all-in-one solution that provides developers a single source of truth for security notifications and code management.  David HeitzingerHead of Agile Engineering Support // Raiffeisen Bank ### DevOps strategies for financial innovation, amplified by GitHub Trusted by 90% of the Fortune 100, GitHub helps millions of developers and companies collaborate, build, and deliver secure software faster. And with thousands of DevOps integrations, developers can build smarter from day one with the tools they know and love—or discover new ones. [Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=footer&ref_page=%2Fsolutions_industries_finserve&locale=en-US) [Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=footer&ref_page=%2Fsolutions_industries_finserve&locale=en-US) ### [Find the right DevOps platform](https://resources.github.com/devops/2024-gartner-mq-for-devops-platforms/) Narrow your search with the 2024 Gartner® Magic Quadrant™ for DevOps Platforms report. Get the Gartner report ### [What is DevOps?](https://github.com/resources/articles/what-is-devops?locale=en-US) By bringing people, processes, and products together, DevOps enables development teams to continuously deliver value. Learn more about DevOps ### [Discover innersource](https://resources.github.com/software-development/innersource/) This practice empowers developers to save time and energy by bringing methodologies from open source into their internal development. Read more on Innersouce You can’t perform that action at this time. --- # skillmarket-demos/CONTRIBUTING.md at main · GMGNAI/skillmarket-demos · GitHub [Skip to content](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md#start-of-content) You signed in with another tab or window. [Reload](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md) to refresh your session. Dismiss alert [GMGNAI](https://github.com/GMGNAI) / **[skillmarket-demos](https://github.com/GMGNAI/skillmarket-demos)** Public * [Notifications](https://github.com/login?return_to=%2FGMGNAI%2Fskillmarket-demos) You must be signed in to change notification settings * [Fork 23](https://github.com/login?return_to=%2FGMGNAI%2Fskillmarket-demos) * [Star 44](https://github.com/login?return_to=%2FGMGNAI%2Fskillmarket-demos) [](https://github.com/GMGNAI/skillmarket-demos) FilesExpand file tree ----------------------- main / CONTRIBUTING.md =============== Copy path Blame More file actions Blame More file actions Latest commit ------------- History ------- [History](https://github.com/GMGNAI/skillmarket-demos/commits/main/CONTRIBUTING.md) [](https://github.com/GMGNAI/skillmarket-demos/commits/main/CONTRIBUTING.md) History 45 lines (31 loc) · 1.87 KB main / CONTRIBUTING.md =============== Copy path Top File metadata and controls -------------------------- * Preview * Code * Blame 45 lines (31 loc) · 1.87 KB [Raw](https://github.com/GMGNAI/skillmarket-demos/raw/refs/heads/main/CONTRIBUTING.md) Copy raw file Download raw file Outline Edit and raw actions English | [简体中文](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.zh.md) Contributing ============ [](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md#contributing) For maintainers and contributors of this repo. Layout ------ [](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md#layout) Each demo lives in its own subdirectory; the GitHub Pages live demo for each is under the top-level `docs/
to run it locally. | [https://gmgnai.github.io/skillmarket-demos/aitrader/](https://gmgnai.github.io/skillmarket-demos/aitrader/) | [](https://github.com/GMGNAI/skillmarket-demos/blob/main/static/aitrader_en.png) | * * * Maintainers & contributors — repo layout, how to add a demo, the auto-sync hook, and GitHub Pages setup are in [CONTRIBUTING.md](https://github.com/GMGNAI/skillmarket-demos/blob/main/CONTRIBUTING.md) . You can’t perform that action at this time. --- # Unified AI-Powered Platforms for DevOps Solutions | GitHub · GitHub [Skip to content](https://github.com/solutions/use-case/devops#start-of-content) You signed in with another tab or window. [Reload](https://github.com/solutions/use-case/devops) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/solutions/use-case/devops) to refresh your session. You switched accounts on another tab or window. [Reload](https://github.com/solutions/use-case/devops) to refresh your session. Dismiss alert GitHub DevOps The unified platform for your DevOps lifecycle ============================================== Build, scale, and deliver more secure software with GitHub's unified AI-powered developer platform. [Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=hero&ref_page=%2Fsolutions_usecase_devops&locale=en-US) [Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=hero&ref_page=%2Fsolutions_usecase_devops&locale=en-US)  ### Increase collaboration Get the tools you need to facilitate collaboration among teams. ### Eliminate barriers Harness the power of AI-powered coding to empower developer creativity and innovation. ### Reduce context switching Boost productivity with a single, integrated developer platform with powerful native tools to keep developers in the flow. 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[Explore GitHub Advanced Security](https://github.com/security/advanced-security?locale=en-US)  ### Streamline team collaboration Help developers and operations teams more regularly communicate and provide feedback about timelines and goals so everyone is responsible for the project’s success. [Explore collaboration tools](https://github.com/features/issues?locale=en-US)  88% of developers experience increased productivity 75% reduced time spent managing tools 1min set-up time for largest repo with GitHub Codespaces Gartner ### Unlock 376% ROI with GitHub Enterprise Cloud [Read the report](https://tei.forrester.com/go/GitHub/EnterpriseCloud/?lang=en-us) “ > The availability of out-of-the-box integrations with our existing tooling is a big part of GitHub’s appeal. GitHub really helps bring DevOps to life. Danilo SuntalManufacturing Data Flow Product and Platform, P&G ### DevOps strategies, amplified by GitHub tools Trusted by 90% of the Fortune 100, GitHub helps millions of developers and companies collaborate, build, and deliver secure software faster. And with thousands of DevOps integrations, developers can build smarter from day one with the tools you know and love—or discover new ones. [Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=footer&ref_page=%2Fsolutions_usecase_devops&locale=en-US) [Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=footer&ref_page=%2Fsolutions_usecase_devops&locale=en-US) ### [Find the right DevOps platform](https://resources.github.com/devops/2024-gartner-mq-for-devops-platforms/) Narrow your search with the 2024 Gartner® Magic Quadrant™ for DevOps Platforms report. Get the Gartner report ### [What is DevOps?](https://github.com/resources/articles/what-is-devops?locale=en-US) By bringing people, processes, and products together, DevOps enables development teams to continuously deliver value. Learn more about DevOps ### [Discover innersource](https://resources.github.com/software-development/innersource/) This practice empowers developers to save time and energy by bringing methodologies from open source into their internal development. Read more on Innersouce You can’t perform that action at this time. --- # Pull requests · GMGNAI/skillmarket-demos · GitHub [Skip to content](https://github.com/GMGNAI/skillmarket-demos/pulls#start-of-content) You signed in with another tab or window. [Reload](https://github.com/GMGNAI/skillmarket-demos/pulls) to refresh your session. You signed out in another tab or window. [Reload](https://github.com/GMGNAI/skillmarket-demos/pulls) to refresh your session. You switched accounts on another tab or window. 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### [`README.zh.md`](https://github.com/GMGNAI/skillmarket-demos/commit/dbe7f4f3125cdc83ca196a29b81e4accd575ec78#diff-b024066e6d6250813a9bc9284332cc3b84edc264857d6a671b7513f2c7ef90a8)
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| `19` | | `- \| [aitrader](aitrader/) \| 基于 GMGN Skills/MCP 的本地 memecoin 筛选 + 一键成交看板：确定性规则抓全 → 评分砍狠 → LLM 只解释幸存者 → 你按下成交。本地运行见 [aitrader/README.md](aitrader/README.md)。 \| https://gmgnai.github.io/skillmarket-demos/aitrader/ \| ` |
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| | `18` | `+ \|---\|---\|---\|---\| ` |
| | `19` | `+ \| [aitrader](aitrader/) \| 基于 GMGN Skills/MCP 的本地 memecoin 筛选 + 一键成交看板：确定性规则抓全 → 评分砍狠 → LLM 只解释幸存者 → 你按下成交。本地运行见 [aitrader/README.md](aitrader/README.md)。 \| https://gmgnai.github.io/skillmarket-demos/aitrader/ \| 
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# feat(aitrader): 聪明钱/KOL 弱信号置灰——一边为 0 且另一边≤2(1/0 2/0 0/1 0/2 0/0) · GMGNAI/skillmarket-demos@eefbe94 · GitHub
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### [`aitrader/static/index.html`](https://github.com/GMGNAI/skillmarket-demos/commit/eefbe94c61e195fbcdfbc2a02e4b4c3c2626a09b#diff-fc45b9dedc704646fd17c2639b380b86e5545e0e50801b20458f96fcdc4b6a21)
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| `160` | `160` | ` .tip.on{opacity:1} ` |
| `161` | `161` | ` .has-tip{cursor:help;text-decoration:underline dotted var(--dim2);text-underline-offset:3px} ` |
| `162` | | `- .m{font-weight:600}.m.bad{color:var(--clay)}.m.warn{color:var(--amber)}.m.good{color:var(--lime)} ` |
| | `162` | `+ .m{font-weight:600}.m.bad{color:var(--clay)}.m.warn{color:var(--amber)}.m.good{color:var(--lime)}.m.dim{color:var(--dim2);font-weight:500} ` |
| `163` | `163` | ` .vd{font-weight:700;font-size:10px;padding:3px 8px;border-radius:6px;letter-spacing:.04em} ` |
| `164` | `164` | ` .vd.pass{color:var(--lime);background:#c8f24a14;border:1px solid #c8f24a40} ` |
| `165` | `165` | ` .vd.watch{color:var(--amber);background:#f0a93b14;border:1px solid #f0a93b40} ` |
| ` @@ -1048,7 +1048,7 @@ 确认.30?'bad':''}">${P(t.bund)} ` |
| `1049` | `1049` | ` ${P(t.dev)} ` |
| `1050` | `1050` | ` ${P(t.top10)} ` |
| `1051` | | `- ${t.degen}/${t.kol} ` |
| | `1051` | `+ ${t.degen}/${t.kol} ` |
| `1052` | `1052` | ` ${devCell(t)} ` |
| `1053` | `1053` | ` ${I18N[lang]['crowd_'+t.crowd]?t2('crowd_'+t.crowd):t.crowd} ` |
| `1054` | `1054` | `` ${t.v==='-'?`—`:`${t.v.toUpperCase()}`} `` |
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### [`docs/aitrader/index.html`](https://github.com/GMGNAI/skillmarket-demos/commit/eefbe94c61e195fbcdfbc2a02e4b4c3c2626a09b#diff-25f4fa79be762fac4c6c72c3ac7dc2e0149c70b0c8422f055d873e06b4e3f7a5)
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| `160` | `160` | ` .tip.on{opacity:1} ` |
| `161` | `161` | ` .has-tip{cursor:help;text-decoration:underline dotted var(--dim2);text-underline-offset:3px} ` |
| `162` | | `- .m{font-weight:600}.m.bad{color:var(--clay)}.m.warn{color:var(--amber)}.m.good{color:var(--lime)} ` |
| | `162` | `+ .m{font-weight:600}.m.bad{color:var(--clay)}.m.warn{color:var(--amber)}.m.good{color:var(--lime)}.m.dim{color:var(--dim2);font-weight:500} ` |
| `163` | `163` | ` .vd{font-weight:700;font-size:10px;padding:3px 8px;border-radius:6px;letter-spacing:.04em} ` |
| `164` | `164` | ` .vd.pass{color:var(--lime);background:#c8f24a14;border:1px solid #c8f24a40} ` |
| `165` | `165` | ` .vd.watch{color:var(--amber);background:#f0a93b14;border:1px solid #f0a93b40} ` |
| ` @@ -1048,7 +1048,7 @@ 确认.30?'bad':''}">${P(t.bund)} ` |
| `1049` | `1049` | ` ${P(t.dev)} ` |
| `1050` | `1050` | ` ${P(t.top10)} ` |
| `1051` | | `- ${t.degen}/${t.kol} ` |
| | `1051` | `+ ${t.degen}/${t.kol} ` |
| `1052` | `1052` | ` ${devCell(t)} ` |
| `1053` | `1053` | ` ${I18N[lang]['crowd_'+t.crowd]?t2('crowd_'+t.crowd):t.crowd} ` |
| `1054` | `1054` | `` ${t.v==='-'?`—`:`${t.v.toUpperCase()}`} `` |
| | | | |
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# feat: 加入 aitrader demo + 多 demo monorepo 结构 · GMGNAI/skillmarket-demos@41cf2ea · GitHub
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* [.gitignore](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-5e305559b40427f82f3b3c941905d51cda994ce544effd38f756dd4c89ce884b)
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* [SPEC.md](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-63b059b49bcd8b0cc9c6df00e567bffd4f145aeb79d534b519db7d79009639d6)
* [app.py](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-d97fc8e3800ff792bcc0dfc9ffd111125f1c857629fc1708f7a808fa59ee33fc)
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* [requirements.txt](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-6cd0a50afc98f1a0b08e47f759d3ed0c8624ae78fb0484ec73cc3c0f2fae6c4c)
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* [index.html](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-fc45b9dedc704646fd17c2639b380b86e5545e0e50801b20458f96fcdc4b6a21)
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| | `1` | `+ __pycache__/ ` |
| | `2` | `+ *.pyc ` |
| | `3` | `+ .venv/ ` |
| | `4` | `+ .DS_Store ` |
| | `5` | `+ .claude/ ` |
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### [`README.md`](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-b335630551682c19a781afebcf4d07bf978fb1f8ac04c6bf87428ed5106870f5)
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| Original file line number | Diff line number | Diff line change |
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| `1` | `1` | ` # skillmarket-demos ` |
| | `2` | `+ ` |
| `2` | `3` | ` Community-contributed demos built with the GMGN OpenAPI, provided for reference and learning only. Security is not guaranteed. Use any trading functions at your own risk. 基于 GMGN OpenAPI 制作的演示 Demo，由社群成员贡献，仅供学习交流参考，安全性不作保证。如使用其中的交易功能，请自行评估代码安全性并承担相应交易风险。 ` |
| | `4` | `+ ` |
| | `5` | `+ ## 目录结构 / Layout ` |
| | `6` | `+ ` |
| | `7` | ``+ 每个 demo 一个子目录；GitHub Pages 在线演示放在顶层 `docs//`。 `` |
| | `8` | ``+ Each demo lives in its own subdirectory; the GitHub Pages live demo for each is under the top-level `docs//`. `` |
| | `9` | `+ ` |
| | `10` | `+ ``` ` |
| | `11` | `+ skillmarket-demos/ ` |
| | `12` | `+ ├── aitrader/ # GMGN AI Trader：看板筛、人成交（FastAPI + 单页前端） ` |
| | `13` | `+ │ ├── app.py static/ README.md SPEC.md ... ` |
| | `14` | `+ ├── docs/ # GitHub Pages 发布根（按 demo 分子目录） ` |
| | `15` | `+ │ └── aitrader/ ` |
| | `16` | `+ │ └── index.html # = aitrader/static/index.html 副本（钩子自动同步） ` |
| | `17` | `+ ├── scripts/git-hooks/ ` |
| | `18` | `+ │ └── pre-commit # 提交前自动同步各 demo 的 static → docs// ` |
| | `19` | `+ └── README.md ` |
| | `20` | `+ ``` ` |
| | `21` | `+ ` |
| | `22` | `+ ## Demos ` |
| | `23` | `+ ` |
| | `24` | `+ \| Demo \| 说明 \| 在线演示 / Live \| ` |
| | `25` | `+ \|---\|---\|---\| ` |
| | `26` | `+ \| [aitrader](aitrader/) \| 基于 GMGN Skills/MCP 的本地 memecoin 筛选 + 一键成交看板：确定性规则抓全 → 评分砍狠 → LLM 只解释幸存者 → 你按下成交。详见 [aitrader/README.md](aitrader/README.md) \| https://gmgnai.github.io/skillmarket-demos/aitrader/ \| ` |
| | `27` | `+ ` |
| | `28` | `+ ## 新增一个 demo / Adding a demo ` |
| | `29` | `+ ` |
| | `30` | ``+ 1. 新建子目录 `/`，前端源文件放在 `/static/index.html`。 `` |
| | `31` | ``+ 2. 提交即可——pre-commit 钩子会自动把它同步到 `docs//index.html` 并纳入本次提交。 `` |
| | `32` | ``+ 3. 在上面的 Demos 表格里加一行；在线演示 URL 形如 `https://gmgnai.github.io/skillmarket-demos//`。 `` |
| | `33` | `+ ` |
| | `34` | `+ ## 启用自动同步钩子（每人 clone 后跑一次 / one-time per clone） ` |
| | `35` | `+ ` |
| | `36` | ``+ 钩子脚本随仓库分发，但 `git config` 是本地配置、不随 clone 传递，所以 clone 后需启用一次，否则改了 `static/` 而 `docs/` 不更新、Pages 演示会静默停在旧版： `` |
| | `37` | `+ ` |
| | `38` | `+ ```bash ` |
| | `39` | `+ git config core.hooksPath scripts/git-hooks ` |
| | `40` | `+ ``` ` |
| | `41` | `+ ` |
| | `42` | `+ ## GitHub Pages 部署 ` |
| | `43` | `+ ` |
| | `44` | ``+ Settings → Pages → 选 `main` 分支、目录 `/docs`。各 demo 通过子路径访问（见上表）。 `` |
| | `45` | `+ 非 localhost 访客打开演示页时，前端连不上后端会自动进只读 DEMO 模式（示例数据、不可下单）。 ` |
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### [`aitrader/.gitignore`](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-5e305559b40427f82f3b3c941905d51cda994ce544effd38f756dd4c89ce884b)
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| | `1` | `+ __pycache__/ ` |
| | `2` | `+ *.pyc ` |
| | `3` | `+ .venv/ ` |
| | `4` | `+ outputs/*.jsonl ` |
| | `5` | `+ outputs/*.log ` |
| | `6` | `+ outputs/*.json ` |
| | `7` | `+ .DS_Store ` |
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### [`aitrader/README.md`](https://github.com/GMGNAI/skillmarket-demos/commit/41cf2ea839e2b0bd0359a2ec3f6edc592f02d3ea#diff-d6d4c4c4f553e72f8f1113e6f042fe6eff462d077538baedef757b5d62148e4c)
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| Original file line number | Diff line number | Diff line change |
| --- | --- | --- |
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| | `1` | `+ # GMGN AI Trader (local) ` |
| | `2` | `+ ` |
| | `3` | `+ 看板筛、人成交：确定性规则抓全 → 评分砍狠 → LLM 只解释幸存者 → 你按下一键买入。 ` |
| | `4` | `+ 另起一条持仓逃生监控，命中 rug 信号即提示一键平仓。LLM 永远碰不到风控与逃生路径。 ` |
| | `5` | `+ ` |
| | `6` | `+ > 完整设计 / API 契约 / 当前进度见 [SPEC.md](SPEC.md)。本文件只讲怎么跑起来。 ` |
| | `7` | `+ ` |
| | `8` | `+ ## 目录结构 ` |
| | `9` | `+ ``` ` |
| | `10` | `+ aitrader/ ` |
| | `11` | `+ ├── app.py FastAPI 后端 + 筛选流水线（自包含） ` |
| | `12` | `+ ├── requirements.txt fastapi, uvicorn ` |
| | `13` | `+ ├── static/ ` |
| | `14` | `+ │ └── index.html 前端 dashboard（源文件，本地开发改这个，后端同源托管） ` |
| | `15` | `+ ├── docs/ ` |
| | `16` | `+ │ └── index.html static/index.html 副本，供 GitHub Pages 发布 ` |
| | `17` | `+ ├── outputs/ ` |
| | `18` | `+ │ ├── trade_decisions.jsonl 运行时生成（SCREEN/FILTER/BUY/SELL/UNMONITOR 日志） ` |
| | `19` | `+ │ └── positions.json 运行时生成（持仓落盘，重启不丢） ` |
| | `20` | `+ ├── README.md ` |
| | `21` | `+ └── SPEC.md ` |
| | `22` | `+ ``` ` |
| | `23` | ``+ 凭据不在项目里，运行时写到本机：`~/.config/gmgn/.env`（chmod 600）。 `` |
| | `24` | `+ ` |
| | `25` | `+ ## 准备（一次性） ` |
| | `26` | `+ 1. Python 3.10+ ` |
| | `27` | ``+ 2. 仅 LIVE / 真实行情需要：装 `gmgn-cli`（实测对齐 **1.3.9**，1.0.x 接口已不兼容） `` |
| | `28` | `+ ```bash ` |
| | `29` | `+ npm install -g gmgn-cli@1.3.9 ` |
| | `30` | `+ ``` ` |
| | `31` | `+ 3. 仅 LIVE / 真实行情需要：去 gmgn.ai/ai 用自己的 Ed25519 公钥 + 出口 IP 申请 API Key ` |
| | `32` | `+ （key 绑定申请时的 IP 白名单，每个使用者用自己的，不能共用） ` |
| | `33` | `+ ` |
| | `34` | ``+ 不装 gmgn-cli、不填 key 也能跑——默认走内置 `MockGMGN` 适配器。 `` |
| | `35` | `+ ` |
| | `36` | ``+ 4. 仅改前端者需要：启用 git 钩子（改 `static/index.html` 提交时自动同步到 `docs/`） `` |
| | `37` | `+ ```bash ` |
| | `38` | `+ git config core.hooksPath scripts/git-hooks ` |
| | `39` | `+ ``` ` |
| | `40` | ``+ 钩子脚本随仓库分发，但这行 `git config` 是本地配置、不随 clone 传递，**每人 clone 后需各跑一次**；没跑则改了 `static/` 而 `docs/` 不更新，GitHub Pages 演示会静默停在旧版。 `` |
| | `41` | `+ ` |
| | `42` | `+ ## 启动 ` |
| | `43` | `+ ```bash ` |
| | `44` | `+ cd ~/vscode_docs/aitrader ` |
| | `45` | `+ python3 -m venv .venv && source .venv/bin/activate ` |
| | `46` | `+ pip install -r requirements.txt ` |
| | `47` | `+ uvicorn app:app --host 127.0.0.1 --port 8000 ` |
| | `48` | `+ ``` ` |
| | `49` | `+ 浏览器打开 http://127.0.0.1:8000 ` |
| | `50` | `+ ` |
| | `51` | ``+ > 启动时后端会读 `~/.config/gmgn/.env` 的 key，有 key 即自动切真实数据，前端无需手填。 `` |
| | `52` | `+ ` |
| | `53` | `+ ## 使用 ` |
| | `54` | `+ - 默认 Mock 适配器 + SHADOW 模式，**不填 key 也能跑**（联调用）。 ` |
| | `55` | `+ - 配了 key 则自动连真实行情；右上齿轮可改每条链的热榜命令 / 轮询间隔。 ` |
| | `56` | `+ - 右上 CHAIN 下拉切换 **SOL / BSC / Base / ETH**（存浏览器 localStorage，不写 env）。 ` |
| | `57` | `+ - 通过全部闸门的候选会摆成「待你决策」，点「一键买入」才成交。 ` |
| | `58` | `+ - 持仓出现在右侧逃生监控，劣化到阈值（severity≥70）会弹「立即平仓」。 ` |
| | `59` | `+ ` |
| | `60` | `+ ## 成交是做假的（重要） ` |
| | `61` | ``+ `app.py` 顶部 `LIVE_TRADING_DISABLED=True` 硬锁死链上成交： `` |
| | `62` | ``+ **即使配了 key、即使切到 LIVE，也强制 SHADOW、绝不调用 `swap()`。** `` |
| | `63` | `+ SHADOW 下买入/平仓只落日志 + 写 positions.json，不发任何链上交易。 ` |
| | `64` | ``+ 要真实下单需手动把该常量置 False，并核对代码里标注的 LIVE 占位项（钱包地址、卖出语义、`max_concurrent_positions` 调回保守值等，见 SPEC §10/§11）。 `` |
| | `65` | `+ ` |
| | `66` | `+ ## GitHub Pages 演示 ` |
| | `67` | `+ 非 localhost（如 github.io）连不上后端时，前端**自动进 DEMO 模式**：显示示例数据、挂演示横幅、不发任何 fetch、不能下单（纯静态、零接口、零 key）。 ` |
| | `68` | ``+ 部署：Settings → Pages → `main` 分支 `/docs`。改前端后 pre-commit 自动把 `static/index.html` 同步到 `docs/`。 `` |
| | `69` | `+ ` |
| | `70` | `+ ## 安全 ` |
| | `71` | `+ - 后端只绑 127.0.0.1，切勿改成 0.0.0.0 或暴露公网。 ` |
| | `72` | `+ - key 只发往本机后端、写本机 .env、不入浏览器存储。 ` |
| | `73` | `+ ` |
| | `74` | `+ ## 待接入（代码里已标注，详见 SPEC §11） ` |
| | `75` | ``+ - `LLMJudge.judge`：现为动能启发式占位，生产换真实 LLM（喂消毒后的 symbol_safe + 数值，绝不喂原始币名）。 `` |
| | `76` | ``+ - `priority_score`：现为确定性动能加权（对应文档的 ML 排序），可换轻量模型。 `` |
| | `77` | `+ - 反馈飞轮：trade_decisions.jsonl 已是原料，回填实际盈亏后用来调 CFG 阈值（当前只写不读）。 ` |
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1. [memesniper](https://github.com/GumpOnchain/memesniper)
memesniper Public
HTML [2](https://github.com/GumpOnchain/memesniper/stargazers)
2. [temp2](https://github.com/GumpOnchain/temp2)
temp2 Public
3. [gmgn-skills](https://github.com/GumpOnchain/gmgn-skills)
gmgn-skills Public
Forked from [GMGNAI/gmgn-skills](https://github.com/GMGNAI/gmgn-skills)
TypeScript
4. [skillmarket-demos](https://github.com/GumpOnchain/skillmarket-demos)
skillmarket-demos Public
Forked from [GMGNAI/skillmarket-demos](https://github.com/GMGNAI/skillmarket-demos)
Community-contributed demos built with the GMGN OpenAPI, provided for reference and learning only. Security is not guaranteed. Use any trading functions at your own risk. 基于 GMGN OpenAPI 制作的演示 Demo…
Something went wrong, please refresh the page to try again.
If the problem persists, check the [GitHub status page](https://www.githubstatus.com/)
or [contact support](https://github.com/contact)
.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/GumpOnchain)
.
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# GitHub Trust Center · GitHub
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GitHub Trust Center
Trust at GitHub
===============
Develop, scale, and innovate securely with GitHub.
[Explore GitHub Enterprise](http://www.github.com/enterprise)
[Contact sales](https://github.com/enterprise/contact?locale=en-US)
### GitHub Copilot FAQ
We enable developers and organizations to maximize their potential by prioritizing security, privacy, compliance, and transparency as we develop and iterate on GitHub Copilot.
[See the GitHub Copilot Trust Center](https://copilot.github.trust.page/)
### GitHub Enterprise Cloud FAQ
A scalable and secure cloud-based unified software development platform that meets the demands of the world’s leading organizations.
[See the GitHub Enterprise Cloud Trust Center](https://ghec.github.trust.page/)
### Let's build together more securely
The world’s most adopted AI-powered developer platform
[Explore GitHub Enterprise](http://www.github.com/enterprise)
[Contact sales](https://github.com/enterprise/contact?locale=en-US)
### Additional resources
### [GitHub Advisory Database](https://github.com/advisories?locale=en-US)
Boost your software security with access to GitHub's comprehensive vulnerability database.
Explore the database
### [Found means fixed](https://github.com/security/advanced-security?locale=en-US)
Fix security vulnerabilities 7x faster than the industry average with GitHub Advanced Security.
Check out GitHub Advanced Security
### [GitHub Security Lab](https://securitylab.github.com/enterprise/)
Learn about new vulnerabilities, insecure patterns, and security practices from our experts.
Read the research
### Frequently asked questions
#### AI Regulation
#### What is GitHub's commitment to AI?
GitHub is committed to the advancement of safe, secure, and trustworthy AI. We believe in the power of AI to enhance efficiency and innovation across the software development life cycle to increase developer happiness. From GitHub Copilot to hosting open source models, GitHub continues to ensure that AI advancements are accessible and beneficial to all.
#### What standard does GitHub follow for AI?
GitHub follows [Microsoft's Responsible AI Standard](https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/final/en-us/microsoft-brand/documents/Microsoft-Responsible-AI-Standard-General-Requirements.pdf?culture=en-us&country=us)
in designing, building, and testing its AI systems in our products. The Microsoft RAI Standard has six principles–accountability, transparency, fairness, reliability & safety, privacy & security, and inclusiveness–that product teams consider in order to responsibly develop and deploy generative AI systems. These principles align with our commitment to develop safe, secure, and trustworthy AI systems. Furthermore, the implementation of these six principles align with the [National Institute for Standards and Technology (NIST) AI Risk Management Framework (RMF)](https://www.nist.gov/itl/ai-risk-management-framework)
– govern, map, measure, and manage.
#### How does GitHub drive Responsible AI practices within its organization?
Within GitHub, our Responsible AI Champions help map, measure, and manage risks associated with using generative AI in coding.
#### What assessments and reviews has GitHub completed for its AI systems?
GitHub has completed a Responsible AI Impact Assessment as well as security and privacy reviews to map different risks associated with its AI products.
#### Where can I learn more about GitHub's responsible principles in AI development?
You can learn more by reading the [Responsible AI Transparency Report](https://www.microsoft.com/en-us/corporate-responsibility/responsible-ai-transparency-report)
. The report includes a case study on how GitHub mapped and managed key risks and measured the effectiveness of GitHub Copilot and Copilot Chat on developer productivity.
#### Privacy
#### What are GitHub's privacy principles?
At the heart of our work is a deep respect for your privacy, guiding the decisions we make. We prioritize your trust, control, and the context of your data to ensure your rights are always protected. GitHub has four privacy principles:
1. Privacy Protects People.
2. Privacy requires Trust, Control, and Transparency.
3. Privacy is Contextual.
4. Privacy is the Expectation.
#### How does GitHub protect privacy?
GitHub is dedicated to safeguarding your right to privacy by ensuring all employees uphold privacy standards and address any misuse of personal information.
#### How does GitHub ensure trust, control, and transparency with user data?
GitHub provides clear tools and choices to give you control over your privacy, is transparent about data usage, and uses your data to enhance your experience.
#### How does GitHub handle data in different contexts?
GitHub processes information based on its context, respecting local privacy laws and advocating for your privacy rights.
#### How is privacy integrated into GitHub's operations?
Privacy is built into everything GitHub does from the start, fostering trust with users, customers, and partners through a strong commitment to privacy.
AI RegulationPrivacy
### AI Regulation
#### What is GitHub's commitment to AI?
GitHub is committed to the advancement of safe, secure, and trustworthy AI. We believe in the power of AI to enhance efficiency and innovation across the software development life cycle to increase developer happiness. From GitHub Copilot to hosting open source models, GitHub continues to ensure that AI advancements are accessible and beneficial to all.
#### What standard does GitHub follow for AI?
GitHub follows [Microsoft's Responsible AI Standard](https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/final/en-us/microsoft-brand/documents/Microsoft-Responsible-AI-Standard-General-Requirements.pdf?culture=en-us&country=us)
in designing, building, and testing its AI systems in our products. The Microsoft RAI Standard has six principles–accountability, transparency, fairness, reliability & safety, privacy & security, and inclusiveness–that product teams consider in order to responsibly develop and deploy generative AI systems. These principles align with our commitment to develop safe, secure, and trustworthy AI systems. Furthermore, the implementation of these six principles align with the [National Institute for Standards and Technology (NIST) AI Risk Management Framework (RMF)](https://www.nist.gov/itl/ai-risk-management-framework)
– govern, map, measure, and manage.
#### How does GitHub drive Responsible AI practices within its organization?
Within GitHub, our Responsible AI Champions help map, measure, and manage risks associated with using generative AI in coding.
#### What assessments and reviews has GitHub completed for its AI systems?
GitHub has completed a Responsible AI Impact Assessment as well as security and privacy reviews to map different risks associated with its AI products.
#### Where can I learn more about GitHub's responsible principles in AI development?
You can learn more by reading the [Responsible AI Transparency Report](https://www.microsoft.com/en-us/corporate-responsibility/responsible-ai-transparency-report)
. The report includes a case study on how GitHub mapped and managed key risks and measured the effectiveness of GitHub Copilot and Copilot Chat on developer productivity.
### Privacy
#### What are GitHub's privacy principles?
At the heart of our work is a deep respect for your privacy, guiding the decisions we make. We prioritize your trust, control, and the context of your data to ensure your rights are always protected. GitHub has four privacy principles:
1. Privacy Protects People.
2. Privacy requires Trust, Control, and Transparency.
3. Privacy is Contextual.
4. Privacy is the Expectation.
#### How does GitHub protect privacy?
GitHub is dedicated to safeguarding your right to privacy by ensuring all employees uphold privacy standards and address any misuse of personal information.
#### How does GitHub ensure trust, control, and transparency with user data?
GitHub provides clear tools and choices to give you control over your privacy, is transparent about data usage, and uses your data to enhance your experience.
#### How does GitHub handle data in different contexts?
GitHub processes information based on its context, respecting local privacy laws and advocating for your privacy rights.
#### How is privacy integrated into GitHub's operations?
Privacy is built into everything GitHub does from the start, fostering trust with users, customers, and partners through a strong commitment to privacy.
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---
# Build your startup on GitHub · GitHub
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GitHub for Startups
Founders build the future on GitHub
===================================
You bring the ambition. We’ll bring GitHub’s full agentic platform, product credits, and community support — giving partner-affiliated startups exclusive access to the tools and network they need to deliver the next big thing.
[See our partners](https://github.com/enterprise/startups/partners?locale=en-US)
[Start a free trial](https://github.com/get_started?with=enterprise&locale=en-US)
Start on GitHub. Scale with Copilot. Secure throughout.
-------------------------------------------------------
Access to GitHub’s full agentic developer platform — from Copilot and agentic workflows to built-in, workflow-native security.
$10,000 in flexible platform credits to build, ship, and scale with GitHub Enterprise, Copilot, Advanced Security, Actions, and more.
/enterprise/startups logos
--------------------------
Blackforest LabsEtchedPhysical IntelligenceHebbiaSurge AI
Blackforest LabsEtchedPhysical IntelligenceHebbiaSurge AI
### Build at scale with Enterprise
Run production-grade CI/CD with 50k included Action minutes and manage artifacts with GitHub Packages - the same infrastructure used by the world’s leading engineering teams.
### Ship faster with Copilot
Extend your team with GitHub Copilot’s coding agent and code review - so you can unblock pull requests, fix bugs, and ship faster without adding headcount.
### Secure with Advanced Security
Protect your software, dependencies, and pipelines with GitHub Code Security, GitHub Secret Protection, and Dependabot, while maintaining developer velocity.
### $10k in credits
Explore GitHub’s full agentic developer platform without upfront tooling costs.
### Don't wait to get started
Apply through a GitHub for Startups partner and be up and running in minutes.
### Get guidance to scale
Get the most out of your credits with tailored onboarding, office hours, and technical best practices.
40k Startups in our global community
300k Developers
1,000+ Venture and ecosystem partners
160 Countries represented
### GitHub for Startups partners with leading VCs, accelerators, and startup support organizations to help early-stage startups go from seed funding to unicorn status.
[Apply to become a GitHub for Startups Partner](https://github.com/enterprise/startups/partner-application?locale=en-US)
### Get started today
GitHub for Startups partners with leading investors, accelerators, and startup support organizations to help early-stage startups go from seed funding to unicorn status.
[See our partners](https://github.com/enterprise/startups/partners?locale=en-US)
[Contact sales](https://github.com/enterprise/contact?locale=en-US)
### [GitHub events](https://github.com/resources/events?locale=en-US)
Connect with fellow founders, developers, and builders through GitHub-hosted events, livestreams, and meetups.
Explore events
### [Attract funding](https://github.com/open-source/github-fund?locale=en-US)
Explore funding avenues from open source funding and venture capital from GitHub Fund and M12.
Check out GitHub Fund
### [Learning Pathways](https://learn.github.com/)
Dive into tutorials, hands-on projects, and expert-led lessons built for builders. Browse our full content library to level up your GitHub skills and start shipping faster—at your own pace.
Browse learning resources
### Frequently asked questions
#### What’s included in the GitHub for Startups offer?
**Eligible startups receive $10,000 in GitHub credits** to use across the full [GitHub Enterprise](https://docs.github.com/enterprise-cloud@latest/admin/overview/about-github-for-enterprises)
platform for up to 12 months.
Credits are applied to the startup’s Enterprise account and are used toward their GitHub Enterprise license costs and eligible add-ons, including GitHub Copilot (licenses, premium models, and agentic capabilities), GitHub Advanced Security, and other metered offerings—giving teams the flexibility to adopt the tools they need as they grow.
#### Who is eligible to apply to GitHub for Startups?
Eligible startups must be affiliated with a GitHub for Startups partner, have received outside funding (up to Series B or earlier), and be new to GitHub Enterprise - meaning they have not been on a GitHub Enterprise plan within the past six months. Startups must also not have previously received GitHub credits or GitHub Enterprise licenses.
#### Am I eligible for credits if I'm new to GitHub Enterprise?
If you are new to GitHub Enterprise and have not previously received credits or licenses, you are eligible for GitHub for Startups benefits.
#### What does it mean to be "new or returning" to GitHub Enterprise?
This refers to startups that are either using GitHub Enterprise for the first time, or that previously used GitHub Enterprise but have not been on an Enterprise plan within the past six months, and have not previously received credits.
#### What if my startup is not eligible for GitHub for Startups? Are there other resources for me?
If you’re not currently eligible for GitHub for Startups but would like to try GitHub’s premium features (Enterprise, Advanced Security, Copilot), you can sign up for a trial [here](https://github.com/enterprise?locale=en-US)
.
#### Can I refer my startup to GitHub for Startups through an approved partner?
Yes, any investor, incubator, or accelerator is eligible. [Share this link](https://github.com/enterprise/startups/partner-application?locale=en-US)
to refer your partner.
#### How can I get help if I have issues or questions?
If you have any questions or need assistance, please contact the startup team at [startups@github.com](mailto:startups@github.com)
.
#### How long does it take to get approved?
If your application is approved, the GitHub for Startups benefits will be applied directly to your account, and the account admin will receive an onboarding email within 24 hours. If ineligible, we’ll notify you of the reason.
#### How can I apply to become a venture partner of GitHub for Startups?
You can apply to be an investor partner by applying on our [application page](https://github.com/enterprise/startups/partner-application?locale=en-US)
. We partner with leading VCs, incubators, and accelerators dedicated to helping early-stage startups succeed.
#### What are the key terms and conditions of the GitHub for Startups offer?
* **Credits Application:** Credits will be applied only to the Enterprise account submitted in this application and cannot be transferred to another account.
* **One-Time Redemption:** Startups may redeem the GitHub for Startups offer only once. If you have previously received GitHub Enterprise credits through Microsoft or GitHub for Startups you are not eligible to receive additional credits. Accounts found to be in violation of these terms may have credits revoked at GitHub’s discretion.
* **Payment Method:** Please expect an authorization charge on your payment method within a few weeks of onboarding. Failure to have a valid payment method on file or a failed authorization will result in your account being locked.
* **Program Duration:** Credits are valid for up to 12 months from approval. Credits expire upon full consumption or at the end of the 12-month period, whichever occurs first.
* **Automatic Billing Transition:** Upon credit exhaustion or program expiration, any active products will automatically transition to standard paid billing and will be charged to the payment method on file.
* **Primary Contact Responsibility:** All important program and billing communications are sent to the primary email address of the Enterprise account owner(s). Participants are responsible for monitoring this inbox.
* **Downgrades:** Participants may downgrade from GitHub Enterprise at any time. However, if the account is downgraded before credits are fully consumed or the program period ends, the startup forfeits any remaining credits and will not be eligible to reapply.
* **Deprecation of Prior Offer:** Please note that our previous startup offer has been discontinued and is no longer available.
* **Data Residency:** At this time, we do not support Enterprises with data residency, and can only accept standard accounts with Enterprise Cloud on [GitHub.com](http://github.com/?locale=en-US)
.
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---
# GitHub Partner Program · GitHub
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GitHub Partner Program
Building stronger solutions together
====================================
Strengthen your market position, boost differentiation, and get access to specialist guidance across Technology, Service & Channel, Startups, and Education.
[Explore Partner Programs](https://github.com/partners#programs)
### Elevate your brand
Enhance your credibility, gain industry recognition, and expand your market visibility by co-branding and messaging with GitHub.
### Sharpen your skillset
Leverage powerful training and enablement resources to earn certifications that differentiate you from the competition.
### Optimize your solutions
Engage GitHub experts and resources to refine, test, and improve performance.
### Why partner with GitHub?
Partner with GitHub to open doors, accelerate delivery, and win together.
### [Technology Partners](https://github.com/partners/technology-partners?locale=en-US)
Build innovative integrations and reach 100M+ developers.
Learn more about Technology Partners
### [Services & Channel Partners](https://github.com/partners/service-channel-partners?locale=en-US)
Scale your business, expand customer reach, and unlock co-selling opportunities.
Learn more about Services & Channel Partners
### [Startup Partners](https://github.com/enterprise/startups?locale=en-US)
Grow your portfolio with GitHub’s secure, AI-powered platform.
Learn more about Startup Partners
### [Education Partners](https://github.com/education/partners?locale=en-US)
Empower learners and educators with GitHub tools.
Learn more about Education Partners
“
> GitHub’s partner program gave us resources to reach new markets and build stronger solutions. Their AI leadership transformed how we build software. Being named Partner of the Year is a testament to this collaboration—and we’re just getting started.
Marcel de VriesGlobal Managing Director & CTO at Xebia
### Ready to grow with GitHub?
Join a global community of innovators to build better together today.
[Explore Partner Programs](https://github.com/partners#programs)
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---
# Solutions | Executive Insights · GitHub
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Business Content
Business insights, curated just for you
=======================================
### [Pricing changes for GitHub Actions](https://github.com/resources/insights/2026-pricing-changes-for-github-actions?locale=en-US)
Starting today, we’re charging fairly for Actions across the board which reduces the price of GitHub Hosted Runners and the price the average GitHub customer pays.
Learn more
### [How to Capture AI-Driven Productivity Gains Across the SDLC](https://github.com/resources/whitepapers/how-to-capture-ai-driven-productivity-gains-across-the-sdlc?utm_source=github&utm_medium=blog&utm_campaign=WW-FY26Q2-WW-GarterReport-18991230&utm_content=GartnerReport&locale=en-US)
Discover the Gartner® roadmap for achieving 25% to 30% productivity gains by applying AI across the entire software development lifecycle.
Learn more
### [GitHub recognized as a Leader in the Gartner® Magic Quadrant™ for AI Code Assistants](https://github.com/resources/whitepapers/gartner-magic-quadrant-and-critical-capabilities-for-ai-code-assistants?locale=en-US)
Learn why Gartner positioned GitHub as a Leader for the second year in a row—highest and furthest in both Ability to Execute and Completeness of Vision.
Learn more
### [Playbook series: Activating your internal AI champions](https://resources.github.com/enterprise/activating-internal-ai-champions/)
Buying AI tools without empowering people to use them is a fast track to failure. That’s where advocates come in. They’re the human bridge between strategy and execution.
Learn more
### [GitHub recognized as a Leader by IDC MarketScape](https://github.com/resources/whitepapers/idc-marketscape-ai-coding-software-engineering-2025?locale=en-US)
GitHub was named a Leader in the IDC MarketScape for AI Coding and Software Engineering Technologies.
Learn more
### [GitHub’s internal playbook for building an AI-powered workforce](https://resources.github.com/enterprise/ai-powered-workforce-playbook/)
The strategies detailed here are the product of GitHub's internal AI for Everyone initiative, which guides our company's efforts to embed AI into the fabric of how we work.
Learn more
### [3M transforms its software toolchain to bring cutting-edge science to customers, faster.](https://github.com/customer-stories/3m?locale=en-US)
Read story
### [Philips builds and deploys digital health technology faster with innersource on GitHub.](https://github.com/customer-stories/philips?locale=en-US)
Read story
### [GitHub brings DevOps to life and enables streamlined developer experiences at Procter & Gamble.](https://github.com/customer-stories/pg?locale=en-US)
Read story
90% of Fortune 100 choose GitHub
433% ROI with GitHub Enterprise
77,000 organizations use GitHub Copilot
75% Reduced time spent managing tools.
### Maximize your investment in AI
Our recent study with Accenture shows that AI-driven tools like GitHub Copilot, when integrated into daily workflows, can significantly boost productivity, job satisfaction, and overall code quality without adding complexity.
[Learn more](https://github.blog/news-insights/research/research-quantifying-github-copilots-impact-in-the-enterprise-with-accenture/)
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=footer&ref_page=%2Fsolutions_executive_insights&locale=en-US)
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# AI-Powered Manufacturing Solutions | GitHub · GitHub
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Manufacturing solutions
Advance manufacturing with a complete, AI-powered platform
==========================================================
By integrating AI into developer workflows, you can securely transform manufacturing operations at scale.
[Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=hero&ref_page=%2Fsolutions_industries_manufacturing&locale=en-US)
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=hero&ref_page=%2Fsolutions_industries_manufacturing&locale=en-US)
### Enhance industrial efficiency
Ensure the reliable implementation of cutting-edge technologies by incorporating security practices throughout the development process.
### Move fast, safely
Build at the speed of innovation and enable faster deployment by embedding AI into developer workflows.
### Reduce context switching
Boost efficiency and increase creativity by enabling developers to plan, track, and build in a single, integrated, AI-powered platform.
Logos for 3M P&G Decathlon Ford and Bolt
----------------------------------------
3MProcter and GambleDecathlonFordBolt
### Drive industrial innovation
Boost developer productivity and innovation with AI-powered tools, while remaining secure and compliant.
[Explore GitHub Copilot](https://github.com/features/copilot?locale=en-US)
### Secure your supply chain
Minimize the risk of disruptions and data breaches by using robust security features and best practices, embedded directly into the developer workflow.
[Explore GitHub Advanced Security](https://github.com/security/advanced-security?locale=en-US)
### Support developers with automation
Transform continuous integration processes by using enterprise-ready, scalable CI/CD—now with Arm-hosted runners.
[Explore Arm64 on GitHub Actions](https://github.blog/2024-06-03-arm64-on-github-actions-powering-faster-more-efficient-build-systems/)
### Read how Procter & Gamble streamlined the developer experience and improved developer satisfaction and security.
[Read the customer story](https://github.com/customer-stories/pg?locale=en-US)
“
> You don’t have to go out to a separate project management tool. You don’t have to go to a spreadsheet, or a Microsoft project, or into Jira. It’s all on GitHub. It’s made us more productive.
Tina Beamer3M IT manager of operations and quality
### DevOps strategies for manufacturing innovation, amplified by GitHub
Trusted by 90% of the Fortune 100, GitHub helps millions of developers and companies collaborate, build, and deliver secure software faster. And with thousands of DevOps integrations, developers can build smarter from day one with the tools they know and love—or discover new ones.
[Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=footer&ref_page=%2Fsolutions_industries_manufacturing&locale=en-US)
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=hero&ref_page=%2Fsolutions_industries_manufacturing&locale=en-US)
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---
# docs: 维护者内容拆到 CONTRIBUTING（中英双文件），README 只留访客向 · GMGNAI/skillmarket-demos@e112932 · GitHub
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* [README.md](https://github.com/GMGNAI/skillmarket-demos/commit/e1129327bce1e2774a04e99297fcc0dfe828e09e#diff-b335630551682c19a781afebcf4d07bf978fb1f8ac04c6bf87428ed5106870f5)
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### [`CONTRIBUTING.md`](https://github.com/GMGNAI/skillmarket-demos/commit/e1129327bce1e2774a04e99297fcc0dfe828e09e#diff-eca12c0a30e25b4b46522ebf89465a03ba72a03f540796c979137931d8f92055)
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| Original file line number | Diff line number | Diff line change |
| --- | --- | --- |
| ` @@ -0,0 +1,45 @@ ` | | | |
| | `1` | `+ ` |
| | `2` | `+ ` |
| | `3` | `+ English \| [简体中文](CONTRIBUTING.zh.md) ` |
| | `4` | `+ ` |
| | `5` | `+ ` |
| | `6` | `+ ` |
| | `7` | `+ # Contributing ` |
| | `8` | `+ ` |
| | `9` | `+ For maintainers and contributors of this repo. ` |
| | `10` | `+ ` |
| | `11` | `+ ## Layout ` |
| | `12` | `+ ` |
| | `13` | ``+ Each demo lives in its own subdirectory; the GitHub Pages live demo for each is under the top-level `docs//`. `` |
| | `14` | `+ ` |
| | `15` | `+ ``` ` |
| | `16` | `+ skillmarket-demos/ ` |
| | `17` | `+ ├── aitrader/ # GMGN AI Trader: machine screens, you trade (FastAPI + single-page frontend) ` |
| | `18` | `+ │ ├── app.py static/ README.md SPEC.md ... ` |
| | `19` | `+ ├── docs/ # GitHub Pages publish root (one subfolder per demo) ` |
| | `20` | `+ │ └── aitrader/ ` |
| | `21` | `+ │ └── index.html # = aitrader/static/index.html copy (auto-synced by the hook) ` |
| | `22` | `+ ├── scripts/git-hooks/ ` |
| | `23` | `+ │ └── pre-commit # on commit, auto-syncs each demo's static → docs// ` |
| | `24` | `+ ├── README.md / README.zh.md ` |
| | `25` | `+ └── CONTRIBUTING.md / CONTRIBUTING.zh.md ` |
| | `26` | `+ ``` ` |
| | `27` | `+ ` |
| | `28` | `+ ## Adding a demo ` |
| | `29` | `+ ` |
| | `30` | ``+ 1. Create a `/` subdirectory; put the frontend source at `/static/index.html`. `` |
| | `31` | ``+ 2. Just commit — the pre-commit hook auto-syncs it to `docs//index.html` and stages it in the same commit. `` |
| | `32` | ``+ 3. Add a row to the Demos table in the README; the live URL looks like `https://gmgnai.github.io/skillmarket-demos//`. `` |
| | `33` | `+ ` |
| | `34` | `+ ## Enable the auto-sync hook (one-time per clone) ` |
| | `35` | `+ ` |
| | `36` | ``+ The hook script ships with the repo, but `git config` is local and does not travel with a clone, so enable it once after cloning — otherwise editing `static/` without updating `docs/` will silently leave the Pages demo on an old version: `` |
| | `37` | `+ ` |
| | `38` | `+ ```bash ` |
| | `39` | `+ git config core.hooksPath scripts/git-hooks ` |
| | `40` | `+ ``` ` |
| | `41` | `+ ` |
| | `42` | `+ ## GitHub Pages ` |
| | `43` | `+ ` |
| | `44` | ``+ Settings → Pages → select branch `main`, folder `/docs`. Each demo is reachable via its subpath (e.g. `https://gmgnai.github.io/skillmarket-demos/aitrader/`). `` |
| | `45` | `+ When a non-localhost visitor opens a demo page, the frontend can't reach a backend and automatically enters read-only DEMO mode (sample data, no trading). ` |
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### [`CONTRIBUTING.zh.md`](https://github.com/GMGNAI/skillmarket-demos/commit/e1129327bce1e2774a04e99297fcc0dfe828e09e#diff-4d4aabd9891fa33b6321ec8b76758d2cf88d5f6afa62a729676831182969b622)
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| Original file line number | Diff line number | Diff line change |
| --- | --- | --- |
| ` @@ -0,0 +1,45 @@ ` | | | |
| | `1` | `+ ` |
| | `2` | `+ ` |
| | `3` | `+ [English](CONTRIBUTING.md) \| 简体中文 ` |
| | `4` | `+ ` |
| | `5` | `+ ` |
| | `6` | `+ ` |
| | `7` | `+ # 贡献指南 ` |
| | `8` | `+ ` |
| | `9` | `+ 供本仓库的维护者 / 贡献者参考。 ` |
| | `10` | `+ ` |
| | `11` | `+ ## 目录结构 ` |
| | `12` | `+ ` |
| | `13` | ``+ 每个 demo 一个子目录；GitHub Pages 在线演示放在顶层 `docs//`。 `` |
| | `14` | `+ ` |
| | `15` | `+ ``` ` |
| | `16` | `+ skillmarket-demos/ ` |
| | `17` | `+ ├── aitrader/ # GMGN AI Trader：看板筛、人成交（FastAPI + 单页前端） ` |
| | `18` | `+ │ ├── app.py static/ README.md SPEC.md ... ` |
| | `19` | `+ ├── docs/ # GitHub Pages 发布根（按 demo 分子目录） ` |
| | `20` | `+ │ └── aitrader/ ` |
| | `21` | `+ │ └── index.html # = aitrader/static/index.html 副本（钩子自动同步） ` |
| | `22` | `+ ├── scripts/git-hooks/ ` |
| | `23` | `+ │ └── pre-commit # 提交前自动同步各 demo 的 static → docs// ` |
| | `24` | `+ ├── README.md / README.zh.md ` |
| | `25` | `+ └── CONTRIBUTING.md / CONTRIBUTING.zh.md ` |
| | `26` | `+ ``` ` |
| | `27` | `+ ` |
| | `28` | `+ ## 新增一个 demo ` |
| | `29` | `+ ` |
| | `30` | ``+ 1. 新建子目录 `/`，前端源文件放在 `/static/index.html`。 `` |
| | `31` | ``+ 2. 提交即可——pre-commit 钩子会自动把它同步到 `docs//index.html` 并纳入本次提交。 `` |
| | `32` | ``+ 3. 在 README 的 Demos 表格里加一行；在线演示 URL 形如 `https://gmgnai.github.io/skillmarket-demos//`。 `` |
| | `33` | `+ ` |
| | `34` | `+ ## 启用自动同步钩子（每人 clone 后跑一次） ` |
| | `35` | `+ ` |
| | `36` | ``+ 钩子脚本随仓库分发，但 `git config` 是本地配置、不随 clone 传递，所以 clone 后需启用一次，否则改了 `static/` 而 `docs/` 不更新、Pages 演示会静默停在旧版： `` |
| | `37` | `+ ` |
| | `38` | `+ ```bash ` |
| | `39` | `+ git config core.hooksPath scripts/git-hooks ` |
| | `40` | `+ ``` ` |
| | `41` | `+ ` |
| | `42` | `+ ## GitHub Pages 部署 ` |
| | `43` | `+ ` |
| | `44` | ``+ Settings → Pages → 选 `main` 分支、目录 `/docs`。各 demo 通过子路径访问（如 `https://gmgnai.github.io/skillmarket-demos/aitrader/`）。 `` |
| | `45` | `+ 非 localhost 访客打开演示页时，前端连不上后端会自动进只读 DEMO 模式（示例数据、不可下单）。 ` |
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### [`README.md`](https://github.com/GMGNAI/skillmarket-demos/commit/e1129327bce1e2774a04e99297fcc0dfe828e09e#diff-b335630551682c19a781afebcf4d07bf978fb1f8ac04c6bf87428ed5106870f5)
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| Original file line number | Diff line number | Diff line change |
| --- | --- | --- |
| ` @@ -8,44 +8,12 @@ English \| [简体中文](README.zh.md) ` | | | |
| `8` | `8` | ` ` |
| `9` | `9` | ` Community-contributed demos built with the GMGN OpenAPI, provided for reference and learning only. Security is not guaranteed. Use any trading functions at your own risk. ` |
| `10` | `10` | ` ` |
| `11` | | `- ## Layout ` |
| `12` | | `- ` |
| `13` | | ``- Each demo lives in its own subdirectory; the GitHub Pages live demo for each is under the top-level `docs//`. `` |
| `14` | | `- ` |
| `15` | | `- ``` ` |
| `16` | | `- skillmarket-demos/ ` |
| `17` | | `- ├── aitrader/ # GMGN AI Trader: machine screens, you trade (FastAPI + single-page frontend) ` |
| `18` | | `- │ ├── app.py static/ README.md SPEC.md ... ` |
| `19` | | `- ├── docs/ # GitHub Pages publish root (one subfolder per demo) ` |
| `20` | | `- │ └── aitrader/ ` |
| `21` | | `- │ └── index.html # = aitrader/static/index.html copy (auto-synced by the hook) ` |
| `22` | | `- ├── scripts/git-hooks/ ` |
| `23` | | `- │ └── pre-commit # on commit, auto-syncs each demo's static → docs// ` |
| `24` | | `- ├── README.md # this file (English) ` |
| `25` | | `- └── README.zh.md # 简体中文 ` |
| `26` | | `- ``` ` |
| `27` | | `- ` |
| `28` | `11` | ` ## Demos ` |
| `29` | `12` | ` ` |
| `30` | `13` | ` \| Demo \| Description \| Live \| ` |
| `31` | `14` | ` \|---\|---\|---\| ` |
| `32` | | `- \| [aitrader](aitrader/) \| Local memecoin screening + one-click trading dashboard built on GMGN Skills/MCP: deterministic rules cast wide → scoring cuts hard → LLM only explains survivors → you press to trade. See [aitrader/README.md](aitrader/README.md). \| https://gmgnai.github.io/skillmarket-demos/aitrader/ \| ` |
| `33` | | `- ` |
| `34` | | `- ## Adding a demo ` |
| `35` | | `- ` |
| `36` | | ``- 1. Create a `/` subdirectory; put the frontend source at `/static/index.html`. `` |
| `37` | | ``- 2. Just commit — the pre-commit hook auto-syncs it to `docs//index.html` and stages it in the same commit. `` |
| `38` | | ``- 3. Add a row to the Demos table above; the live URL looks like `https://gmgnai.github.io/skillmarket-demos//`. `` |
| `39` | | `- ` |
| `40` | | `- ## Enable the auto-sync hook (one-time per clone) ` |
| `41` | | `- ` |
| `42` | | ``- The hook script ships with the repo, but `git config` is local and does not travel with a clone, so enable it once after cloning — otherwise editing `static/` without updating `docs/` will silently leave the Pages demo on an old version: `` |
| `43` | | `- ` |
| `44` | | `- ```bash ` |
| `45` | | `- git config core.hooksPath scripts/git-hooks ` |
| `46` | | `- ``` ` |
| | `15` | `+ \| [aitrader](aitrader/) \| Local memecoin screening + one-click trading dashboard built on GMGN Skills/MCP: deterministic rules cast wide → scoring cuts hard → LLM only explains survivors → you press to trade. See [aitrader/README.md](aitrader/README.md) to run it locally. \| https://gmgnai.github.io/skillmarket-demos/aitrader/ \| ` |
| `47` | `16` | ` ` |
| `48` | | `- ## GitHub Pages ` |
| | `17` | `+ --- ` |
| `49` | `18` | ` ` |
| `50` | | ``- Settings → Pages → select branch `main`, folder `/docs`. Each demo is reachable via its subpath (see the table above). `` |
| `51` | | `- When a non-localhost visitor opens a demo page, the frontend can't reach a backend and automatically enters read-only DEMO mode (sample data, no trading). ` |
| | `19` | `+ Maintainers & contributors — repo layout, how to add a demo, the auto-sync hook, and GitHub Pages setup are in [CONTRIBUTING.md](CONTRIBUTING.md). ` |
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### [`README.zh.md`](https://github.com/GMGNAI/skillmarket-demos/commit/e1129327bce1e2774a04e99297fcc0dfe828e09e#diff-b024066e6d6250813a9bc9284332cc3b84edc264857d6a671b7513f2c7ef90a8)
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| Original file line number | Diff line number | Diff line change |
| --- | --- | --- |
| ` @@ -8,44 +8,12 @@ ` | | | |
| `8` | `8` | ` ` |
| `9` | `9` | ` 基于 GMGN OpenAPI 制作的演示 Demo，由社群成员贡献，仅供学习交流参考，安全性不作保证。如使用其中的交易功能，请自行评估代码安全性并承担相应交易风险。 ` |
| `10` | `10` | ` ` |
| `11` | | `- ## 目录结构 ` |
| `12` | | `- ` |
| `13` | | ``- 每个 demo 一个子目录；GitHub Pages 在线演示放在顶层 `docs//`。 `` |
| `14` | | `- ` |
| `15` | | `- ``` ` |
| `16` | | `- skillmarket-demos/ ` |
| `17` | | `- ├── aitrader/ # GMGN AI Trader：看板筛、人成交（FastAPI + 单页前端） ` |
| `18` | | `- │ ├── app.py static/ README.md SPEC.md ... ` |
| `19` | | `- ├── docs/ # GitHub Pages 发布根（按 demo 分子目录） ` |
| `20` | | `- │ └── aitrader/ ` |
| `21` | | `- │ └── index.html # = aitrader/static/index.html 副本（钩子自动同步） ` |
| `22` | | `- ├── scripts/git-hooks/ ` |
| `23` | | `- │ └── pre-commit # 提交前自动同步各 demo 的 static → docs// ` |
| `24` | | `- ├── README.md # 英文 ` |
| `25` | | `- └── README.zh.md # 本文件（简体中文） ` |
| `26` | | `- ``` ` |
| `27` | | `- ` |
| `28` | `11` | ` ## Demos ` |
| `29` | `12` | ` ` |
| `30` | `13` | ` \| Demo \| 说明 \| 在线演示 \| ` |
| `31` | `14` | ` \|---\|---\|---\| ` |
| `32` | | `- \| [aitrader](aitrader/) \| 基于 GMGN Skills/MCP 的本地 memecoin 筛选 + 一键成交看板：确定性规则抓全 → 评分砍狠 → LLM 只解释幸存者 → 你按下成交。详见 [aitrader/README.md](aitrader/README.md)。 \| https://gmgnai.github.io/skillmarket-demos/aitrader/ \| ` |
| `33` | | `- ` |
| `34` | | `- ## 新增一个 demo ` |
| `35` | | `- ` |
| `36` | | ``- 1. 新建子目录 `/`，前端源文件放在 `/static/index.html`。 `` |
| `37` | | ``- 2. 提交即可——pre-commit 钩子会自动把它同步到 `docs//index.html` 并纳入本次提交。 `` |
| `38` | | ``- 3. 在上面的 Demos 表格里加一行；在线演示 URL 形如 `https://gmgnai.github.io/skillmarket-demos//`。 `` |
| `39` | | `- ` |
| `40` | | `- ## 启用自动同步钩子（每人 clone 后跑一次） ` |
| `41` | | `- ` |
| `42` | | ``- 钩子脚本随仓库分发，但 `git config` 是本地配置、不随 clone 传递，所以 clone 后需启用一次，否则改了 `static/` 而 `docs/` 不更新、Pages 演示会静默停在旧版： `` |
| `43` | | `- ` |
| `44` | | `- ```bash ` |
| `45` | | `- git config core.hooksPath scripts/git-hooks ` |
| `46` | | `- ``` ` |
| | `15` | `+ \| [aitrader](aitrader/) \| 基于 GMGN Skills/MCP 的本地 memecoin 筛选 + 一键成交看板：确定性规则抓全 → 评分砍狠 → LLM 只解释幸存者 → 你按下成交。本地运行见 [aitrader/README.md](aitrader/README.md)。 \| https://gmgnai.github.io/skillmarket-demos/aitrader/ \| ` |
| `47` | `16` | ` ` |
| `48` | | `- ## GitHub Pages 部署 ` |
| | `17` | `+ --- ` |
| `49` | `18` | ` ` |
| `50` | | ``- Settings → Pages → 选 `main` 分支、目录 `/docs`。各 demo 通过子路径访问（见上表）。 `` |
| `51` | | `- 非 localhost 访客打开演示页时，前端连不上后端会自动进只读 DEMO 模式（示例数据、不可下单）。 ` |
| | `19` | `+ 维护者 / 贡献者 —— 目录结构、如何新增 demo、自动同步钩子、GitHub Pages 配置都在 [CONTRIBUTING.zh.md](CONTRIBUTING.zh.md)。 ` |
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Most of the world's code lives on GitHub. Why not yours?
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### /features Flex - Collaborative Coding - River Breakout
_Innovate faster_ with seamless collaboration.
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### [GitHub Codespaces](https://github.com/features/codespaces?locale=en-US)
Spin up fully configured dev environments in the cloud with the full power of your favorite editor.
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### [GitHub Copilot](https://github.com/features/copilot?locale=en-US)
Get suggestions for whole lines of code or entire functions right inside your editor.
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Receive notifications of contributor changes to a repository, with specified access limits, and seamlessly merge accepted updates.
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Dedicated space for your community to come together, ask and answer questions, and have open-ended conversations.
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Rapidly search, navigate, and understand code right from GitHub.com with our powerful new tools.
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Collaborate and discuss changes without a formal review or the risk of unwanted merges.
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Map workflows, track their progression in real time, understand complex workflows, and communicate status with the rest of the team.
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### Application security where found means fixed. Powered by GitHub Copilot Autofix.
_Application security where found means fixed._ Powered by GitHub Copilot Autofix.
[Explore GitHub Advanced Security](https://github.com/enterprise/advanced-security?locale=en-US)
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Additional AI capabilities to detect elusive secrets like passwords.
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Define users' access level to your code, data, and settings based on their role in your organization.
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### [Custom repository roles](https://docs.github.com/enterprise-cloud@latest/organizations/managing-peoples-access-to-your-organization-with-roles/managing-custom-repository-roles-for-an-organization)
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### [Domain verification](https://docs.github.com/enterprise-cloud@latest/organizations/managing-organization-settings/verifying-or-approving-a-domain-for-your-organization)
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### [Repository rules](https://docs.github.com/enterprise-cloud@latest/repositories/configuring-branches-and-merges-in-your-repository/managing-rulesets/about-rulesets)
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# docs(aitrader): update dashboard screenshots (EN/ZH) — with DEV Score column + Dev reputation card / 更新 dashboard 截图（中英）——含 DEV评分 列 + Dev 信誉卡 by GumpOnchain · Pull Request #9 · GMGNAI/skillmarket-demos · GitHub
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**[GumpOnchain](https://github.com/GumpOnchain)** commented [Jul 7, 2026](https://github.com/GMGNAI/skillmarket-demos/pull/9#issue-4826982851)
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Backfills one commit (`c0d8525`) that was pushed after PR [#8](https://github.com/GMGNAI/skillmarket-demos/pull/8)
had already merged — updates the EN/ZH dashboard screenshots to reflect the new `DEV Score` column and the "Dev reputation card".
* `static/aitrader_en.png`
* `static/aitrader_zh.png`
These are the screenshots referenced in the demo table of the root README. Because PR [#8](https://github.com/GMGNAI/skillmarket-demos/pull/8)
merged before this screenshot push, the commit did not ride along into `main` — hence this separate PR.
* * *
补 PR [#8](https://github.com/GMGNAI/skillmarket-demos/pull/8)
合并后才推的一个提交（`c0d8525`）——更新中英 dashboard 截图，反映新增的 `DEV评分` 列与「Dev 信誉卡」。
* `static/aitrader_en.png`
* `static/aitrader_zh.png`
这两张是根 README demo 表引用的截图。PR [#8](https://github.com/GMGNAI/skillmarket-demos/pull/8)
合并发生在这次截图推送之前，故未随 [#8](https://github.com/GMGNAI/skillmarket-demos/pull/8)
进 main，单独补一个 PR。
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`[docs(aitrader): 更新 dashboard 截图(中英)——含 DEV评分 列 + Dev 信誉卡](https://github.com/GMGNAI/skillmarket-demos/pull/9/commits/c0d8525107670a8d0147db2f48efad8a30b82b65 "docs(aitrader): 更新 dashboard 截图(中英)——含 DEV评分 列 + Dev 信誉卡 Co-Authored-By: Claude Opus 4.8 ")` …
`[c0d8525](https://github.com/GMGNAI/skillmarket-demos/pull/9/commits/c0d8525107670a8d0147db2f48efad8a30b82b65) `
Co-Authored-By: Claude Opus 4.8
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[GumpOnchain](https://github.com/GumpOnchain)
changed the title ~docs(aitrader): 更新 dashboard 截图(中英)——含 DEV评分 列 + Dev 信誉卡~ docs(aitrader): update dashboard screenshots (EN/ZH) — with DEV Score column + Dev reputation card / 更新 dashboard 截图（中英）——含 DEV评分 列 + Dev 信誉卡 [Jul 7, 2026](https://github.com/GMGNAI/skillmarket-demos/pull/9#event-27654704608)
[](https://github.com/GMGNAI)
[GMGNAI](https://github.com/GMGNAI)
merged commit [`046a1b1`](https://github.com/GMGNAI/skillmarket-demos/commit/046a1b19c544bd2beb3fbb052c8c8398d5be0059)
into GMGNAI:main [Jul 7, 2026](https://github.com/GMGNAI/skillmarket-demos/pull/9#event-27654733096)
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Need something else?
[Compare all plans](https://github.com/pricing)
* Peak Money
* Trustpilot
* Gatsby
* Tray.io
* Kubernetes
* Front
Collaboration
-------------
Manage everything in one place
**Connect your favorite tools**
Build the way that works best for you with support for all your go-to integrations, including [Slack](https://slack.github.com/)
, [Jira](https://github.com/marketplace/jira-software-github)
, and more.
**Add your team in a click**
Seamlessly update permissions and add new users as you build, whether you’re on a team of two or two thousand.
**Speed up code review**
Step up your code quality with code review tools that fit right into your workflow.
**Plan together**
Make it easy for project managers and developers to coordinate, track, and update their work in one place—so projects stay on schedule.
Peak Money logo
> “As a team, we’re way more confident that we’re in tune. We can all see our work, feedback, and roadmap going through GitHub.”
Automation
----------
Build CI/CD workflows that work for you
[\
\
**Checkout**\
\
Check out a Git repository at a particular version.\
\
name: Checkout \
uses: actions/checkout@v2.1.0](https://github.com/marketplace/actions/checkout)
[\
\
**Set up Node.js environment**\
\
Set up a Node.js environment and add it to the PATH, providing additional proxy support.\
\
name: Set up Node.js for use with actions \
uses: actions/setup-node@v1.1.0](https://github.com/marketplace/actions/setup-node-js-environment)
[\
\
**NPM Publish**\
\
Automatically publish packages to NPM.\
\
name: NPM Publish \
uses: JS DevTools/npm-publish@v1](https://github.com/marketplace/actions/npm-publish)
**Streamline your CI/CD**
Build, test, and deploy projects on any OS, language, or cloud.
**Choose from thousands of actions**
Find community-built GitHub Actions workflows on GitHub Marketplace, or build your own.
**Respond to GitHub events**
Trigger workflows based on GitHub events, including push, issue creation, new releases, and more.
**Collaborate on workflows**
Build, share, improve, and reuse actions just like code.
[Explore GitHub Actions](https://github.com/marketplace?type=actions)
Front App logo
> “With GitHub Actions, deployments happen 75 percent faster—taking about 10 minutes compared to the 40 minutes required when they were done manually.”
Security
--------
Stay focused on development
 
**Grant the right access to your team**
Easily grant, limit, or revoke access for collaborators inside and outside your company.
**Keep secrets safe**
Get alerts when secrets are committed to your repositories—and notify over 30 cloud service providers automatically.
**Find vulnerable dependencies**
Scan your dependencies automatically. When a vulnerability is found, we’ll open a pull request with suggested fixes.
[See how GitHub helps secure your applications](https://github.com/features/security)
> “GitHub’s Dependabot security updates are smarter than any other vulnerability tracking tools we’ve used.”
       
Users
-----
Home to the world’s software teams
Meet your developers where they already are. GitHub is home to over 40 million developers and the world’s largest open source community.
150M+ million developers
1B+ billion contributions
4M+ million organizations
      
Customer Stories
----------------
You’re in good company
[Front App\
\
Customer Story\
\
Front App logo Read story](https://github.com/customer-stories/front)
[Tray.io\
\
Customer Story\
\
Tray.io logo Read story](https://github.com/customer-stories/trayio)
[Read more customer stories](https://github.com/customer-stories?type=team)
Build like the best
-------------------
Get the complete developer platform
[Get started with Team](https://github.com/join?plan=business&ref_cta=Get%2520started%2520with%2520Team&ref_loc=team-page-footer&ref_page=%2Fteam)
[Sign up for free](https://github.com/join?plan=free&ref_cta=Sign%2520up%2520for%2520free&ref_loc=team-page-footer&ref_page=%2Fteam&setup_organization=true&source=team)
Related resources
-----------------
[### GitHub Actions cheat sheet\
\
Everything you need to know about getting started with GitHub Actions.\
\
Learn more](https://github.com/resources/whitepapers/github-actions-cheat)
[### Collaboration is the key to DevOps success\
\
In a recent TechTarget study, 70 percent of organizations reported they had adopted DevOps.\
\
Learn more](https://github.com/resources/whitepapers/collaboration-is-key-to-devops-success)
[### How healthy teams build better software\
\
Your culture is key to recruiting and retaining the talent you need to ship exceptional customer experiences.\
\
Learn more](https://github.blog/enterprise-software/devops/best-practices-for-organizations-and-teams-using-github-enterprise-cloud/)
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---
# Resources to help you build, secure, and scale with GitHub · GitHub
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Resources to help you build, secure, and scale with GitHub
==========================================================
Explore guides, learning pathways, webinars, and community support to accelerate your GitHub journey.
### [Playbook series: Activating your internal AI champions](https://github.com/resources/insights/how-github-licensing-used-ai-agents-champion-accessibility?locale=en-US)
Strategic insights on AI, DevSecOps, productivity, and modernization.
Read insights article
### [Why developer satisfaction is your best productivity metric](https://github.com/resources/insights/developer-satisfaction-best-productivity-metric?locale=en-US)
How do we know if our developers are productive?
Read insights article
### [GitHub’s internal playbook for building an AI-powered workforce](https://github.com/resources/insights/ai-powered-workforce-playbook?locale=en-US)
How GitHub scaled AI fluency across its workforce by focusing on people not just technology.
Read insights article
### [With 12,000 developers using GitHub Copilot, Accenture doubles down on GitHub’s platform](https://github.com/customer-stories/accenture?locale=en-US)
Read customer story
### [How AstraZeneca accelerates medicine discovery with GitHub and AI](https://github.com/customer-stories/astrazeneca?locale=en-US)
Read customer story
### [Cathay embraces AI-powered development to deliver securely at scale](https://github.com/customer-stories/astrazeneca?locale=en-US)
Read customer story
Whitepaper
### [GitHub recognized as a Leader in the Gartner® Magic Quadrant™ for AI Code Assistants](https://github.com/resources/whitepapers/gartner-magic-quadrant-and-critical-capabilities-for-ai-code-assistants?locale=en-US)
Read the report
Whitepaper
### [Balancing Innovation with Governance: A Roadmap for AI-Powered Government](https://github.com/resources/whitepapers/solutions-for-government?locale=en-US)
Read the report
Ebook
### [Agentic AI, Security, and DevOps: Meet GitHub](https://github.com/resources/whitepapers/agentic-ai-security-and-devops?locale=en-US)
Read the report
_Events and webinars:_ Join live sessions or watch on-demand to stay current on GitHub updates and best practices.
------------------------------------------------------------------------------------------------------------------
[See upcoming events](https://github.com/resources/events?locale=en-US)
### [GitHub Docs](http://docs.github.com/)
Your primary source for detailed product documentation.
Visit GitHub Docs
### [Community forum](https://github.com/orgs/community/discussions?locale=en-US)
Ask questions, troubleshoot, and share best practices.
Join the Community Forum
### [Open source support](https://github.com/open-source?locale=en-US)
Explore GitHub Sponsors and discover, support, or fund open-source maintainers.
Explore open source support
### Still have questions?
Over 150 million developers and 4 million organizations trust GitHub to ship better software.
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+Sales&ref_loc=footer&ref_page=%2Fresources&locale=en-US)
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---
# GitHub Advanced Security · Built-in protection for every repository · GitHub
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GitHub Advanced Security
Security that moves at the speed of development
===============================================
[Request a demo](https://github.com/security/advanced-security/demo?ref_cta=Request+demo&ref_loc=hero&ref_page=%2Fadvanced_security_lp&locale=en-US)
[See plans & pricing](https://github.com/security/plans?ref_cta=pricing&ref_loc=hero&ref_page=%2Fadvanced_security_lp&locale=en-US)
Ready to use it in your repositories? [Get started now](https://github.com/get_started?with=advanced-security&locale=en-US)
Secret Protection
### [Stop leaks before they start Explore Secret Protection](https://github.com/security/advanced-security/secret-protection?locale=en-US)
Explore Secret Protection
Code Security
### [Fix vulnerabilities in your code Explore Code Security](https://github.com/security/advanced-security/code-security?locale=en-US)
Explore Code Security
Companies using GitHub Advanced Security
----------------------------------------
FedExAmerican AirlinesPostmatesMercado LibreKPMGLinkedInOtto GroupTelus3MCarlseberg Group
FedExAmerican AirlinesPostmatesMercado LibreKPMGLinkedInOtto GroupTelus3MCarlseberg Group
### Become a risk reduction warrior
####
Become a risk reduction warrior
Stay ahead of threats with built-in security, secret protection, and dependency monitoring.
####
Strengthen your development with AI
Write secure code at scale with AI-driven insights and automated fixes from GitHub Copilot Autofix.
####
Empower your team with native AppSec
Find and fix vulnerabilities in real time by integrating application security right into GitHub.
“
> **GitHub Advanced Security empowers our developers** to detect and fix vulnerabilities earlier, accelerating our time to market and boosting developer satisfaction.
Florian KochLead developer
### GitHub
Secret Protection
For teams and organizations serious about stopping secret leaks.
$19USDper active committer/month
[Request a demo](http://github.com/security/advanced-security/demo?ref_cta=Request+demo&ref_loc=body_sp&ref_page=%2Fadvanced_security_lp&utm_campaign=Demo_utmroutercampaign&locale=en-US)
[Contact sales](https://github.com/security/contact-sales?ref_cta=Contact+sales&ref_loc=body_sp&ref_page=%2Fadvanced_security_lp&locale=en-US)
Ready to use it in your repositories? [Get started now](https://github.com/get_started?with=secret-protection&locale=en-US)
### GitHub Code Security
For teams and organizations committed to fixing vulnerabilities before production.
$30USDper active committer/month
[Request a demo](https://github.com/security/advanced-security/demo?ref_cta=Request+demo&ref_loc=body_cs&ref_page=%2Fadvanced_security_lp&utm_campaign=Demo_utmroutercampaign&locale=en-US)
[Contact sales](https://github.com/security/contact-sales?ref_cta=Contact+sales&ref_loc=body_cs&ref_page=%2Fadvanced_security_lp&locale=en-US)
Ready to use it in your repositories? [Get started now](https://github.com/get_started?with=code-security&locale=en-US)
[See plans & pricing](https://github.com/security/plans?locale=en-US)
Demo
### [Maximize your defenses with industry-leading AppSec](https://github.com/security/advanced-security/demo?ref_cta=Request+demo&ref_loc=resources_card&ref_page=%2Fadvanced_security_lp&utm_campaign=Demo_utmroutercampaign&locale=en-US)
Discover how our security solution can benefit your organization.
Request a demo
REPORT
### [See how improved security drives business success](https://github.com/resources/whitepapers/forrester-industry-spotlight-github-advanced-security?locale=en-US)
Explore the benefits of improving software security standards in organizations.
Read the report
Videos
### [How top teams secure code while moving fast](https://github.com/security/advanced-security/what-is-github-advanced-security?locale=en-US)
Learn how industry experts protect their code without sacrificing productivity.
Watch the videos
###
Frequently asked questions
#### What is GitHub Advanced Security?
GitHub Advanced Security (GHAS) encompasses GitHub’s application security products comprising GitHub Secret Protection and GitHub Code Security. GHAS adds cutting-edge tools for static analysis, software composition analysis, and secret scanning to the GitHub platform that developers already know and love. Unlike traditional application security packages that burden the software development toolchain with complex workflows that inhibit adoption, GHAS makes it easy for developers to find and fix vulnerabilities earlier in the software development life cycle.
#### Why choose GitHub Advanced Security instead of a third-party AppSec product?
Unlike third-party security add-ons, GitHub Advanced Security operates entirely in the native GitHub workflows that developers already know and love. By making it easier for developers to remediate vulnerabilities as they go, GitHub Advanced Security frees time for security teams to focus on critical strategies that protect businesses, customers, and communities from application-based vulnerabilities.
#### What is DevSecOps?
DevSecOps refers to a combination of the development, security, and operations tools necessary to develop software applications.
#### What is AppSec?
Application security (AppSec) is the process of finding, fixing, and preventing security vulnerabilities in applications. GitHub Advanced Security provides AppSec tools for static application security testing (SAST), which identifies vulnerabilities in the code itself.
#### Can I use GitHub Advanced Security with Microsoft Azure DevOps?
Yes. GitHub Advanced Security is available as an [add-on](https://azure.microsoft.com/en-us/products/devops/github-advanced-security)
for Azure DevOps.
#### Where can I find case studies and reference customers?
Read our [customer stories](https://github.com/customer-stories?locale=en-US)
to learn how customers like [Telus](https://github.com/customer-stories/telus?locale=en-US)
, [Mercado Libre](https://github.com/customer-stories/mercado-libre?locale=en-US)
, and [KPMG](https://github.com/customer-stories/kpmg?locale=en-US)
use GitHub Advanced Security to secure applications and accelerate the software development lifecycle.
#### Can I review documentation before purchase?
Yes. As with all GitHub products, [documentation](https://docs.github.com/en/get-started/learning-about-github/about-github-advanced-security)
for GitHub Advanced Security is publicly available.
#### Does GitHub offer consulting, training, and other deployment services?
Yes! Please visit [Expert Services](https://docs.github.com/en/enterprise-cloud@latest/code-security/code-scanning/managing-code-scanning-alerts/about-autofix-for-codeql-code-scanning)
to learn more.
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---
# AI-Powered Platform for Secure Healthcare Solutions | GitHub · GitHub
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Healthcare solutions
Empower healthcare development with a secure, AI-powered platform
=================================================================
By incorporating AI into developer workflows, you can build secure patient care solutions at scale.
[Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=hero&ref_page=%2Fsolutions_industries_healthcare&locale=en-US)
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=hero&ref_page=%2Fsolutions_industries_healthcare&locale=en-US)
### Enhance patient care
Facilitate rapid innovation so you can implement the latest technologies more reliably.
### Unlock engineering potential
Empower developer collaboration, productivity, and creativity at scale.
### Streamline healthcare development
Focus on delivering impactful patient outcomes by priming your engineering staff for growth.
logos for 3M, Amplifon, Doctolib, Philips and Procter and Gamble
----------------------------------------------------------------
Doctolib3MPhilipsAmplifonProcter and Gamble
### Drive healthcare innovation with AI
By enabling your developers to code up to [55% faster](https://github.blog/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness/)
, you can stay ahead of advancements and innovate services while remaining secure and compliant.
[Explore GitHub Copilot](https://github.com/features/copilot?locale=en-US)
### Protect patient data
Create more secure healthcare applications by detecting vulnerabilities in your codebase and preventing credentials from being exposed.
[Explore GitHub Advanced Security](https://github.com/security/advanced-security?locale=en-US)
### Automate manual tasks
Make life easier for developers. Reduce time-to-market and improve responsiveness to patients and stakeholders by using enterprise-ready, scalable CI/CD.
[Explore GitHub Actions](https://github.com/features/actions?locale=en-US)
+88% more productivity with GitHub Enterprise
1min set-up time for largest repo with GitHub Codespaces
~25% increase in developer speed with GitHub Copilot
### Read how Doctolib fostered a culture of reusability and simplified the CI/CD process with GitHub.
[Read the customer story](https://github.com/customer-stories/doctolib?locale=en-US)
“
> Healthcare organizations want a service that provides a world-class experience for patients and improves people’s lives. GitHub helps us meet and exceed those expectations.
David TerolProgram director at the Philips Software Center of Excellence
### [3M transforms its software toolchain to bring cutting-edge science to customers, faster.](https://github.com/customer-stories/3m?locale=en-US)
Read story
### [Philips builds and deploys digital health technology faster with innersource on GitHub.](https://github.com/customer-stories/philips?locale=en-US)
Read story
### [GitHub brings DevOps to life and enables streamlined developer experiences at Procter & Gamble.](https://github.com/customer-stories/pg?locale=en-US)
Read story
### DevOps strategies for healthcare innovation, amplified by GitHub
Trusted by 90% of the Fortune 100, GitHub helps millions of developers and companies collaborate, build, and deliver secure software faster. And with thousands of DevOps integrations, developers can build smarter from day one with the tools they know and love—or discover new ones.
[Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=footer&ref_page=%2Fsolutions_industries_healthcare&locale=en-US)
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=footer&ref_page=%2Fsolutions_industries_healthcare&locale=en-US)
### [Find the right DevOps platform](https://resources.github.com/devops/2024-gartner-mq-for-devops-platforms/)
Narrow your search with the 2024 Gartner® Magic Quadrant™ for DevOps Platforms report.
Get the Gartner report
### [What is DevOps?](https://github.com/resources/articles/what-is-devops?locale=en-US)
By bringing people, processes, and products together, DevOps enables development teams to continuously deliver value.
Learn more about DevOps
### [Discover innersource](https://resources.github.com/software-development/innersource/)
This practice empowers developers to save time and energy by bringing methodologies from open source into their internal development.
Read more on Innersouce
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---
# GitHub Copilot Business · GitHub
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Copilot for Business
Build what’s next with GitHub Copilot
======================================
[View plans & pricing](https://github.com/features/copilot/plans?ref_cta=View+pricing+and+plans&ref_loc=hero&ref_page=%2Ffeatures_copilot_copilot_business&plans=business&locale=en-US)
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=hero&ref_page=copilot_business&locale=en-US)
GitHub Copilot equips you to build the future, whether you're charged with scaling operations or boosting developer productivity.
---------------------------------------------------------------------------------------------------------------------------------
AI that grows with you. Use your code as context while setting boundaries for what to exclude and governance on use.
Velocity with quality. Developers want tools without toil, and GitHub Copilot provides AI assistance from the IDE to GitHub to the CLI and more, with agents to review and suggest.
Choose your AI adventure. From choice of model to third-party integrations, GitHub Copilot meets your challenges your way.
/features/copilot/copilot-business logo
---------------------------------------
SpotifyMercedes-BenzErnst and YoungH&MAT&THPFedExInfoSysHSBC
SpotifyMercedes-BenzErnst and YoungH&MAT&THPFedExInfoSysHSBC
### [Quantifying GitHub Copilot's impact](https://github.blog/news-insights/research/research-quantifying-github-copilots-impact-in-the-enterprise-with-accenture/)
Since bringing GitHub Copilot to market, we’ve conducted several lab studies to discover its impact on developer efficiency, developer satisfaction, and overall code quality.
Learn more
### [A Leader in the Gartner® Magic Quadrant for AI Code Assistants](https://www.gartner.com/reprints/?id=1-2LVTG7RP&ct=250915&st=sb)
For the second year in a row Gartner has recognized GitHub as highest and furthest on both Ability to Execute and Completeness of Vision for AI Code Assistant.
View Gartner report
### [Committed to your privacy, security, and trust](https://github.com/trust-center?locale=en-US)
GitHub is committed to building secure defaults for developers and organizations.
Visit the trust center
### How Thomson Reuters successfully adopted AI —and how your organization can, too
[Read more](https://www.linkedin.com/pulse/how-thomson-reuters-successfully-adopted-ai-your-organization-can-3krpf/)
55% faster coding
39% improvement in code quality
68% had a positive experience
### [Stay ahead with GitHub’s latest innovations](https://github.com/roadmap-webinar-series?locale=en-US)
See how our recent and upcoming releases can help your organization drive efficiency, security, and innovation.
See what's new
### [Measuring the impact of GitHub Copilot](https://resources.github.com/learn/pathways/copilot/essentials/measuring-the-impact-of-github-copilot/)
Many enterprises quite reasonably ask, “How do I know Copilot is conferring these benefits for my team?” To answer that question, this guide will walk you through a framework for evaluating impact across four stages.
Learn more
### [How developers spend the
time they save thanks to AI coding tools](https://github.blog/ai-and-ml/generative-ai/how-developers-spend-the-time-they-save-thanks-to-ai-coding-tools/)
Developers tell us how GitHub Copilot and other AI coding tools are transforming their work and changing how they spend their days.
Learn more
### [Hands-on consulting, guided workshops, and training](https://github.com/services?locale=en-US)
Insights, best practices, and knowledge to help you adopt GitHub quickly and efficiently.
Explore GitHub Expert Services
### [Meet the companies who build with GitHub](https://github.com/customer-stories?locale=en-US)
Leading organizations choose GitHub to plan, build, secure and ship software.
Read customer stories
### [Business insights, curated just for you](https://github.com/solutions/executive-insights?locale=en-US)
Thought leadership from subject matter experts that extends beyond tooling into business impact.
Explore Business Insights
“
> _With the time savings Copilot unlocks, our developers are empowered to spend more time on the tasks they enjoy most_ — creative-problem solving, innovative projects and experimentation.”
Jasmine RamosIT Principal Product Manager, Mercedes-Benz
### Build what’s next
Whether you're charged with scaling enterprise operations or boosting developer productivity, GitHub Copilot equips you to build what’s next.
[View plans & pricing](https://github.com/features/copilot/plans?ref_cta=View+pricing+and+plans&ref_loc=footer&ref_page=%2Ffeatures_copilot_copilot_business&plans=business&locale=en-US)
[Contact sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=footer&ref_page=copilot_business&locale=en-US)
### Frequently asked questions
#### Can I use code hosting platforms other than GitHub for my repositories and still use GitHub Copilot?
Yes. GitHub Copilot functionality works in code editors regardless of code hosting platform. Some features are enhanced with the use of GitHub because Copilot can directly draw context and knowledge from repositories, pull requests, issues, and other data structures in the GitHub platform.
#### Does GitHub use Copilot Business or Enterprise data to train GitHub’s model?
No. GitHub does not use either Copilot Business or Enterprise data to train its models.
#### Does GitHub Copilot include a filtering mechanism to mitigate risk?
Yes, GitHub Copilot does include an optional code referencing filter to detect and suppress certain suggestions that match public code on GitHub.
* GitHub has created a duplication detection filter to detect and suppress suggestions that contain code segments over a certain length that match public code on GitHub. This filter can be enabled by the administrator for your enterprise and it can apply for all organizations within your enterprise, or the administrator can defer control to individual organizations.
* With the filter enabled, Copilot checks code suggestions for matches or near-matches against public code on GitHub of 65 lexemes or more (on average,150 characters). If there is a match, the suggestion will not be shown to the user.
* In addition to off-topic, harmful, and offensive output filters, GitHub Copilot also scans the outputs for vulnerable code.
#### Does GitHub Copilot support compliance with the GDPR and other data protection laws?
Yes. GitHub and customers can enter a [Data Protection Agreement](https://github.com/customer-terms/github-data-protection-agreement?locale=en-US)
that supports compliance with the GDPR and similar legislation.
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---
# Workflow runs · GMGNAI/skillmarket-demos · GitHub
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[GMGNAI](https://github.com/GMGNAI) / **[skillmarket-demos](https://github.com/GMGNAI/skillmarket-demos)** Public
* [Notifications](https://github.com/login?return_to=%2FGMGNAI%2Fskillmarket-demos)
You must be signed in to change notification settings
* [Fork 23](https://github.com/login?return_to=%2FGMGNAI%2Fskillmarket-demos)
* [Star 44](https://github.com/login?return_to=%2FGMGNAI%2Fskillmarket-demos)
Actions: GMGNAI/skillmarket-demos
=================================
Actions
-------
All workflows
### All workflows
##### Loading...
Loading
##### Sorry, something went wrong.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/GMGNAI/skillmarket-demos/actions)
.
-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
will be ignored since log searching is not yet available
Showing runs from all workflows
will be ignored since log searching is not yet available
**8 workflow runs**
**8 workflow runs**
Workflow
Filter by Workflow
==================
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----------------------------
Filter
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----------------------------
No matching workflows.
----------------------
⌥ + click/return to exclude
Event
Filter by Event
===============
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----------------------------
Filter
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----------------------------
No matching events.
-------------------
⌥ + click/return to exclude
Status
Filter by Status
================
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----------------------------
Filter
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# Ebooks & Whitepapers · GitHub
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Ebooks & Whitepapers
====================
Browse our collection of Ebooks and Whitepapers for valuable industry knowledge, trends, and strategies to help you stay ahead and make informed decisions.
Whitepaper
### [GitHub recognized as a Leader by 2026 Gartner® Magic Quadrant™ for Enterprise AI Coding Agents](https://github.com/resources/whitepapers/gartner-magic-quadrant-for-enterprise-ai-coding-agents)
Learn why Gartner positioned GitHub as a Leader in the Magic Quadrant™ for Enterprise AI Coding Agents for the third year in a row — and highest in Ability to Execute.
Learn more
Ebook
### [How to bolster security to keep pace with AI-driven development](https://github.com/resources/whitepapers/how-to-secure-software-delivery-in-the-age-of-ai)
Learn how leading security and engineering teams are closing the gap between vulnerabilities found and vulnerabilities fixed without slowing delivery, plus practical strategies for navigating AI development at scale.
Learn more
Ebook
### [How to orchestrate AI agents](https://github.com/resources/whitepapers/how-to-orchestrate-ai-agents)
AI agents are shifting from synchronous support tools to autonomous contributors that can refactor code, generate tests, and run maintenance work asynchronously. But once teams adopt parallel, multi-agent workflows, constraints change: preventing drift, duplicated effort, merge conflicts, and inconsistent architectural decisions becomes the real work.
Learn more
Ebook
### [Run high-impact hackathons with GitHub Copilot](https://github.com/resources/whitepapers/github-copilot-hackathon-playbook)
Plan and run internal hackathons that deliver real outcomes. This playbook gives you a clear, step-by-step framework to help your teams build useful projects, learn faster, and drive innovation with GitHub Copilot.
Learn more
Ebook
### [Making AI work at scale for Engineering teams](https://github.com/resources/whitepapers/making-ai-work-at-scale-for-engineering-teams)
Why a unified platform outperforms fragmented tools
Learn more
Ebook
### [AI-driven application modernization](https://github.com/resources/whitepapers/ai-driven-application-modernization)
Rewrite your modernization approach, not your code
Learn more
Whitepaper
### [How to Capture AI-Driven Productivity Gains Across the SDLC](https://github.com/resources/whitepapers/how-to-capture-ai-driven-productivity-gains-across-the-sdlc)
Discover the Gartner® roadmap for achieving 25% to 30% productivity gains by applying AI across the entire software development lifecycle.
Learn more
Whitepaper
### [GitHub recognized as a Leader in the Gartner® Magic Quadrant™ for AI Code Assistants](https://github.com/resources/whitepapers/gartner-magic-quadrant-and-critical-capabilities-for-ai-code-assistants)
Learn why Gartner positioned GitHub as a Leader for the second year in a row—highest and furthest in both Ability to Execute and Completeness of Vision.
Learn more
Ebook
### [Balancing Innovation with Governance: A Roadmap for AI-Powered Government](https://github.com/resources/whitepapers/solutions-for-government)
This whitepaper provides a clear roadmap for navigating this new landscape, showing how GitHub’s AI-powered platform can empower your teams and strengthen governance.
Learn more
Ebook
### [Agentic AI, Security, and DevOps: Meet GitHub](https://github.com/resources/whitepapers/agentic-ai-security-and-devops)
Explore strategies on how to use GitHub tools to help your teams be more productive, efficient, and happy at work.
Learn more
Whitepaper
### [Unlock 376% ROI with GitHub Enterprise Cloud](https://github.com/resources/whitepapers/forrester)
Read the full Forrester TEI study and use the interactive ROI calculator to model results for your organization.
Learn more
Whitepaper
### [Turn developer workflows into a security powerhouse with GitHub](https://github.com/resources/whitepapers/forrester-industry-spotlight-github-advanced-security)
The Forrester Industry Spotlight on GitHub Advanced Security shows how enterprises achieve measurable gains in security efficiency, risk reduction, and developer productivity.
Learn more
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---
# GitHub Copilot · Your AI pair programmer · GitHub
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GitHub Copilot
Command your craft
==================
Your AI accelerator for every workflow, from the editor to the enterprise.
[Get started](https://github.com/copilot?locale=en-US)
[See plans & pricing](https://github.com/features/copilot/plans?ref_cta=See+pricing+and+plans&ref_loc=hero&ref_page=%2Ffeatures_copilot_copilot_ai_code_editor&cft=copilot_li.features_copilot&locale=en-US)
Already have Visual Studio Code? [Open now](vscode://github.copilot-chat)
Play video
Companies powered by GitHub
---------------------------
DuolingoFedExAmerican AirlinesShopifyStripeCocaColaCoyote LogisticsMercado LibreGeneral Motors
DuolingoFedExAmerican AirlinesShopifyStripeCocaColaCoyote LogisticsMercado LibreGeneral Motors
### Go beyond one-size-fits-all
Choose from leading LLMs optimized for speed, accuracy, or cost.
### Use your agents, your way
Use GitHub Copilot, your own custom agents, or the third-party ones you already rely on.
### Stay in your flow
Copilot works where you do—in GitHub, your IDE, the CLI, project tools, chat apps, and custom MCP servers.
### Make your editor your most powerful accelerator
Copilot in your editor does it all, from explaining concepts and completing code, to proposing edits and validating files with agent mode.
[Explore Copilot in the IDE](https://github.com/features/copilot/ai-code-editor?locale=en-US)
### Ship faster with AI that work alongside you
Assign tasks to agents like Copilot, Claude by Anthropic, and OpenAI Codex, and let them plan, explore, and execute work autonomously in the background.
[Explore Copilot cloud agent](https://github.com/features/copilot/agents?locale=en-US)
### Manage agent-driven work from one place
Launch work from GitHub, track progress across multiple agents, review changes, and merge completed work—all from one desktop workspace built natively on GitHub.
[Explore the GitHub Copilot app](https://github.com/features/ai/github-app?locale=en-US)
Grupo Boticário
### Grupo Boticário increases developer productivity by **94% with Copilot**
[Read customer story](https://github.com/customer-stories/grupoboticario?locale=en-US)
Knowledge
### [Turn Copilot into a project expert](https://github.com/copilot/spaces?locale=en-US)
Scale knowledge and keep teams consistent by creating a shared source of truth that includes context from your docs and repositories.
Try Copilot Spaces
Governance
### [Manage agent usage with enterprise-grade controls](https://docs.github.com/en/copilot/concepts/agents/enterprise-management)
Track activity with detailed audit logs and enforce governance by managing agents from a single control plane.
Read the docs
Security
### [Secure your
MCP integrations](https://docs.github.com/en/copilot/how-tos/administer-copilot/configure-mcp-server-access)
Control which MCP servers developers can access from their IDEs, and use allow lists to prevent unauthorized access.
Read the docs
For individualsFor businesses
### Free
For getting started with GitHub Copilot.
$0USDper user / month
[Get started](https://github.com/copilot?locale=en-US)
[Open in VS Code](vscode://github.copilot-chat)
####
What's included
* 2,000 completions per month
* Access to Haiku 4.5, GPT-5 mini, and more
* Copilot CLI
* Community Support
No credit card required. Verified students have access to the GitHub Copilot Student plan. [Learn more](https://github.com/education/students?locale=en-US)
### Pro
For everyday coding with agents in GitHub Copilot.
$10USDper user / month
[Get started](https://github.com/github-copilot/pro?cft=copilot_li.copilot_plans.cfi)
**We're gradually enabling new sign-ups.** If you're unable to sign up right now, please check back soon.
####
Everything in Free and:
* Access to Cloud agent and code review[1](https://github.com/features/copilot#footnote-1)
* Unlimited code completion and next edit suggestions[2](https://github.com/features/copilot#footnote-2)
* Access to 3rd party agents (Claude Code and Codex)
* Model selection
* $15 monthly total credits for Pro[3](https://github.com/features/copilot#footnote-3)
### Pro+
For more complex development with premium models.
$39USDper user / month
[Get started](https://github.com/github-copilot/pro-plus?cft=copilot_li.copilot_plans.cfi)
**We're gradually enabling new sign-ups.** If you're unable to sign up right now, please check back soon.
####
Everything in Pro and:
* Access to premium models, including Opus
* Audit logs
* 4x+ included usage than Pro
* $70 monthly total credits for Pro+[3](https://github.com/features/copilot#footnote-3)
### Max
For sustained, high-volume agent workflows with GitHub Copilot.
$100USDper user / month
[Get started](https://github.com/github-copilot/max?cft=copilot_li.copilot_plans.cfi)
**We're gradually enabling new sign-ups.** If you're unable to sign up right now, please check back soon.
####
Everything in Pro+ and:
* Priority access to new models and features
* 2.9x+ included usage than Pro+
* $200 monthly total credits for Max[3](https://github.com/features/copilot#footnote-3)
Best value
### Business
For teams that want pooled credits and control.
$19USDper user / month
[Contact Sales](https://github.com/enterprise/contact?ref_cta=Contact+sales&ref_loc=pricing&ref_page=%2Ffeatures%2Fcopilot%2Fplans&scid=&utm_campaign=Copilot_feature_page_contact_sales_cta_CopilotBusiness_utmroutercampaign&utm_medium=site&utm_source=github&cft=copilot_li.copilot_plans)
####
What's included:
* Unlimited code completion and next edit
* Access to cloud agent and code review[1](https://github.com/features/copilot#footnote-1)
* Access to broad model catalog
* Access to 3rd party agents
* Access control, budget control, and governance
* IP indemnity and data privacy
* Web-based support
### Enterprise
For org-wide rollout and larger pooled credits.
$39USDper user / month
####
Everything in Business and:
* Priority access to new models and features
* 2x included usage than Business
Best value
GitHub Copilot is available on your favorite platforms:
* GitHubGitHub
* Visual StudioVisual Studio
* VS CodeVisual Studio Code
* XcodeXcode
* JetBrainsJetBrains
* NeovimNeovim
* Eclipse IDEEclipse IDE
* RaycastRaycast
[Compare all plan features](https://github.com/features/copilot/plans?locale=en-US#compare)
Changelog
### [Preview the latest features](https://github.com/features/preview?locale=en-US)
Be the first to explore what’s next for GitHub Copilot.
See previews
Blog
### [Explore the GitHub Blog](https://github.blog/tag/github-copilot/)
Discover the latest in software development with insights, best practices, and more.
Read blog
Trust Center
### [Visit the GitHub Copilot Trust Center](https://copilot.github.trust.page/)
Gain peace of mind with our security, privacy, and responsible Al policies.
Go to Trust Center
###
Frequently Asked Questions
#### General
#### What is GitHub Copilot?
GitHub Copilot transforms the developer experience. Backed by the leaders in AI, GitHub Copilot provides contextualized assistance throughout the software development lifecycle, from inline suggestions and chat assistance in the IDE to code explanations and answers to docs in GitHub and more. With GitHub Copilot elevating their workflow, developers can focus on: value, innovation, and happiness.
GitHub Copilot enables developers to focus more energy on problem solving and collaboration and spend less effort on the mundane and boilerplate. That’s why developers who use GitHub Copilot report up to 75% higher satisfaction with their jobs than those who don’t and are up to 55% more productive at writing code without sacrifice to quality, which all adds up to engaged developers shipping great software faster.
GitHub Copilot integrates with leading editors, including Visual Studio Code, Visual Studio, JetBrains IDEs, and Neovim, and, unlike other AI coding assistants, is natively built into GitHub. Growing to millions of individual users and tens of thousands of business customers, GitHub Copilot is the world’s most widely adopted AI developer tool and the competitive advantage developers ask for by name.
#### Who is eligible to access GitHub Copilot for free?
GitHub Copilot Free is a new free pricing tier with limited functionality for individual developers. Users assigned a Copilot Business or Copilot Enterprise seat are not eligible for access. Users with access to Copilot Pro through a paid subscription, trial, or through an existing verified OSS, student, faculty, or MVP account may elect to use Free instead.
#### What languages, IDEs, and platforms does GitHub Copilot support?
GitHub Copilot is trained on all languages that appear in public repositories. For each language, the quality of suggestions you receive may depend on the volume and diversity of training data for that language. For example, JavaScript is well-represented in public repositories and is one of GitHub Copilot’s best supported languages. Languages with less representation in public repositories may produce fewer or less robust suggestions.
GitHub Copilot is available as an extension in Visual Studio Code, Visual Studio, Vim, Neovim, the JetBrains suite of IDEs, and Azure Data Studio. Although inline suggestion functionality is available across all these extensions, chat functionality is currently available only in Visual Studio Code, JetBrains, and Visual Studio. GitHub Copilot is also supported in terminals through GitHub CLI and as a chat integration in Windows Terminal Canary. With the GitHub Copilot Enterprise plan, GitHub Copilot is natively integrated into GitHub.com. All plans are supported in GitHub Copilot in GitHub Mobile. GitHub Mobile for Copilot Pro and Copilot Business have access to Bing and public repository code search. Copilot Enterprise in GitHub Mobile gives you additional access to your organization's knowledge.
#### Does GitHub Copilot “copy/paste”?
No, GitHub Copilot generates suggestions using probabilistic determination.
* When thinking about intellectual property and open source issues, it is critical to understand how GitHub Copilot really works. The AI models that create GitHub Copilot’s suggestions may be trained on public code, but do not contain any code. When they generate a suggestion, they are not “copying and pasting” from any codebase.
* To generate a code suggestion, the GitHub Copilot extension begins by examining the code in your editor—focusing on the lines just before and after your cursor, but also information including other files open in your editor and the URLs of repositories or file paths to identify relevant context. That information is sent to GitHub Copilot’s model, to make a probabilistic determination of what is likely to come next and generate suggestions.
* To generate a suggestion for chat in the code editor, the GitHub Copilot extension creates a contextual prompt by combining your prompt with additional context including the code file open in your active document, your code selection, and general workspace information, such as frameworks, languages, and dependencies. That information is sent to GitHub Copilot’s model, to make a probabilistic determination of what is likely to come next and generate suggestions.
* To generate a suggestion for chat on GitHub.com, such as providing an answer to a question from your chat prompt, GitHub Copilot creates a contextual prompt by combining your prompt with additional context including previous prompts, the open pages on GitHub.com as well as retrieved context from your codebase or Bing search. That information is sent to GitHub Copilot’s model, to make a probabilistic determination of what is likely to come next and generate suggestions.
#### What are the differences between the GitHub Copilot Business, GitHub Copilot Enterprise, and GitHub Copilot Individual plans?
GitHub Copilot has multiple offerings for organizations and an offering for individual developers. All the offerings include both inline suggestion and chat assistance. The primary differences between the organization offerings and the individual offering are license management, policy management, and IP indemnity.
Organizations can choose between GitHub Copilot Business and GitHub Copilot Enterprise. GitHub Copilot Business primarily features GitHub Copilot in the coding environment - that is the IDE, CLI and GitHub Mobile. GitHub Copilot Enterprise includes everything in GitHub Copilot Business. It also adds an additional layer of customization for organizations and integrates into GitHub.com as a chat interface to allow developers to converse with GitHub Copilot throughout the platform. GitHub Copilot Enterprise can index an organization’s codebase for a deeper understanding of the customer’s knowledge for more tailored suggestions and will offer customers access to fine-tuned custom, private models for inline suggestions.
GitHub Copilot Individual is designed for individual developers, freelancers, students, educators, and open source maintainers. The plan includes all the features of GitHub Copilot Business except organizational license management, policy management, and IP indemnity.
#### What data has GitHub Copilot been trained on?
GitHub Copilot is powered by generative AI models developed by GitHub, OpenAI, and Microsoft. It has been trained on natural language text and source code from publicly available sources, including code in public repositories on GitHub. Starting on April 24, GitHub may also use interactions from users with a Copilot Free, Copilot Pro, and Copilot Pro+ subscription - including inputs, outputs, code snippets, and associated context - to train and improve our AI models unless they have opted out. This allows us to build more intelligent, context-aware coding assistance for a more diverse set of coding tasks based on real-world development patterns. Users were notified 30 days before the change went into effect and can opt out from allowing their data to be used for training in their GitHub account settings at any time.
#### Which plan includes GitHub Copilot Autofix?
GitHub Copilot Autofix provides contextual explanations and code suggestions to help developers fix vulnerabilities in code, and is included in [GitHub Advanced Security](https://github.com/enterprise/advanced-security?locale=en-US)
.
#### What if I do not want GitHub Copilot?
GitHub Copilot is entirely optional and requires you to opt in before gaining access. You can easily configure its usage directly in the editor, enabling or disabling it at any time. Additionally, you have control over which file types GitHub Copilot is active for.
#### How do I control access to GitHub Copilot in my company?
Access to Copilot Business and Enterprise is managed by your GitHub Administrator. They can control access to preview features, models, and set GitHub Copilot policies for your organization. Additionally, you can use your network firewall to explicitly allow access to Copilot Business and/or block access to Copilot Pro or Free. For more details, refer to the [documentation](https://docs.github.com/en/copilot/managing-copilot/managing-github-copilot-in-your-organization/managing-access-to-github-copilot-in-your-organization)
.
#### Plans & Pricing
#### What are the differences between the Free, Pro, Pro+, Max, Business, and Enterprise plans?
GitHub Copilot has multiple offerings for organizations and an offering for individual developers. All the offerings include both code completion and chat assistance. The primary differences between the organization offerings and the individual offering are license management, policy management, and IP indemnity.
Organizations can choose between GitHub Copilot Business and GitHub Copilot Enterprise. GitHub Copilot Business primarily features GitHub Copilot in the coding environment - that is the IDE, CLI and GitHub Mobile. GitHub Copilot Enterprise includes everything in GitHub Copilot Business. It also adds an additional layer of customization for organizations and integrates into GitHub.com as a chat interface to allow developers to converse with Copilot throughout the platform. GitHub Copilot Enterprise can index an organization’s codebase for a deeper understanding of the customer’s knowledge for more tailored suggestions and will offer customers access to fine-tuned custom, private models for code completion.
GitHub Copilot Pro is designed for individual developers, freelancers, students, educators, and open source maintainers. The plan includes all the features of GitHub Copilot Business except organizational license management, policy management, and IP indemnity.
GitHub Copilot Max is built for heavy Copilot usage, including sustained agent-driven workflows, and includes $100/month in GitHub AI Credits.
#### How can I upgrade my GitHub Copilot Free license to Copilot Pro?
If you're on the Free plan, you can upgrade to Pro through your [Copilot settings page](https://github.com/settings/copilot?locale=en-US)
or directly on the [Copilot marketing page](https://github.com/features/copilot?locale=en-US)
.
#### What is included in GitHub Copilot Free?
GitHub Copilot Free users are limited to 2000 completions and 50 chat requests (including Copilot Edits).
#### Which plan includes GitHub Copilot Autofix?
GitHub Copilot Autofix provides contextual explanations and code suggestions to help developers fix vulnerabilities in code, and is included in GitHub Advanced Security and available to all public repositories.
#### Can users in my organization use Copilot code reviews for their pull requests if they don’t have a Copilot license?
[Organizations can now enable Copilot code review on all pull requests on github.com—including pull requests from users who are not assigned a Copilot license](https://docs.github.com/en/enterprise-cloud@latest/copilot/concepts/agents/code-review)
.
This allows you to extend the quality and rich analysis of Copilot code review to all pull requests, regardless of its author, giving you complete coverage and confidence that pull requests have been reviewed.
To enable this functionality, an enterprise/org admin must first have Copilot enabled and then enabled two policies.
**Note**: This capability is not supported for Copilot code reviews in VS Code or other IDEs.
#### How does billing work for Copilot code review usage generated by users without a Copilot license?
Usage from non-licensed users is billed directly to your organization as GitHub AI Credits. This flexible model allows you to get full review coverage on every PR without purchasing a full Copilot seat for non-development contributors who may not need Copilot.
Usage from your existing licensed users continues to draw from their included monthly allowance as it does today. Beginning June 1, 2026, code review workflows also consume GitHub Actions minutes.
#### Is Copilot code review usage from users without a Copilot license enabled by default? How do I control the cost?
No. This capability is off by default and gives the enterprise admin control to enable or disable. An admin must explicitly enable two separate policies to activate:
1. **‘GitHub AI Credits paid usage’** must be enabled to allow enterprises to be charged for GitHub AI Credits exceeding their included usage.
2. A new Copilot code review policy (**‘Allow members without a Copilot license to use Copilot code review in github.com’**) must also be enabled.
We encourage admins to [set up budgets to control spending on our metered products](https://docs.github.com/en/billing/tutorials/set-up-budgets)
, especially customers who have not enabled the ‘Premium request paid usage’ policy in the past. You can track all premium request usage in your billing dashboard to monitor and control spending.
#### What are GitHub AI Credits?
GitHub AI Credits are how you pay for AI usage in GitHub Copilot. Every plan includes a monthly allowance: 1 AI credit = $0.01 USD.
You use credits when you chat with Copilot, work with agents, or use Copilot CLI, Spaces, and Spark. Code completions and next edit suggestions don't use credits. They remain unlimited with every paid plan.
How many credits an interaction uses depends on the model you choose and the complexity of the task. A quick question to a lightweight model costs a fraction of a credit. A longer agent session on a frontier model across many files costs more.
#### What happens when I hit my usage limit?
When you've used your monthly allowance, you have a few options:
* Wait for your next cycle. Your included allowance resets every month.
* Keep working with paid usage. Set a dollar budget for additional usage and Copilot continues without interruption. Credits draw down at $0.01 each, so a $10 budget covers 1,000 credits.
* Switch to a less expensive model. Lightweight models use fewer credits per interaction and stretch your remaining allowance further.
On GitHub Copilot Business and GitHub Copilot Enterprise, admins set usage limits and decide whether additional paid usage is allowed. If it isn't, Copilot pauses until the next cycle.
You can track your usage and reset date in your Copilot settings, with alerts at 75%, 90%, and 100% of any configured budget.
#### Privacy
#### What personal data does GitHub Copilot process?
GitHub Copilot processes personal data based on how Copilot is accessed and used: whether via GitHub.com, mobile app, extensions, or one of various IDE extensions, or through features like suggestions for the command line interface (CLI), IDE code completions, or personalized chat on GitHub.com. The types of personal data processed may include:
* **User Engagement Data:** This includes pseudonymous identifiers captured on user interactions with Copilot, such as accepted or dismissed completions, error messages, system logs, and product usage metrics.
* **Prompts:** These are inputs for chat or code, along with context, sent to Copilot's AI to generate suggestions.
* **Suggestions:** These are the AI-generated code lines or chat responses provided to users based on their prompts.
* **Feedback Data:** This comprises real-time user feedback, including reactions (e.g., thumbs up/down) and optional comments, along with feedback from support tickets.
#### Does GitHub use Copilot Business or Enterprise data to train GitHub’s model?
No. GitHub does not use either Copilot Business or Enterprise data to train its models.
#### How does GitHub use the Copilot data from Business and Enterprise Subscribers?
How GitHub uses Copilot data depends on how the user accesses Copilot and for what purpose. Users can access GitHub Copilot through the web, extensions, mobile apps, computer terminal, and various IDEs (Integrated Development Environments). GitHub generally uses personal data to:
* Deliver, maintain, and update the services as per the customer's configuration and usage, to ensure personalized experiences and recommendations
* Troubleshoot, which involves preventing, detecting, resolving, and mitigating issues, including security incidents and product-related problems, by fixing software bugs and maintaining the online services' functionality and up-to-dateness
* Enhance user productivity, reliability, effectiveness, quality, privacy, accessibility, and security by keeping the service current and operational
These practices are outlined in GitHub’s Data Protection Agreement ([DPA](https://github.com/customer-terms/github-data-protection-agreement?locale=en-US)
), which details our data handling commitments to our data controller customers. GitHub also uses certain personal data with customer authorization under the DPA, for the following purposes:
* Billing and account management
* To comply with and resolve legal obligations
* For abuse detection, prevention, and protection, virus scanning, and scanning to detect violations of terms of service
* To generate summary reports for calculating employee commissions and partner incentives
* To produce aggregated reports for internal use and strategic planning, covering areas like forecasting, revenue analysis, capacity planning, and product strategy.
#### How does GitHub use the Copilot data from Individual (Free/Pro/Pro+) Subscribers?
GitHub uses the Copilot data from Individual subscribers for all the operational purposes described above for Business/Enterprise subscribers.
**In addition, for Individual subscribers only:** GitHub may use Copilot interaction data — including prompts (inputs), **s**uggestions (outputs), and code snippets generated during Copilot sessions — to train and improve AI models. This training helps improve code suggestions for all Copilot users.
Individual subscribers can opt out of having their data used for AI model training at any time through [https://github.com/settings/copilot/features](https://github.com/settings/copilot/features?locale=en-US)
. Opting out does not affect your access to Copilot features.
For details on GitHub's data processing activities as a controller, particularly for Copilot Free, Copilot Pro, and Copilot Pro customers, refer to the [GitHub Terms of Service](https://docs.github.com/en/site-policy/github-terms/github-terms-of-service)
and the [GitHub Privacy Statement.](https://docs.github.com/en/site-policy/privacy-policies/github-general-privacy-statement)
#### How long does GitHub retain Copilot data for Business and Enterprise customers?
If and for how long GitHub’s retains Copilot data depends on how a Copilot user accesses Copilot and for what purpose. The default settings for Copilot Business and Enterprise Customers are as follows:
**Access through IDE for Chat and Code Completions:**
* Prompts and Suggestions: Not retained
* User Engagement Data: Kept for two years.
* Feedback Data: Stored for as long as needed for its intended purpose.
**All other GitHub Copilot access and use:**
* Prompts and Suggestions: Retained for 28 days.
* User Engagement Data: Kept for two years.
* Feedback Data: Stored for as long as needed for its intended purpose.
#### Why do some Copilot features retain prompts and suggestions?
Retaining prompts and suggestions is necessary for chat on github.com, mobile, and CLI Copilot because those features’ effectiveness depends on using thread history to improve responses. The Copilot model requires access to previous interactions to deliver accurate and relevant suggestions.
#### Does GitHub Copilot support compliance with the GDPR and other data protection laws?
Yes. GitHub and customers can enter a [Data Protection Agreement](https://github.com/customer-terms/github-data-protection-agreement?locale=en-US)
that supports compliance with the GDPR and similar legislation.
#### Does GitHub Copilot ever output personal data?
While we've designed GitHub Copilot with privacy in mind, the expansive definition of personal data under legislation like the EU’s General Data Protection Regulation (GDPR) means we can't guarantee it will never output such data. The Large Language Model (LLM) powering GitHub Copilot was trained on public code and there were instances in our tests where the tool made suggestions resembling personal data. These suggestions were typically synthesized and not tied to real individuals.
#### How does Copilot allow users to access, alter or delete personal data?
These actions are available to Copilot users as described in the [GitHub Privacy Statement](https://docs.github.com/en/site-policy/privacy-policies/github-general-privacy-statement#your-privacy-rights)
.
#### Responsible AI
#### What are the intellectual property considerations when using GitHub Copilot?
The primary IP considerations for GitHub Copilot relate to copyright. The model that powers Copilot is trained on a broad collection of publicly accessible code, which may include copyrighted code, and Copilot’s suggestions (in rare instances) may resemble the code its model was trained on. Here’s some basic information you should know about these considerations:
Copyright law permits the use of copyrighted works to train AI models: Countries around the world have provisions in their copyright laws that enable machines to learn, understand, extract patterns, and facts from copyrighted materials, including software code. For example, the European Union, Japan, and Singapore, have express provisions permitting machine learning to develop AI models. Other countries including Canada, India, and the United States also permit such training under their fair use/fair dealing provisions. GitHub Copilot’s AI model was trained with the use of code from GitHub’s public repositories—which are publicly accessible and within the scope of permissible copyright use.
What about copyright risk in suggestions? In rare instances (less than 1% based on GitHub’s research), suggestions from GitHub may match examples of code used to train GitHub’s AI model. Again, Copilot does not “look up” or “copy and paste” code, but is instead using context from a user’s workspace to synthesize and generate a suggestion.
Our experience shows that matching suggestions are most likely to occur in two situations: (i) when there is little or no context in the code editor for Copilot’s model to synthesize, or (ii) when a matching suggestion represents a common approach or method. If a code suggestion matches existing code, there is risk that using that suggestion could trigger claims of copyright infringement, which would depend on the amount and nature of code used, and the context of how the code is used. In many ways, this is the same risk that arises when using any code that a developer does not originate, such as copying code from an online source, or reusing code from a library. That is why responsible organizations and developers recommend that users employ code scanning policies to identify and evaluate potential matching code.
In Copilot, you can opt whether to allow Copilot to suggest code completions that match publicly available code on GitHub.com. For more information, see "[Configuring GitHub Copilot settings on GitHub.com](https://docs.github.com/enterprise-cloud@latest/copilot/managing-copilot/managing-copilot-as-an-individual-subscriber/managing-copilot-policies-as-an-individual-subscriber#enabling-or-disabling-suggestions-matching-public-code)
". If you have allowed suggestions that match public code, GitHub Copilot can provide you with details about the matching code when you accept such suggestions. Matching code does not necessarily mean copyright infringement, so it is ultimately up to the user to determine whether to use the suggestion, and what and who to attribute (along with other license compliance) in appropriate circumstances.
#### Does GitHub Copilot include a filtering mechanism to mitigate risk?
Yes, GitHub Copilot does include an optional code referencing filter to detect and suppress certain suggestions that match public code on GitHub.
* GitHub has created a duplication detection filter to detect and suppress suggestions that contain code segments over a certain length that match public code on GitHub. This filter can be enabled by the administrator for your enterprise and it can apply for all organizations within your enterprise, or the administrator can defer control to individual organizations.
* With the filter enabled, Copilot checks code suggestions for matches or near-matches against public code on GitHub of 65 lexemes or more (on average,150 characters). If there is a match, the suggestion will not be shown to the user.
* In addition to off-topic, harmful, and offensive output filters, GitHub Copilot also scans the outputs for vulnerable code.
#### Does GitHub Copilot include features to make it easier for users to identify potentially relevant open source licenses for matching suggestions?
Yes, GitHub Copilot is previewing a [code referencing feature](https://github.blog/2023-08-03-introducing-code-referencing-for-github-copilot/)
as an additional tool to assist users to find and review potentially relevant open source licenses. Code referencing is currently available in Visual Studio Code. This feature searches across public GitHub repositories for code that matches a Copilot suggestion. If there’s a match, users will find its information displayed in the Copilot console log, including where the match occurred, any applicable licenses, and a deep link to learn more. The deep link will take users to a navigable page on GitHub.com to browse examples of the code match and their repository licenses, and see how many repositories—including ones without licenses—that code appears in, as well as links to those repositories. Copilot users can review this information to determine whether the applicable suggestions are suitable for use, and whether additional measures may be necessary to use them.
#### Who owns the suggestions provided by GitHub Copilot?
We don’t determine whether a suggestion is capable of being owned, but we are clear that GitHub does not claim ownership of a suggestion. Whether a suggestion generated by an AI model can be owned depends on many factors (e.g. the intellectual property law in the relevant country, the length of the suggestion, the extent that suggestion is considered ‘functional’ instead of expressive, etc).
* If a suggestion is capable of being owned, our terms are clear: GitHub does not claim ownership.
* GitHub does not claim ownership of any suggestion. In certain cases, it is possible for Copilot to produce similar suggestions to different users. For example, two unrelated users both starting new files to code the quicksort algorithm in Java will likely get the same suggestion. The possibility of providing similar suggestions to multiple users is a common part of generative AI systems.
#### Can GitHub Copilot introduce insecure code in its suggestions?
Public code may contain insecure coding patterns, bugs, or references to outdated APIs or idioms. When GitHub Copilot synthesizes code suggestions based on this data, it can also synthesize code that contains these undesirable patterns. Copilot has filters in place that either block or notify users of insecure code patterns that are detected in Copilot suggestions. These filters target the most common vulnerable coding patterns, including [hardcoded credentials](https://cwe.mitre.org/data/definitions/798.html)
, [SQL injections](https://cwe.mitre.org/data/definitions/89.html)
, and [path injections](https://cwe.mitre.org/data/definitions/22.html)
. Additionally, in recent years we’ve provided tools such as GitHub Advanced Security, GitHub Actions, Dependabot, and CodeQL to open source projects to help improve code quality. Of course, you should always use GitHub Copilot together with good testing and code review practices and security tools, as well as your own judgment.
#### Is GitHub Copilot intended to fully automate code generation and replace developers?
No. Copilot is a tool intended to make developers more efficient. It’s not intended to replace developers, who should continue to apply the same sorts of safeguards and diligence they would apply with regard to any third-party code of unknown origin.
* The product is called “Copilot” not “Autopilot” and it’s not intended to generate code without oversight. You should use exactly the same sorts of safeguards and diligence with Copilot’s suggestions as you would use with any third-party code.
* Identifying best practices for use of third party code is beyond the scope of this section. That said, whatever practices your organization currently uses – rigorous functionality testing, code scanning, security testing, etc. – you should continue these policies with Copilot’s suggestions. Moreover, you should make sure your code editor or editor does not automatically compile or run generated code before you review it.
#### Can GitHub Copilot users simply use suggestions without concern?
Not necessarily. GitHub Copilot users should align their use of Copilot with their respective risk tolerances.
* As noted above, GitHub Copilot is not intended to replace developers, or their individual skill and judgment, and is not intended to fully automate the process of code development. The same risks that apply to the use of any third-party code apply to the use of Copilot’s suggestions.
* Depending on your particular use case, you should consider implementing the protections discussed above. It is your responsibility to assess what is appropriate for the situation and implement appropriate safeguards.
* You’re entitled to IP indemnification from GitHub for the unmodified suggestions when Copilot’s filtering is enabled. If you do elect to enable this feature, the copyright responsibility is ours, not our customers. As part of our ongoing commitment to responsible AI, GitHub and Microsoft extends our IP indemnity and protection support to our customers who are empowering their teams with GitHub Copilot. See [Microsoft's Copilot Copyright Commitment](https://blogs.microsoft.com/on-the-issues/2023/09/07/copilot-copyright-commitment-ai-legal-concerns/)
for more details.
#### Does GitHub Copilot support accessibility features?
We are conducting internal testing of GitHub Copilot’s ease of use by developers with disabilities and working to ensure that GitHub Copilot is accessible to all developers. Please feel free to share your feedback on GitHub Copilot accessibility in our [feedback forum](https://github.com/github-community/community/discussions/categories/copilot?locale=en-US)
.
#### Does GitHub Copilot produce offensive outputs?
GitHub Copilot includes filters to block offensive language in the prompts and to avoid synthesizing suggestions in sensitive contexts. We continue to work on improving the filter system to more intelligently detect and remove offensive outputs. If you see offensive outputs, please report them directly to [copilot-safety@github.com](mailto:copilot-safety@github.com)
so that we can improve our safeguards. GitHub takes this challenge very seriously and we are committed to addressing it.
#### Will GitHub Copilot work as well using languages other than English?
Given public sources are predominantly in English, GitHub Copilot will likely work less well in scenarios where natural language prompts provided by the developer are not in English and/or are grammatically incorrect. Therefore, non-English speakers might experience a lower quality of service.
GeneralPlans & PricingPrivacyResponsible AI
### General
#### What is GitHub Copilot?
GitHub Copilot transforms the developer experience. Backed by the leaders in AI, GitHub Copilot provides contextualized assistance throughout the software development lifecycle, from inline suggestions and chat assistance in the IDE to code explanations and answers to docs in GitHub and more. With GitHub Copilot elevating their workflow, developers can focus on: value, innovation, and happiness.
GitHub Copilot enables developers to focus more energy on problem solving and collaboration and spend less effort on the mundane and boilerplate. That’s why developers who use GitHub Copilot report up to 75% higher satisfaction with their jobs than those who don’t and are up to 55% more productive at writing code without sacrifice to quality, which all adds up to engaged developers shipping great software faster.
GitHub Copilot integrates with leading editors, including Visual Studio Code, Visual Studio, JetBrains IDEs, and Neovim, and, unlike other AI coding assistants, is natively built into GitHub. Growing to millions of individual users and tens of thousands of business customers, GitHub Copilot is the world’s most widely adopted AI developer tool and the competitive advantage developers ask for by name.
#### Who is eligible to access GitHub Copilot for free?
GitHub Copilot Free is a new free pricing tier with limited functionality for individual developers. Users assigned a Copilot Business or Copilot Enterprise seat are not eligible for access. Users with access to Copilot Pro through a paid subscription, trial, or through an existing verified OSS, student, faculty, or MVP account may elect to use Free instead.
#### What languages, IDEs, and platforms does GitHub Copilot support?
GitHub Copilot is trained on all languages that appear in public repositories. For each language, the quality of suggestions you receive may depend on the volume and diversity of training data for that language. For example, JavaScript is well-represented in public repositories and is one of GitHub Copilot’s best supported languages. Languages with less representation in public repositories may produce fewer or less robust suggestions.
GitHub Copilot is available as an extension in Visual Studio Code, Visual Studio, Vim, Neovim, the JetBrains suite of IDEs, and Azure Data Studio. Although inline suggestion functionality is available across all these extensions, chat functionality is currently available only in Visual Studio Code, JetBrains, and Visual Studio. GitHub Copilot is also supported in terminals through GitHub CLI and as a chat integration in Windows Terminal Canary. With the GitHub Copilot Enterprise plan, GitHub Copilot is natively integrated into GitHub.com. All plans are supported in GitHub Copilot in GitHub Mobile. GitHub Mobile for Copilot Pro and Copilot Business have access to Bing and public repository code search. Copilot Enterprise in GitHub Mobile gives you additional access to your organization's knowledge.
#### Does GitHub Copilot “copy/paste”?
No, GitHub Copilot generates suggestions using probabilistic determination.
* When thinking about intellectual property and open source issues, it is critical to understand how GitHub Copilot really works. The AI models that create GitHub Copilot’s suggestions may be trained on public code, but do not contain any code. When they generate a suggestion, they are not “copying and pasting” from any codebase.
* To generate a code suggestion, the GitHub Copilot extension begins by examining the code in your editor—focusing on the lines just before and after your cursor, but also information including other files open in your editor and the URLs of repositories or file paths to identify relevant context. That information is sent to GitHub Copilot’s model, to make a probabilistic determination of what is likely to come next and generate suggestions.
* To generate a suggestion for chat in the code editor, the GitHub Copilot extension creates a contextual prompt by combining your prompt with additional context including the code file open in your active document, your code selection, and general workspace information, such as frameworks, languages, and dependencies. That information is sent to GitHub Copilot’s model, to make a probabilistic determination of what is likely to come next and generate suggestions.
* To generate a suggestion for chat on GitHub.com, such as providing an answer to a question from your chat prompt, GitHub Copilot creates a contextual prompt by combining your prompt with additional context including previous prompts, the open pages on GitHub.com as well as retrieved context from your codebase or Bing search. That information is sent to GitHub Copilot’s model, to make a probabilistic determination of what is likely to come next and generate suggestions.
#### What are the differences between the GitHub Copilot Business, GitHub Copilot Enterprise, and GitHub Copilot Individual plans?
GitHub Copilot has multiple offerings for organizations and an offering for individual developers. All the offerings include both inline suggestion and chat assistance. The primary differences between the organization offerings and the individual offering are license management, policy management, and IP indemnity.
Organizations can choose between GitHub Copilot Business and GitHub Copilot Enterprise. GitHub Copilot Business primarily features GitHub Copilot in the coding environment - that is the IDE, CLI and GitHub Mobile. GitHub Copilot Enterprise includes everything in GitHub Copilot Business. It also adds an additional layer of customization for organizations and integrates into GitHub.com as a chat interface to allow developers to converse with GitHub Copilot throughout the platform. GitHub Copilot Enterprise can index an organization’s codebase for a deeper understanding of the customer’s knowledge for more tailored suggestions and will offer customers access to fine-tuned custom, private models for inline suggestions.
GitHub Copilot Individual is designed for individual developers, freelancers, students, educators, and open source maintainers. The plan includes all the features of GitHub Copilot Business except organizational license management, policy management, and IP indemnity.
#### What data has GitHub Copilot been trained on?
GitHub Copilot is powered by generative AI models developed by GitHub, OpenAI, and Microsoft. It has been trained on natural language text and source code from publicly available sources, including code in public repositories on GitHub. Starting on April 24, GitHub may also use interactions from users with a Copilot Free, Copilot Pro, and Copilot Pro+ subscription - including inputs, outputs, code snippets, and associated context - to train and improve our AI models unless they have opted out. This allows us to build more intelligent, context-aware coding assistance for a more diverse set of coding tasks based on real-world development patterns. Users were notified 30 days before the change went into effect and can opt out from allowing their data to be used for training in their GitHub account settings at any time.
#### Which plan includes GitHub Copilot Autofix?
GitHub Copilot Autofix provides contextual explanations and code suggestions to help developers fix vulnerabilities in code, and is included in [GitHub Advanced Security](https://github.com/enterprise/advanced-security?locale=en-US)
.
#### What if I do not want GitHub Copilot?
GitHub Copilot is entirely optional and requires you to opt in before gaining access. You can easily configure its usage directly in the editor, enabling or disabling it at any time. Additionally, you have control over which file types GitHub Copilot is active for.
#### How do I control access to GitHub Copilot in my company?
Access to Copilot Business and Enterprise is managed by your GitHub Administrator. They can control access to preview features, models, and set GitHub Copilot policies for your organization. Additionally, you can use your network firewall to explicitly allow access to Copilot Business and/or block access to Copilot Pro or Free. For more details, refer to the [documentation](https://docs.github.com/en/copilot/managing-copilot/managing-github-copilot-in-your-organization/managing-access-to-github-copilot-in-your-organization)
.
### Plans & Pricing
#### What are the differences between the Free, Pro, Pro+, Max, Business, and Enterprise plans?
GitHub Copilot has multiple offerings for organizations and an offering for individual developers. All the offerings include both code completion and chat assistance. The primary differences between the organization offerings and the individual offering are license management, policy management, and IP indemnity.
Organizations can choose between GitHub Copilot Business and GitHub Copilot Enterprise. GitHub Copilot Business primarily features GitHub Copilot in the coding environment - that is the IDE, CLI and GitHub Mobile. GitHub Copilot Enterprise includes everything in GitHub Copilot Business. It also adds an additional layer of customization for organizations and integrates into GitHub.com as a chat interface to allow developers to converse with Copilot throughout the platform. GitHub Copilot Enterprise can index an organization’s codebase for a deeper understanding of the customer’s knowledge for more tailored suggestions and will offer customers access to fine-tuned custom, private models for code completion.
GitHub Copilot Pro is designed for individual developers, freelancers, students, educators, and open source maintainers. The plan includes all the features of GitHub Copilot Business except organizational license management, policy management, and IP indemnity.
GitHub Copilot Max is built for heavy Copilot usage, including sustained agent-driven workflows, and includes $100/month in GitHub AI Credits.
#### How can I upgrade my GitHub Copilot Free license to Copilot Pro?
If you're on the Free plan, you can upgrade to Pro through your [Copilot settings page](https://github.com/settings/copilot?locale=en-US)
or directly on the [Copilot marketing page](https://github.com/features/copilot?locale=en-US)
.
#### What is included in GitHub Copilot Free?
GitHub Copilot Free users are limited to 2000 completions and 50 chat requests (including Copilot Edits).
#### Which plan includes GitHub Copilot Autofix?
GitHub Copilot Autofix provides contextual explanations and code suggestions to help developers fix vulnerabilities in code, and is included in GitHub Advanced Security and available to all public repositories.
#### Can users in my organization use Copilot code reviews for their pull requests if they don’t have a Copilot license?
[Organizations can now enable Copilot code review on all pull requests on github.com—including pull requests from users who are not assigned a Copilot license](https://docs.github.com/en/enterprise-cloud@latest/copilot/concepts/agents/code-review)
.
This allows you to extend the quality and rich analysis of Copilot code review to all pull requests, regardless of its author, giving you complete coverage and confidence that pull requests have been reviewed.
To enable this functionality, an enterprise/org admin must first have Copilot enabled and then enabled two policies.
**Note**: This capability is not supported for Copilot code reviews in VS Code or other IDEs.
#### How does billing work for Copilot code review usage generated by users without a Copilot license?
Usage from non-licensed users is billed directly to your organization as GitHub AI Credits. This flexible model allows you to get full review coverage on every PR without purchasing a full Copilot seat for non-development contributors who may not need Copilot.
Usage from your existing licensed users continues to draw from their included monthly allowance as it does today. Beginning June 1, 2026, code review workflows also consume GitHub Actions minutes.
#### Is Copilot code review usage from users without a Copilot license enabled by default? How do I control the cost?
No. This capability is off by default and gives the enterprise admin control to enable or disable. An admin must explicitly enable two separate policies to activate:
1. **‘GitHub AI Credits paid usage’** must be enabled to allow enterprises to be charged for GitHub AI Credits exceeding their included usage.
2. A new Copilot code review policy (**‘Allow members without a Copilot license to use Copilot code review in github.com’**) must also be enabled.
We encourage admins to [set up budgets to control spending on our metered products](https://docs.github.com/en/billing/tutorials/set-up-budgets)
, especially customers who have not enabled the ‘Premium request paid usage’ policy in the past. You can track all premium request usage in your billing dashboard to monitor and control spending.
#### What are GitHub AI Credits?
GitHub AI Credits are how you pay for AI usage in GitHub Copilot. Every plan includes a monthly allowance: 1 AI credit = $0.01 USD.
You use credits when you chat with Copilot, work with agents, or use Copilot CLI, Spaces, and Spark. Code completions and next edit suggestions don't use credits. They remain unlimited with every paid plan.
How many credits an interaction uses depends on the model you choose and the complexity of the task. A quick question to a lightweight model costs a fraction of a credit. A longer agent session on a frontier model across many files costs more.
#### What happens when I hit my usage limit?
When you've used your monthly allowance, you have a few options:
* Wait for your next cycle. Your included allowance resets every month.
* Keep working with paid usage. Set a dollar budget for additional usage and Copilot continues without interruption. Credits draw down at $0.01 each, so a $10 budget covers 1,000 credits.
* Switch to a less expensive model. Lightweight models use fewer credits per interaction and stretch your remaining allowance further.
On GitHub Copilot Business and GitHub Copilot Enterprise, admins set usage limits and decide whether additional paid usage is allowed. If it isn't, Copilot pauses until the next cycle.
You can track your usage and reset date in your Copilot settings, with alerts at 75%, 90%, and 100% of any configured budget.
### Privacy
#### What personal data does GitHub Copilot process?
GitHub Copilot processes personal data based on how Copilot is accessed and used: whether via GitHub.com, mobile app, extensions, or one of various IDE extensions, or through features like suggestions for the command line interface (CLI), IDE code completions, or personalized chat on GitHub.com. The types of personal data processed may include:
* **User Engagement Data:** This includes pseudonymous identifiers captured on user interactions with Copilot, such as accepted or dismissed completions, error messages, system logs, and product usage metrics.
* **Prompts:** These are inputs for chat or code, along with context, sent to Copilot's AI to generate suggestions.
* **Suggestions:** These are the AI-generated code lines or chat responses provided to users based on their prompts.
* **Feedback Data:** This comprises real-time user feedback, including reactions (e.g., thumbs up/down) and optional comments, along with feedback from support tickets.
#### Does GitHub use Copilot Business or Enterprise data to train GitHub’s model?
No. GitHub does not use either Copilot Business or Enterprise data to train its models.
#### How does GitHub use the Copilot data from Business and Enterprise Subscribers?
How GitHub uses Copilot data depends on how the user accesses Copilot and for what purpose. Users can access GitHub Copilot through the web, extensions, mobile apps, computer terminal, and various IDEs (Integrated Development Environments). GitHub generally uses personal data to:
* Deliver, maintain, and update the services as per the customer's configuration and usage, to ensure personalized experiences and recommendations
* Troubleshoot, which involves preventing, detecting, resolving, and mitigating issues, including security incidents and product-related problems, by fixing software bugs and maintaining the online services' functionality and up-to-dateness
* Enhance user productivity, reliability, effectiveness, quality, privacy, accessibility, and security by keeping the service current and operational
These practices are outlined in GitHub’s Data Protection Agreement ([DPA](https://github.com/customer-terms/github-data-protection-agreement?locale=en-US)
), which details our data handling commitments to our data controller customers. GitHub also uses certain personal data with customer authorization under the DPA, for the following purposes:
* Billing and account management
* To comply with and resolve legal obligations
* For abuse detection, prevention, and protection, virus scanning, and scanning to detect violations of terms of service
* To generate summary reports for calculating employee commissions and partner incentives
* To produce aggregated reports for internal use and strategic planning, covering areas like forecasting, revenue analysis, capacity planning, and product strategy.
#### How does GitHub use the Copilot data from Individual (Free/Pro/Pro+) Subscribers?
GitHub uses the Copilot data from Individual subscribers for all the operational purposes described above for Business/Enterprise subscribers.
**In addition, for Individual subscribers only:** GitHub may use Copilot interaction data — including prompts (inputs), **s**uggestions (outputs), and code snippets generated during Copilot sessions — to train and improve AI models. This training helps improve code suggestions for all Copilot users.
Individual subscribers can opt out of having their data used for AI model training at any time through [https://github.com/settings/copilot/features](https://github.com/settings/copilot/features?locale=en-US)
. Opting out does not affect your access to Copilot features.
For details on GitHub's data processing activities as a controller, particularly for Copilot Free, Copilot Pro, and Copilot Pro customers, refer to the [GitHub Terms of Service](https://docs.github.com/en/site-policy/github-terms/github-terms-of-service)
and the [GitHub Privacy Statement.](https://docs.github.com/en/site-policy/privacy-policies/github-general-privacy-statement)
#### How long does GitHub retain Copilot data for Business and Enterprise customers?
If and for how long GitHub’s retains Copilot data depends on how a Copilot user accesses Copilot and for what purpose. The default settings for Copilot Business and Enterprise Customers are as follows:
**Access through IDE for Chat and Code Completions:**
* Prompts and Suggestions: Not retained
* User Engagement Data: Kept for two years.
* Feedback Data: Stored for as long as needed for its intended purpose.
**All other GitHub Copilot access and use:**
* Prompts and Suggestions: Retained for 28 days.
* User Engagement Data: Kept for two years.
* Feedback Data: Stored for as long as needed for its intended purpose.
#### Why do some Copilot features retain prompts and suggestions?
Retaining prompts and suggestions is necessary for chat on github.com, mobile, and CLI Copilot because those features’ effectiveness depends on using thread history to improve responses. The Copilot model requires access to previous interactions to deliver accurate and relevant suggestions.
#### Does GitHub Copilot support compliance with the GDPR and other data protection laws?
Yes. GitHub and customers can enter a [Data Protection Agreement](https://github.com/customer-terms/github-data-protection-agreement?locale=en-US)
that supports compliance with the GDPR and similar legislation.
#### Does GitHub Copilot ever output personal data?
While we've designed GitHub Copilot with privacy in mind, the expansive definition of personal data under legislation like the EU’s General Data Protection Regulation (GDPR) means we can't guarantee it will never output such data. The Large Language Model (LLM) powering GitHub Copilot was trained on public code and there were instances in our tests where the tool made suggestions resembling personal data. These suggestions were typically synthesized and not tied to real individuals.
#### How does Copilot allow users to access, alter or delete personal data?
These actions are available to Copilot users as described in the [GitHub Privacy Statement](https://docs.github.com/en/site-policy/privacy-policies/github-general-privacy-statement#your-privacy-rights)
.
### Responsible AI
#### What are the intellectual property considerations when using GitHub Copilot?
The primary IP considerations for GitHub Copilot relate to copyright. The model that powers Copilot is trained on a broad collection of publicly accessible code, which may include copyrighted code, and Copilot’s suggestions (in rare instances) may resemble the code its model was trained on. Here’s some basic information you should know about these considerations:
Copyright law permits the use of copyrighted works to train AI models: Countries around the world have provisions in their copyright laws that enable machines to learn, understand, extract patterns, and facts from copyrighted materials, including software code. For example, the European Union, Japan, and Singapore, have express provisions permitting machine learning to develop AI models. Other countries including Canada, India, and the United States also permit such training under their fair use/fair dealing provisions. GitHub Copilot’s AI model was trained with the use of code from GitHub’s public repositories—which are publicly accessible and within the scope of permissible copyright use.
What about copyright risk in suggestions? In rare instances (less than 1% based on GitHub’s research), suggestions from GitHub may match examples of code used to train GitHub’s AI model. Again, Copilot does not “look up” or “copy and paste” code, but is instead using context from a user’s workspace to synthesize and generate a suggestion.
Our experience shows that matching suggestions are most likely to occur in two situations: (i) when there is little or no context in the code editor for Copilot’s model to synthesize, or (ii) when a matching suggestion represents a common approach or method. If a code suggestion matches existing code, there is risk that using that suggestion could trigger claims of copyright infringement, which would depend on the amount and nature of code used, and the context of how the code is used. In many ways, this is the same risk that arises when using any code that a developer does not originate, such as copying code from an online source, or reusing code from a library. That is why responsible organizations and developers recommend that users employ code scanning policies to identify and evaluate potential matching code.
In Copilot, you can opt whether to allow Copilot to suggest code completions that match publicly available code on GitHub.com. For more information, see "[Configuring GitHub Copilot settings on GitHub.com](https://docs.github.com/enterprise-cloud@latest/copilot/managing-copilot/managing-copilot-as-an-individual-subscriber/managing-copilot-policies-as-an-individual-subscriber#enabling-or-disabling-suggestions-matching-public-code)
". If you have allowed suggestions that match public code, GitHub Copilot can provide you with details about the matching code when you accept such suggestions. Matching code does not necessarily mean copyright infringement, so it is ultimately up to the user to determine whether to use the suggestion, and what and who to attribute (along with other license compliance) in appropriate circumstances.
#### Does GitHub Copilot include a filtering mechanism to mitigate risk?
Yes, GitHub Copilot does include an optional code referencing filter to detect and suppress certain suggestions that match public code on GitHub.
* GitHub has created a duplication detection filter to detect and suppress suggestions that contain code segments over a certain length that match public code on GitHub. This filter can be enabled by the administrator for your enterprise and it can apply for all organizations within your enterprise, or the administrator can defer control to individual organizations.
* With the filter enabled, Copilot checks code suggestions for matches or near-matches against public code on GitHub of 65 lexemes or more (on average,150 characters). If there is a match, the suggestion will not be shown to the user.
* In addition to off-topic, harmful, and offensive output filters, GitHub Copilot also scans the outputs for vulnerable code.
#### Does GitHub Copilot include features to make it easier for users to identify potentially relevant open source licenses for matching suggestions?
Yes, GitHub Copilot is previewing a [code referencing feature](https://github.blog/2023-08-03-introducing-code-referencing-for-github-copilot/)
as an additional tool to assist users to find and review potentially relevant open source licenses. Code referencing is currently available in Visual Studio Code. This feature searches across public GitHub repositories for code that matches a Copilot suggestion. If there’s a match, users will find its information displayed in the Copilot console log, including where the match occurred, any applicable licenses, and a deep link to learn more. The deep link will take users to a navigable page on GitHub.com to browse examples of the code match and their repository licenses, and see how many repositories—including ones without licenses—that code appears in, as well as links to those repositories. Copilot users can review this information to determine whether the applicable suggestions are suitable for use, and whether additional measures may be necessary to use them.
#### Who owns the suggestions provided by GitHub Copilot?
We don’t determine whether a suggestion is capable of being owned, but we are clear that GitHub does not claim ownership of a suggestion. Whether a suggestion generated by an AI model can be owned depends on many factors (e.g. the intellectual property law in the relevant country, the length of the suggestion, the extent that suggestion is considered ‘functional’ instead of expressive, etc).
* If a suggestion is capable of being owned, our terms are clear: GitHub does not claim ownership.
* GitHub does not claim ownership of any suggestion. In certain cases, it is possible for Copilot to produce similar suggestions to different users. For example, two unrelated users both starting new files to code the quicksort algorithm in Java will likely get the same suggestion. The possibility of providing similar suggestions to multiple users is a common part of generative AI systems.
#### Can GitHub Copilot introduce insecure code in its suggestions?
Public code may contain insecure coding patterns, bugs, or references to outdated APIs or idioms. When GitHub Copilot synthesizes code suggestions based on this data, it can also synthesize code that contains these undesirable patterns. Copilot has filters in place that either block or notify users of insecure code patterns that are detected in Copilot suggestions. These filters target the most common vulnerable coding patterns, including [hardcoded credentials](https://cwe.mitre.org/data/definitions/798.html)
, [SQL injections](https://cwe.mitre.org/data/definitions/89.html)
, and [path injections](https://cwe.mitre.org/data/definitions/22.html)
. Additionally, in recent years we’ve provided tools such as GitHub Advanced Security, GitHub Actions, Dependabot, and CodeQL to open source projects to help improve code quality. Of course, you should always use GitHub Copilot together with good testing and code review practices and security tools, as well as your own judgment.
#### Is GitHub Copilot intended to fully automate code generation and replace developers?
No. Copilot is a tool intended to make developers more efficient. It’s not intended to replace developers, who should continue to apply the same sorts of safeguards and diligence they would apply with regard to any third-party code of unknown origin.
* The product is called “Copilot” not “Autopilot” and it’s not intended to generate code without oversight. You should use exactly the same sorts of safeguards and diligence with Copilot’s suggestions as you would use with any third-party code.
* Identifying best practices for use of third party code is beyond the scope of this section. That said, whatever practices your organization currently uses – rigorous functionality testing, code scanning, security testing, etc. – you should continue these policies with Copilot’s suggestions. Moreover, you should make sure your code editor or editor does not automatically compile or run generated code before you review it.
#### Can GitHub Copilot users simply use suggestions without concern?
Not necessarily. GitHub Copilot users should align their use of Copilot with their respective risk tolerances.
* As noted above, GitHub Copilot is not intended to replace developers, or their individual skill and judgment, and is not intended to fully automate the process of code development. The same risks that apply to the use of any third-party code apply to the use of Copilot’s suggestions.
* Depending on your particular use case, you should consider implementing the protections discussed above. It is your responsibility to assess what is appropriate for the situation and implement appropriate safeguards.
* You’re entitled to IP indemnification from GitHub for the unmodified suggestions when Copilot’s filtering is enabled. If you do elect to enable this feature, the copyright responsibility is ours, not our customers. As part of our ongoing commitment to responsible AI, GitHub and Microsoft extends our IP indemnity and protection support to our customers who are empowering their teams with GitHub Copilot. See [Microsoft's Copilot Copyright Commitment](https://blogs.microsoft.com/on-the-issues/2023/09/07/copilot-copyright-commitment-ai-legal-concerns/)
for more details.
#### Does GitHub Copilot support accessibility features?
We are conducting internal testing of GitHub Copilot’s ease of use by developers with disabilities and working to ensure that GitHub Copilot is accessible to all developers. Please feel free to share your feedback on GitHub Copilot accessibility in our [feedback forum](https://github.com/github-community/community/discussions/categories/copilot?locale=en-US)
.
#### Does GitHub Copilot produce offensive outputs?
GitHub Copilot includes filters to block offensive language in the prompts and to avoid synthesizing suggestions in sensitive contexts. We continue to work on improving the filter system to more intelligently detect and remove offensive outputs. If you see offensive outputs, please report them directly to [copilot-safety@github.com](mailto:copilot-safety@github.com)
so that we can improve our safeguards. GitHub takes this challenge very seriously and we are committed to addressing it.
#### Will GitHub Copilot work as well using languages other than English?
Given public sources are predominantly in English, GitHub Copilot will likely work less well in scenarios where natural language prompts provided by the developer are not in English and/or are grammatically incorrect. Therefore, non-English speakers might experience a lower quality of service.
1. Code review will incur Actions usage.[](https://github.com/features/copilot#pricing-section)
2. Response times may vary during periods of high usage. Requests may be subject to rate limiting.[](https://github.com/features/copilot#pricing-section)
3. Flex allotments will vary over time.[](https://github.com/features/copilot#pricing-section)
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---
# GitHub Security · GitHub
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GitHub Security
Powerful security, designed for developers
==========================================
[Request a demo](https://github.com/security/advanced-security/demo?utm_campaign=Demo_utmroutercampaign&ref_cta=Request+demo&ref_loc=hero&ref_page=%2Fsecurity_category_lp&locale=en-US)
[See plans & pricing](http://github.com/security/plans?ref_cta=pricing&ref_loc=hero&ref_page=%2Fsecurity_category_lp&locale=en-US)
Get enterprise-grade, built-in application security.
----------------------------------------------------
[Explore GitHub Advanced Security](https://github.com/security/advanced-security?locale=en-US)
Find out how platform security strengthens your workflow.
---------------------------------------------------------
[Read about platform security](https://docs.github.com/code-security)
GitHub’s API stays secure with ISO, SOC 2, and GDPR.
----------------------------------------------------
[Visit the Trust Center](https://github.com/trust-center?locale=en-US)
Join the companies that secure their code with GitHub
-----------------------------------------------------
Join the companies that secure their code with GitHub
HashicorpMercado Libre3MLinkedInOtto GroupTelusKPMGCarlseberg Group
HashicorpMercado Libre3MLinkedInOtto GroupTelusKPMGCarlseberg Group
### [Prevent accidental secret exposure](https://github.com/security/advanced-security/secret-protection?locale=en-US)
Push protection automatically blocks secrets before they reach your repository, keeping code clean without disrupting workflows.
Explore GitHub Secret Protection
### [Find and fix vulnerabilities in your code](https://github.com/security/advanced-security/code-security?locale=en-US)
Address security debt in your GitHub workflow with static analysis, AI remediation, and proactive vulnerability management.
Explore GitHub Code Security
### [Enhance your security strategy with the GitHub Security Lab](https://securitylab.github.com/)
Learn how the lab helps secure open source by finding vulnerabilities, building tools like CodeQL, and advancing security research.
Visit the GitHub Security Lab
### [Stay ahead of threats with the Security Advisory Database](https://github.com/advisories?locale=en-US)
Access a security vulnerability database inclusive of CVEs and GitHub originated security advisories from the world of open source software.
Visit the GitHub Security Database
### _GitHub’s supply chain security reduces open source risks_ with auto-updates, dependency tracking, and build attestation.
[Learn more about supply chain security](https://github.com/security/advanced-security/software-supply-chain?locale=en-US)
“
> GitHub Advanced Security empowers our developers to detect and fix vulnerabilities earlier, accelerating our time to market and boosting developer satisfaction.”
Michael SpindlerHead of development services and tools at SAP
### [Otto Group elevates developer engagement with GitHub Advanced Security](https://github.com/customer-stories/otto-group?locale=en-US)
Read customer story
### [SPH Media tames tool sprawl and secures code with GitHub](https://github.com/customer-stories/sph-media?locale=en-US)
Read customer story
### [Postmates uses GitHub Advanced Security to catch vulnerabilities](https://github.com/customer-stories/postmates?locale=en-US)
Read customer story
### Built-in security for developer workflows
[Request a demo](https://www.github.com/security/advanced-security/demo?utm_campaign=Demo_utmroutercampaign&ref_cta=Request%20demo&ref_loc=footer&ref_page=%2Fsecurity_category_lp)
[See plans & pricing](http://github.com/security/plans?ref_cta=pricing&ref_loc=footer&ref_page=%2Fsecurity_category_lp&locale=en-US)
### [Discover developer-first security](https://resources.github.com/security/mission-copilot-autofix-securing-the-worlds-software/)
Take an in-depth look at the current state of application security.
View the webinar
### [Explore the DevSecOps guide](https://github.com/resources/whitepapers/the-enterprise-guide-to-ai-powered-devsecops?locale=en-US)
Learn how to write more secure code from the start with DevSecOps.
Read the whitepaper
### [Avoid AppSec pitfalls](https://github.com/resources/whitepapers/three-appsec-pitfalls-security?locale=en-US)
Explore common application security pitfalls and how to avoid them.
Read the whitepaper
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---
# GitHub Articles • Technical Guides, Developer Insights & Best Practices · GitHub
[Skip to content](https://github.com/resources/articles?topic=ai#start-of-content)
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GitHub Articles
===============
### [AI coding tools for beginner and expert coders](https://github.com/resources/articles/ai-coding-tools)
How beginner and expert coders use AI coding tools to code faster and ship great software.
Learn more
### [What Is Vibe Coding?](https://github.com/resources/articles/what-is-vibe-coding)
Vibe coding is an AI-assisted way to code using plain language prompts, allowing developers to build software faster and think more freely. Learn how vibe coding works and how to use it.
Learn more
### [What are Generative AI Models?](https://github.com/resources/articles/what-are-generative-ai-models)
Learn how generative AI models help businesses succeed.
Learn more
### [What is Agentic AI?](https://github.com/resources/articles/what-is-agentic-ai)
Discover how agentic AI helps software development teams increase productivity and focus on more strategic tasks.
Learn more
### [What are AI agents?](https://github.com/resources/articles/what-are-ai-agents)
AI agents transform software development by automating workflows and enhancing security. Explore the different types of AI agents and get a glimpse into the future of AI in development and security.
Learn more
### [What is prompt engineering?](https://github.com/resources/articles/what-is-prompt-engineering)
Prompt engineering is the practice of crafting effective instructions that guide AI models to produce accurate, useful results.
Learn more
### [What is Unsupervised Learning?](https://github.com/resources/articles/what-is-unsupervised-learning)
Unsupervised learning finds patterns in unlabeled data, making sense of complex datasets.
Learn more
### [What is generative AI (GenAI)?](https://github.com/resources/articles/what-is-generative-ai-genai)
Generative AI creates new content—text, code, images, audio, and video—from existing data.
Learn more
### [What is open source AI?](https://github.com/resources/articles/what-is-open-source-ai)
Open source AI offers more control, clarity, and room to build the way you want.
Learn more
### [What is retrieval-augmented generation (RAG)?](https://github.com/resources/articles/software-development-with-retrieval-augmentation-generation-rag)
AI often struggles with knowledge gaps and factual errors. Learn how retrieval-augmented generation (RAG) helps solve this.
Learn more
### [What is AIOps?](https://github.com/resources/articles/what-is-aiops)
AI for IT operations (AIOps) uses AI to help IT teams reduce downtime and scale operations.
Learn more
### [What are neural networks?](https://github.com/resources/articles/what-are-neural-networks)
Discover what neural networks are and why they’re critical to developing intelligent systems.
Learn more
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---
# GitHub Accelerator · GitHub
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GitHub Accelerator 2024
Powering AI advancements in the open
====================================
[Meet the selected projects](https://github.com/open-source/accelerator#cohort)
[Sign up for updates](https://forms.gle/oi167pL6d2oUkjtL6)
Advancing AI
------------
This year's theme and cohort is about projects who are making AI advancements but in the open. We are looking for people and projects that are building AI-based solutions with an open source license and community to improve the world. With the GitHub Accelerator, we want to pioneer new ways for developers to simply and sustainably work in open source full-time – built on developer's terms.
### Programming and Visibility
Participants engage in a 10-week peer-based cohort program that includes instruction, workshops, and expert speakers. Participants will have the opportunity to amplify through GitHub channels, events and showcases.
### Collaboration and Community
Participants will have a diverse community of builders to learn from within the cohort to exchange ideas, build partnerships, and accelerate project growth and adoption.
### Mentorship and Support
The program will offer mentorship from community and Hubbers in fields of open source, AI, Security as well as topical areas like fundraising and business.
### [unsloth AI](https://github.com/unslothai/unsloth?locale=en-US)
AI Bending the cost curve of fine-tuning models.
Learn more
### [Giskard](https://github.com/Giskard-AI/giskard?locale=en-US)
The testing platform for AI models bringing transparency, and accountability.
Learn more
### [A-Frame](https://github.com/aframevr/aframe?locale=en-US)
Making AR/VR digital world creation accessible to anyone regardless of technical expertise.
Learn more
### [Nav2](https://github.com/open-navigation/navigation2?locale=en-US)
The premier hub for advanced robotics navigation.
Learn more
### [HackingBuddyGPT](https://github.com/ipa-lab/hackingbuddyGPT?locale=en-US)
Autonomous agents and copilots for security teams.
Learn more
### [OpenWebUI](https://github.com/open-webui/open-webui?locale=en-US)
Bringing privacy, security, and performance locally with world-class UI.
Learn more
### [marimo](https://github.com/marimo-team/marimo?locale=en-US)
Raising the bar for ML and data science notebooks.
Learn more
### [LLMware.ai](https://github.com/llmware-ai?locale=en-US)
Simplifying the way enterprises make RAG models, securely and sensitively.
Learn more
### [Talkd.ai](https://github.com/talkdai/dialog?locale=en-US)
Optimizing LLMs with easy RAG deployment and management.
Learn more
### [Web-Check](https://github.com/lissy93/web-check?locale=en-US)
Enhancing web security with advanced solutions.
Learn more
### [LangDrive](https://github.com/addy-ai/langdrive?locale=en-US)
Plug-and-play APIs designed for LLM training.
Learn more
### GitHub Accelerator 2024
Powering AI Advancements in the open.
[Meet the selected projects](https://github.com/open-source/accelerator#cohort)
[Sign up for updates](https://forms.gle/oi167pL6d2oUkjtL6)
### [Support the developers who power open source](https://github.com/sponsors/?locale=en-US)
GitHub Sponsors allows the developer community to financially support the open source projects they depend on, directly on GitHub
Check out GitHub Sponsors
### [Funding the next generation of open source software](https://resources.github.com/github-fund/)
GitHub Fund is partnering with M12 to help open source companies grow. We are thrilled to partner with and invest in the next generation of open source entrepreneurs.
Read more about GitHub Fund
### [The largest open source community in the world](https://github.com/open-source?locale=en-US)
Open source software is free for you to use and explore. Get involved to perfect your craft and be part of something big.
Join one or start your own
### Frequently asked questions
#### What is GitHub Accelerator?
The future of open source depends on critical funding and curriculum to build durable and sustainable projects, GitHub Accelerator aims to propel new careers and companies for today and tomorrow by providing funding, mentorship, and support to help builders focus on their projects and take it to the next level. [See 2023 cohort](https://github.blog/2023-04-12-github-accelerator-our-first-cohort-and-whats-next/)
#### What is GitHub Fund?
GitHub Fund is a dedicated venture capital vehicle focused on open source builders, in partnership with Microsoft’s Venture Fund, M12. The Fund invests in pre-seed and seed stage, open source projects and provides support via GitHub and M12.
#### Who can apply?
Anyone who is a current contributor or maintainer of an open source project on GitHub. You can also apply as a team for a given open source project (max of 3 people). Previous applicants are eligible to apply.
You must also:
* Be age eighteen (18) or older
* Have an active online profile on GitHub
* Be located in one of the regions supported by [GitHub Sponsors](https://github.com/sponsors?locale=en-US)
* Not be a current employee of GitHub and/or any of its parent/subsidiary companies
* Clear open source license
* Open source first project with demonstrated community traction and adoption
* Clear governance structure and plan for utilizing the funds prior to kick-off
* Deep focus in AI, Machine Learning, and AI infrastructure
* Commitment from core leaders to participate in and engage in the required programming
* Agree to [Code of Conduct](https://docs.github.com/en/site-policy/github-terms/github-community-code-of-conduct)
and [Privacy Statement](https://docs.github.com/en/site-policy/privacy-policies/github-privacy-statement)
#### How many projects will be selected? What are you looking for? Who decides who is selected?
We will select 10 projects for the cohort. All of our applications will be evaluated by a selection committee. You’ll be much more likely to be selected if you:
* Have an active and growing set of users
* Understand how you want to grow and maintain your project
* Wish to pursue open source work full-time
We are interested in projects working in the open focused on:
* AI Developers Tools and Infrastructure and Pipeline
* Models and frameworks, including architectures
* Hardware and hardware enablement
* Data and data infrastructure
* Marketplaces and tools that democratize access to AI
* AI powered developer applications and tools
* Cyber security
#### What do I get if my project selected?
As a part of the program, the participants will get:
* $40,000 per project in non-dilutive funding
* 5-10 hours per week of live instruction, workshops, and homework
* Office Hours with GitHub team for security reviews
* Q+As with enterprise Sponsors, community members, and GitHub leaders
* Introduction to, and at least one office hour with, M12, Microsoft’s Venture Fund
* Free access to relevant GitHub products, including a full year of GitHub Copilot
* Eligible projects will receive free Azure AI infrastructure credits including preferred access to high-end GPU virtual machine clusters and white glove go-to-market support
* A shared slack channel with your cohort to collaborate and support each other
#### What do I have to do if I’m selected?
* Selected participants must be able to work on their projects full-time (40 hours/week) during the program. This time commitment is inclusive of the 5-10 hours of weekly instruction, workshops, and homework. All meetings will be hosted in Pacific Standard Time.
* Contribute to the open source resources we have on GitHub so other developers can learn from your experience
#### What is the current timeline for the program?
Applications close March 5, 2024 at 12PM PST. The 2024 cohort program will kick off in April 22, 2024.
#### What is the format of the program?
The program is a 10 week virtual program with a mix of 1-to-1, group sessions, project work, and mentorship. Selected participants outline their goals and objectives at the beginning of the program and are supported to achieve those goals during the program. Participants receive mentorship and curriculum to help further their projects.
#### What are the next steps?
When should we hear back? We will evaluate applications on a rolling basis until they close March 5. Select participants will have a virtual interview to determine next steps. If you do not hear back from us by March 16, 2024 you were not selected to participate.
#### Can I apply if I am already a sponsored developer on GitHub?
Yes! We want to help you expand your funding and support as you look to build a full-time career in open source.
#### I want to help. How can I get involved?
Awesome! Sign up [here for updates](https://forms.gle/oi167pL6d2oUkjtL6)
.
#### What projects have participated in the GitHub Accelerator?
* [2023 cohort](https://github.blog/news-insights/company-news/github-accelerator-our-first-cohort-and-whats-next/)
* [2024 cohort](https://github.blog/open-source/maintainers/github-accelerator-showcase-celebrating-our-second-cohort-and-whats-next/)
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---
# Pricing · Plans for every developer · GitHub
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Try the Copilot-powered platform
================================
We get it, there's a lot you can do with GitHub. That’s why we've packed all of it into a single risk-free trial that includes GitHub Enterprise, Copilot, and Advanced Security.
[Start free for 30 days](https://github.com/organizations/enterprise_plan)
Free
----
The basics for individuals
and organizations
### $ 0 USD per month
###
$ 0 USD
per month forever
[Join for free](https://github.com/join?plan=free&ref_cta=Join%2520for%2520free&ref_loc=cards&ref_page=%2Fpricing&source=pricing-card-free)
* Unlimited public/private repositories
Host open source projects in public GitHub repositories, accessible via web or command line. Public repositories are accessible to anyone at GitHub.com.
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* Dependabot security and version updates
Keep projects secure by automatically opening pull requests to update vulnerable dependencies and keep them up to date.
### Uh oh!
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.
* 2,000 CI/CD minutes/month
Free for public repositories
Use execution minutes with GitHub Actions to automate your software development workflows. Write tasks and combine them to build, test, and deploy any code project on GitHub.
### Uh oh!
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* 500MB of Packages storage
Free for public repositories
Host your own software packages or use them as dependencies in other projects. Both private and public hosting available.
### Uh oh!
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* Issues & Projects
Give your developers flexible features for project management that adapts to any team, project, and workflow — all alongside your code.
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* Community support
Get help with most of your GitHub questions and issues in our Community Forum.
### Uh oh!
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#### Featured add-ons
* GitHub Codespaces Access
With [GitHub Codespaces](https://github.com/features/codespaces)
, get an instant dev environment in the cloud, so you can code anywhere on any device.
### Uh oh!
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Show features
Most popular
Team
----
Advanced collaboration for
individuals and organizations
### $ 4 USD per user/month
###
$ 4 USD
per user/month for the first 12 months\*
[Continue with Team](https://github.com/join?plan=business&pricing_exp=true&ref_cta=Continue%2520with%2520Team&ref_loc=cards&ref_page=%2Fpricing&setup_organization=true&source=pricing-card-team)
* Everything included in Free, plus...
* Access to GitHub Codespaces
Blazing fast cloud developer environments with flexible compute and pre-configured containers, developers can code, collaborate, and debug from any browser. Pay only for what you use with compute fees starting at $0.18/hr and storage fees at $0.07/GB per month.
### Uh oh!
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* Repository rules
Enforce restrictions on how code branches and tags are merged across your organization, including requiring reviews by selected collaborators, or allowing only specific contributors to work on a particular branch.
### Uh oh!
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* Multiple reviewers in pull requests
Assign multiple users or a team to review a pull request.
### Uh oh!
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.
* Draft pull requests
Easily discuss and collaborate on pull requests before submitting to formal review.
### Uh oh!
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* Code owners
Automatically request reviews—or require approval—by selected contributors when changes are made to sections of code that they own.
### Uh oh!
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.
* Required reviewers
Ensure that pull requests have a specific number of approving reviews before collaborators can make changes to a protected branch.
### Uh oh!
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.
* Pages and Wikis
Host documentation and simple websites for your project in a wiki format that contributors can easily edit either on the web or command line.
### Uh oh!
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.
* Environment deployment branches and secrets
A job cannot access secrets that are defined in an environment unless it is running on the specified branch.
### Uh oh!
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.
* 3,000 CI/CD minutes/month
Free for public repositories
Use execution minutes with GitHub Actions to automate your software development workflows. Write tasks and combine them to build, test, and deploy any code project on GitHub.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/pricing)
.
* 2GB of Packages storage
Free for public repositories
Host your own software packages or use them as dependencies in other projects. Both private and public hosting available.
### Uh oh!
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.
* Web-based support
GitHub Support can help you troubleshoot issues you run into while using GitHub.
### Uh oh!
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.
#### Featured add-ons
* GitHub Secret Protection
Ensure your secrets stay secure. Mitigate risk associated with exposed secrets in your repositories, while preventing new leaks before they happen with push protection.
### Uh oh!
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.
* GitHub Code Security
Find and fix vulnerabilities in your code before they reach production. Prioritize your Dependabot alerts with automated triage rules.
### Uh oh!
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.
Show features
Recommended
Enterprise
----------
Security, compliance,
and flexible deployment
Starting at
### $ 21 USD per user/month
###
$ 21 USD
per user/month for the first 12 months\*
[Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start%2520a%2520free%2520trial&ref_loc=card&ref_page=pricing)
[Contact Sales](https://github.com/enterprise/contact?ref_page=/pricing&ref_cta=Contact%20Sales&ref_loc=cards)
* Everything included in Team, plus...
* Data residency
GitHub Enterprise Cloud offers a multi-tenant enterprise SaaS solution on Microsoft Azure, allowing you to choose a regional cloud deployment for data residency, so your in-scope data is stored at rest in a designated location. [Start a free 30 day trial](https://github.com/account/enterprises/new)
today or [contact our sales team](https://github.com/enterprise/contact/data-residency)
for more information.
### Uh oh!
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.
* Enterprise Managed Users
Own and control the user accounts of your enterprise members through your identity provider (IdP).
### Uh oh!
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.
* User provisioning through SCIM
Automatically invite members to join your organization when you grant access on your IdP. If you remove a member's access to your GitHub organization on your SAML IdP, the member will be automatically removed from the GitHub organization.
### Uh oh!
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.
* Enterprise Account to centrally manage multiple organizations
GitHub Enterprise Cloud includes the option to create an enterprise account, which enables collaboration between multiple organizations, gives administrators a single point of visibility and management and brings license cost savings for identical users in multiple organizations.
### Uh oh!
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.
* Environment protection rules
When a workflow job references an environment, the job won't start until all of the environment's protection rules pass.
### Uh oh!
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.
* Repository rules
Enforce branch and tag protections, as well as push rules across your enterprise. Rule insights allow you to assess impact of rules before and during enforcement.
### Uh oh!
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.
* Audit Log API
As a GitHub Enterprise Cloud organization administrator, you can now access log events using our GraphQL API and monitor the activity in your organization.
### Uh oh!
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.
* SOC1, SOC2, type 2 reports annually
GitHub offers AICPA System and Organization Controls (SOC) 1 Type 2 and SOC 2 Type 2 reports with IAASB International Standards on Assurance Engagements, ISAE 3000, and ISAE 3402.
### Uh oh!
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.
* FedRAMP Tailored Authority to Operate (ATO)
Government users can host projects on GitHub Enterprise Cloud with the confidence that our platform meets the low impact software-as-a-service (SaaS) baseline of security standards set by our U.S. federal government partners.
### Uh oh!
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.
* SAML single sign-on
Use an identity provider to manage the identities of GitHub users and applications.
### Uh oh!
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.
* Advanced auditing
Quickly review the actions performed by members of your organization. Keep copies of audit log data to ensure secure IP and maintain compliance for your organization.
### Uh oh!
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.
* GitHub Connect
Share features and workflows between your GitHub Enterprise Server instance and GitHub Enterprise Cloud.
### Uh oh!
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.
* 50,000 CI/CD minutes/month
Free for public repositories
Use execution minutes with GitHub Actions to automate your software development workflows. Write tasks and combine them to build, test, and deploy any code project on GitHub.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/pricing)
.
* 50GB of Packages storage
Free for public repositories
Host your own software packages or use them as dependencies in other projects. Both private and public hosting available.
### Uh oh!
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.
#### Exclusive add-on
* Premium support
With Premium, get a 30-minute SLA on Urgent tickets and 24/7 web and phone support via callback request. With Premium Plus, get everything in Premium, assigned Customer Reliability Engineer and more.
[Learn more about Premium Support](https://github.com/premium-support)
### Uh oh!
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.
Show features
Additional add-ons
------------------
[### GitHub Copilot\
\
Get started for free with up to 2,000 completions per month.\
\
Compare plans](https://github.com/features/copilot#pricing)
[New\
\
### GitHub Models\
\
Bring industry-leading AI into your workflow, securely, scalably, and with full developer control.\
\
Learn more](https://github.com/features/models)
[### GitHub Advanced Security\
\
Gain peace of mind with our security, privacy, and responsible AI policies.\
\
Learn more](https://github.com/security/plans)
[### GitHub Codespaces\
\
Starting at $0.18 per hour of compute and $0.07 per GB of storage.\
\
Learn more](https://github.com/features/codespaces)
[Preview\
\
### GitHub sandbox (public preview)\
\
Run Copilot agent workflows in isolated, resumable cloud environments.\
\
See pricing details](https://docs.github.com/billing/concepts/product-billing/cloud-and-local-sandboxes)
[### Git Large File Storage\
\
$5 per month for 50 GB bandwidth and 50 GB of storage.\
\
Learn more](https://docs.github.com/repositories/working-with-files/managing-large-files/about-git-large-file-storage)
[Compare all features](https://github.com/pricing#compare-features)
      
       
“GitHub is the world’s mono repository, so sharing our open source there is natural.”
— Martin Andersen, VP of Engineering, Trustpilot
[Read the case study](https://github.com/customer-stories/trustpilot)
“GitHub Advanced Security is there for every pull request and excels compared to other static analysis tools we have used.”
— Dimosthenis Kaponis, CTO, Netdata
[Read the case study](https://github.com/customer-stories/netdata)
“GitHub keeps us up to speed with the industry’s best tools. We want new hires to know GitHub is in our toolchain—it makes them excited to join us.”
— Spencer Kaiser, Principal Architect of Emerging Tech, American Airlines
[Read the case study](https://github.com/customer-stories/american-airlines)
“This collaborative way of building software is unstoppable. It isn’t going away—and GitHub has its place in that. We can make the whole company rethink how they build software.”
— Ingo Sauerzapf, SAP Cloud Development Tools Manager
[Read the case study](https://github.com/customer-stories/sap)
“People know what a pull request is because it’s how they contribute to open source projects. We have many developers who are well-versed with GitHub, either for personal development or previous roles. With GitHub Enterprise, no one has to relearn the wheel.”
— Laurent Ploix, Product Manager, Spotify
[Read the case study](https://github.com/customer-stories/spotify)
“I have seen some truly revolutionary actions happen in communities on GitHub. People are collaborating on code but they’re also having foundational conversations on best practices and how software, as a whole, is built. More and more, GitHub is an internet archive. It’s a deeply social and critical piece of our infrastructure.”
— Michael Glukhovsky, Developer, Stripe
[Read the case study](https://github.com/customer-stories/stripe)
“When we started talking about code reuse, we felt like we already had the perfect platform in place: GitHub.”
— Timothy Carmean, Software Processes and Tools Supervisor, Ford
[Read the case study](https://github.com/customer-stories/ford)
“Using GitHub Enterprise Cloud removes the burden of managing infrastructure, and we don’t need to worry about the availability of our versioning code, source code and versioning tools. It lets us focus on what’s important for our business, and that’s our customers.”
— Victor Gomes, Infosec Tech Manager, Nubank
[Read the case study](https://github.com/customer-stories/nubank)
Compare features
================
Features on team Switch plans
Select a plan to review its features
Free Team Enterprise
Features
Free
----
Team
----
Enterprise
----------
Pricing
$0 USD
per month
$0 USD
per month forever
$4 USD
per user/month
$4 USD
per user/month for the first 12 months\*
$21 USD
per user/month
$21 USD
per user/month for the first 12 months\*
How to get started
[Join for free](https://github.com/join?ref_cta=Join%2520for%2520free&ref_loc=pricing%2520comparison&ref_page=%2Fpricing&source=pricing-comparison-free)
[Continue with Team](https://github.com/join?plan=business&ref_cta=Continue%2520with%2520Team&ref_loc=pricing-comparison&ref_page=%2Fpricing&setup_organization=true&source=pricing-comparison-team)
[Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start%2520a%2520free%2520trial&ref_loc=card&ref_page=pricing)
[Contact Sales](https://github.com/enterprise/contact?ref_page=/pricing&ref_cta=Contact%20Sales&ref_loc=pricing%20comparison)
### Code management
Public repositories
Unlimited
Unlimited
Unlimited
Host open source projects in public GitHub repositories, accessible via web or command line. Public repositories are accessible to anyone at GitHub.com.
### Uh oh!
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.
Unlimited
Unlimited
Unlimited
Private repositories
Unlimited
Unlimited
Unlimited
Host code in private GitHub repositories, accessible via appliance, web, and command line. Private repositories are only accessible to you and people you share them with.
### Uh oh!
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.
Unlimited
Unlimited
Unlimited
### Code workflow
GitHub Codespaces
$0 spend limit
With policies and controls
Ability to increase spend limit
Ability to increase spend limit
Spin up fully configured dev environments in the cloud with the power of your favorite editor. A "core hour" denotes compute usage. On a 2-core machine, you would get 60 hours free. On a 4-core machine, you would get 30 hours free, etc. Free hours are assigned to personal accounts, rather than free organizations.
### Uh oh!
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.
$0 spend limit
With policies and controls
Ability to increase spend limit
Ability to increase spend limit
GitHub Actions
2,000 minutes/month
Free for public repositories
3,000 minutes/month
Free for public repositories
50,000 minutes/month
Free for public repositories
Use execution minutes with GitHub Actions to automate your software development workflows. Write tasks and combine them to build, test, and deploy any code project on GitHub. Minutes are free for public repositories.
[Learn more about billing](https://docs.github.com/billing/managing-billing-for-github-actions/about-billing-for-github-actions)
### Uh oh!
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.
2,000 minutes/month
Free for public repositories
3,000 minutes/month
Free for public repositories
50,000 minutes/month
Free for public repositories
GitHub Packages
500 MB
Free for public repositories
2GB
Free for public repositories
50GB
Free for public repositories
Host your own software packages or use them as dependencies in other projects. Both private and public hosting available. Packages are free for public repositories.
### Uh oh!
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.
500 MB
Free for public repositories
2GB
Free for public repositories
50GB
Free for public repositories
GitHub sandbox (public preview)
Usage-based
Usage-based
Usage-based
Run agent-generated code safely in isolated, stateful cloud environments with snapshot and resume.
### Uh oh!
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.
Usage-based
Usage-based
Usage-based
Code reviews
Review new code, see visual code changes, and confidently merge code changes with automated status checks.
### Uh oh!
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.
Pull requests
Allow contributors to easily notify you of changes they've pushed to a repository – with access limited to the contributors you specify. Easily merge changes you accept.
### Uh oh!
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.
Repository rules
Public repositories
Enforce restrictions on how code branches are merged, including requiring reviews by selected collaborators, or allowing only specific contributors to work on a particular branch.
### Uh oh!
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.
Public repositories
Code owners
Public repositories
Automatically request reviews – or require approval – by selected contributors when changes are made to sections of code that they own.
### Uh oh!
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.
Public repositories
Draft pull requests
Public repositories
Easily discuss and collaborate on pull requests before submitting to formal review.
### Uh oh!
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.
Public repositories
Multiple pull request assignees
Public repositories
Assign more than one person to a pull request.
### Uh oh!
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.
Public repositories
Repository insights
Public repositories
See data about activity and contributions within your repositories, including trends. You can use this data to improve collaboration and make development faster and more effective.
### Uh oh!
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.
Public repositories
Scheduled reminders
Public repositories
Send scheduled messages to you or your team listing open pull requests.
### Uh oh!
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.
Public repositories
Automatic code review assignment
Public repositories
Automatically assign code reviews to members of your team based on one of two algorithms.
### Uh oh!
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.
Public repositories
Environment protection rules
Public repositories
Public repositories
When a workflow job references an environment, the job won't start until all of the environment's protection rules pass.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/pricing)
.
Public repositories
Public repositories
Environment deployment branches and secrets
Public repositories
A job cannot access secrets that are defined in an environment unless it is running on the specified branch.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/pricing)
.
Public repositories
### Collaboration
Collaborators for public repositories
Unlimited
Unlimited
Unlimited
Invite any GitHub member, or all GitHub members, to work with you on code in a public repository you control – including making changes and opening issues.
### Uh oh!
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.
Unlimited
Unlimited
Unlimited
Collaborators for private repositories
Unlimited
$4
per user/month
$21
per user/month
Invite any GitHub member, or all GitHub members, to work with you on code in a private repository you control – including making changes and opening issues.
### Uh oh!
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.
Unlimited
$4
per user/month
$21
per user/month
Issues
Track bugs, enhancements, and other requests, prioritize work, and communicate with stakeholders as changes are proposed and merged.
### Uh oh!
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.
Projects
Visualize and manage issues and pull requests across tables, boards, and roadmaps with custom fields and views that you can arrange to suit your workflow.
### Uh oh!
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.
Milestones
Track progress on groups of issues or pull requests in a repository, and map groups to overall project goals.
### Uh oh!
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.
Organization and team management
Manage access to projects on a team-by-team, or individual user, basis.
### Uh oh!
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.
Pages and wikis
Public repositories
Host documentation and simple websites for your project in a wiki format that contributors can easily edit either on the web or command line.
### Uh oh!
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.
Public repositories
Multiple issue assignees
Public repositories
Assign more than one person to an issue.
### Uh oh!
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.
Public repositories
### GitHub Secret Protection
Push protection
Public repositories
Prevent secret exposures by proactively blocking secrets before they reach your code.
### Uh oh!
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.
Public repositories
Secret scanning
Public repositories
Detect and manage exposed secrets across git history, pull requests, issues, and wikis.
### Uh oh!
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.
Public repositories
Provider patterns
Public repositories
GitHub collaborates with AWS, Azure, and Google Cloud to detect secrets with high accuracy. This minimizes false positives, letting you focus on what matters.
### Uh oh!
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.
Public repositories
Provider notification
Public repositories
Public repositories
Public repositories
Providers get real-time alerts when their tokens appear in public code, enabling them to notify, quarantine, or revoke secrets.
### Uh oh!
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.
Public repositories
Public repositories
Public repositories
Validity checks
Prioritize active secrets with validity checks for provider patterns.
### Uh oh!
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.
Copilot secret scanning
Use AI to detect unstructured like passwords—without the noise.
### Uh oh!
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.
Generic patterns
Detect tokens from unknown providers, including HTTP authentication headers, connection strings, and private keys.
### Uh oh!
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.
Custom patterns
Create your own patterns and find organization-specific secrets.
### Uh oh!
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.
Push protection bypass controls
Manage who can bypass push protection and when.
### Uh oh!
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.
Insights in security overview
Understand how risk is distributed across your organization with security metrics and insight dashboards.
### Uh oh!
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.
Scan history API
Review how and when GitHub scans your repositories for secrets.
### Uh oh!
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.
### Code Security
Copilot Autofix
Public repositories
Powered by GitHub Copilot, generate automatic fixes for 90% of alert types in JavaScript, Typescript, Java, and Python.
### Uh oh!
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.
Public repositories
Third party extensibility for code scanning alerts
Public repositories
Centralize your findings across all your scanning tools via SARIF upload to GitHub.
### Uh oh!
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.
Public repositories
Contextual vulnerability intelligence and advice
Public repositories
Quickly remediate with context provided by Copilot Autofix.
### Uh oh!
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.
Public repositories
CodeQL
Public repositories
Uncover vulnerabilities in your code with our industry-leading semantic code analysis.
### Uh oh!
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.
Public repositories
Security campaigns
Reduce security debt and burn down your security backlog with security campaigns.
### Uh oh!
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.
Dependency graph
Get a clear view of your project’s dependencies with a summary of manifest, lock files, and submitted dependencies via the API.
### Uh oh!
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.
Dependency review action
Catch insecure dependencies before adding them and get insights on licenses, dependents, and age.
### Uh oh!
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.
Dependabot custom auto-triage rules
Define alert-centric policies to control how Dependabot handles alerts and pull requests.
### Uh oh!
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.
Dependabot security updates with grouped updates
Automated pull requests that batch dependency updates for known vulnerabilities.
### Uh oh!
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.
Dependabot version updates
Automated pull requests that keep your dependencies up to date.
### Uh oh!
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.
Insights in security overview
Get a clear view of risk distribution with security metrics and dashboards.
### Uh oh!
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.
### Platform security and compliance
Repository rules
Public repositories
Enforce consistent code standards, security, and compliance across branches and tags.
### Uh oh!
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.
Public repositories
SBOMs
Export a software bill of materials (SBOM) for your repository.
### Uh oh!
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.
Artifact attestations
Public repositories
Public repositories
Ensure unfalsifiable provenance and integrity for your software.
### Uh oh!
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.
Public repositories
Public repositories
GitHub Security Advisories
### Uh oh!
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.
Role-based access control
Define users' level of access to your code, data and settings.
### Uh oh!
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.
Required 2FA
Use an extra layer of security with two factor authentication (2FA) when logging into GitHub.
### Uh oh!
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.
Audit log
Quickly review the actions performed by members of your organization.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/pricing)
.
Audit log API
Keep copies of audit log data to ensure secure IP and maintain compliance for your organization.
### Uh oh!
There was an error while loading. [Please reload this page](https://github.com/pricing)
.
GitHub Connect
Share features and workflows between your GitHub Enterprise Server instance and GitHub Enterprise Cloud.
### Uh oh!
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.
SAML single sign-on (SSO)
Use an identity provider to manage the identities of GitHub users and applications.
### Uh oh!
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.
LDAP
Access GitHub Enterprise Server using your existing accounts and centrally manage repository access.
### Uh oh!
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.
IP allow list
Enterprise Cloud
Limit access to known allowed IP addresses.
### Uh oh!
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.
Enterprise Cloud
### Marketplace and integrations
GitHub Apps
Unlimited
Unlimited
Unlimited
Install apps that integrate directly with GitHub's API to improve development workflows – or build your own for private use or publication in the GitHub Marketplace.
### Uh oh!
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.
Unlimited
Unlimited
Unlimited
Status checks
Define tests that GitHub automatically runs against code being committed to your repository, and get details about failures and what is causing them.
### Uh oh!
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.
Pre-receive hooks
Enterprise Server
Create requirements for automatically accepting or rejecting a push based on the contents of the push.
### Uh oh!
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.
Enterprise Server
### Support and deployment
Community Support
Get help with most of your GitHub questions and issues in our Community Forum.
### Uh oh!
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.
Standard Support
GitHub Support can help you troubleshoot issues you run into while using GitHub. Get support via the web.
### Uh oh!
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.
Premium and Premium Plus Support
Available
With Premium, get a 30-minute SLA on Urgent tickets and 24/7 web and phone support via callback request. With Premium Plus, get everything in Premium, assigned Customer Reliability Engineer and more.
[Learn more about Premium Support](https://github.com/premium-support)
### Uh oh!
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.
Available
Invoice billing
Pay bills via invoice, rather than using your credit card.
### Uh oh!
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.
Self-hosted deployment
Enterprise Server
Self-hosted GitHub for on-prem appliances or self-managed cloud tenants.
### Uh oh!
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.
Enterprise Server
Data residency
Enterprise Cloud
Multi-tenant enterprise SaaS solution on Microsoft Azure, allowing you to choose a regional cloud deployment for data residency, so your in-scope data is stored at rest in a designated location. This is available in the EU and Australia with additional regions coming soon. [Contact our sales team](https://github.com/enterprise/contact/data-residency)
to learn more.
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[### Open source teams\
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If you manage multiple contributors, there’s a free option. We also run GitHub Sponsors, where we help fund your work.\
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Learn more](https://github.com/team)
[### Students and teachers\
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We’ve partnered with industry leaders to give students and teachers free access to the best developer tools—for the school year and beyond.\
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Learn more](https://education.github.com/)
[### Nonprofits\
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Work for a government-recognized nonprofit, association, or 501(c)(3)? Get a discounted Organization on us.\
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Learn more](https://github.com/solutions/industry/nonprofits)
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# Customer stories · GitHub
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[Customer Stories](https://github.com/customer-stories)
[Enterprise](https://github.com/customer-stories/enterprise)
[Team](https://github.com/customer-stories/team)
[All stories](https://github.com/customer-stories/all)
[Start a free trial](https://github.com/organizations/enterprise_plan?ref_cta=Start+a+free+trial&ref_loc=customer+stories+nav&ref_page=%2Fcustomer-stories%3Ftype%3Denterprise)
  
Meet the companies who build with GitHub
========================================
[See all stories](https://github.com/customer-stories/all)
[\
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How GM accelerated software delivery and strengthened engineering culture with GitHub.\
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Read the story](https://github.com/customer-stories/general-motors)
[\
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How AstraZeneca accelerates medicine discovery with GitHub and AI.\
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Read the story](https://github.com/customer-stories/astrazeneca)
[\
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Cathay embraces AI-powered development to deliver securely at scale.\
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Read the story](https://github.com/customer-stories/cathay)
The world's largest developer platform
--------------------------------------
Leading organizations choose GitHub to plan, build, secure and ship software.
* 180M+ Developers
* 90% Fortune 100
* 4M+ Organizations
Businesses that utilize GitHub Enterprise:
GitHub Enterprise provides an end-to-end developer platform to accelerate businesses.
-------------------------------------------------------------------------------------
Industry
* [All](https://github.com/customer-stories/enterprise?industry=All#browse)
* [Advertising & Marketing](https://github.com/customer-stories/enterprise?industry=Advertising%2B%2526%2BMarketing#browse)
* [Automotive](https://github.com/customer-stories/enterprise?industry=Automotive#browse)
* [Education](https://github.com/customer-stories/enterprise?industry=Education#browse)
* [Energy & Utilities](https://github.com/customer-stories/enterprise?industry=Energy%2B%2526%2BUtilities#browse)
* [Financial services](https://github.com/customer-stories/enterprise?industry=Financial%2Bservices#browse)
* [Food & Beverage](https://github.com/customer-stories/enterprise?industry=Food%2B%2526%2BBeverage#browse)
* [Government](https://github.com/customer-stories/enterprise?industry=Government#browse)
* [Healthcare & Life Sciences](https://github.com/customer-stories/enterprise?industry=Healthcare%2B%2526%2BLife%2BSciences#browse)
* [Manufacturing](https://github.com/customer-stories/enterprise?industry=Manufacturing#browse)
* [Media & Entertainment](https://github.com/customer-stories/enterprise?industry=Media%2B%2526%2BEntertainment#browse)
* [Nonprofit](https://github.com/customer-stories/enterprise?industry=Nonprofit#browse)
* [Professional services](https://github.com/customer-stories/enterprise?industry=Professional%2Bservices#browse)
* [Real Estate](https://github.com/customer-stories/enterprise?industry=Real%2BEstate#browse)
* [Retail & ecommerce](https://github.com/customer-stories/enterprise?industry=Retail%2B%2526%2Becommerce#browse)
* [Social & Messaging](https://github.com/customer-stories/enterprise?industry=Social%2B%2526%2BMessaging#browse)
* [Software, Hardware & Technology](https://github.com/customer-stories/enterprise?industry=Software%252C%2BHardware%2B%2526%2BTechnology#browse)
* [Telecommunications](https://github.com/customer-stories/enterprise?industry=Telecommunications#browse)
* [Transportation & Logistics](https://github.com/customer-stories/enterprise?industry=Transportation%2B%2526%2BLogistics#browse)
* [Travel & Hospitality](https://github.com/customer-stories/enterprise?industry=Travel%2B%2526%2BHospitality#browse)
Feature
* [All](https://github.com/customer-stories/enterprise?feature=All#browse)
* [GitHub Actions](https://github.com/customer-stories/enterprise?feature=GitHub%2BActions#browse)
* [GitHub Advanced Security](https://github.com/customer-stories/enterprise?feature=GitHub%2BAdvanced%2BSecurity#browse)
* [GitHub Codespaces](https://github.com/customer-stories/enterprise?feature=GitHub%2BCodespaces#browse)
* [GitHub Copilot](https://github.com/customer-stories/enterprise?feature=GitHub%2BCopilot#browse)
* [GitHub Discussions](https://github.com/customer-stories/enterprise?feature=GitHub%2BDiscussions#browse)
* [GitHub Enterprise](https://github.com/customer-stories/enterprise?feature=GitHub%2BEnterprise#browse)
* [GitHub Expert Services](https://github.com/customer-stories/enterprise?feature=GitHub%2BExpert%2BServices#browse)
* [GitHub Issues](https://github.com/customer-stories/enterprise?feature=GitHub%2BIssues#browse)
* [GitHub Packages](https://github.com/customer-stories/enterprise?feature=GitHub%2BPackages#browse)
* [GitHub Team](https://github.com/customer-stories/enterprise?feature=GitHub%2BTeam#browse)
Region
* [All](https://github.com/customer-stories/enterprise?region=All#browse)
* [Americas](https://github.com/customer-stories/enterprise?region=Americas#browse)
* [Asia Pacific](https://github.com/customer-stories/enterprise?region=Asia%2BPacific#browse)
* [Europe](https://github.com/customer-stories/enterprise?region=Europe#browse)
* [Middle East & Africa](https://github.com/customer-stories/enterprise?region=Middle%2BEast%2B%2526%2BAfrica#browse)
Size
* [Startup](https://github.com/customer-stories/enterprise?size=Startup#browse)
* [Growth](https://github.com/customer-stories/enterprise?size=Growth#browse)
* [Enterprise](https://github.com/customer-stories/enterprise?size=Enterprise#browse)
[Learn more about Enterprise](https://github.com/enterprise)
[View Enterprise stories](https://github.com/customer-stories/enterprise)
[Read more about ZibaSec's customer story\
\
\
\
### ZibaSec\
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ZibaSec achieves great feats with a small team to protect federal organizations from phishing attacks.\
\
Read story](https://github.com/customer-stories/zibasec)
[Read more about Zendesk's customer story\
\
\
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### Zendesk\
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Zendesk and GitHub: Building best-in-class tools for a decade—and counting.\
\
Read story](https://github.com/customer-stories/zendesk)
[Read more about White Label: International Retailer's customer story\
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### White Label: International Retailer\
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The world’s third largest retailer partners with GitHub to drive innovation through open source best practices.\
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Read story](https://github.com/customer-stories/white-label-international-retailer)
[Read more about WEX's customer story\
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### WEX\
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WEX standardized development on GitHub to drive 30% higher developer productivity.\
\
Read story](https://github.com/customer-stories/wex)
[Read more about Wealthsimple's customer story\
\
\
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### Wealthsimple\
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Wealthsimple mitigates developer toil with GitHub Actions.\
\
Read story](https://github.com/customer-stories/wealthsimple)
[Read more about Wayfair's customer story\
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### Wayfair\
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By balancing cloud and on-premises management, Wayfair creates a customer experience that edges out the competition.\
\
Read story](https://github.com/customer-stories/wayfair)
 GitHub Enterprise
### Duolingo empowers its engineers to be force multipliers for expertise with GitHub Copilot.
[Read more about Duolingo and GitHub's story Read story](https://github.com/customer-stories/duolingo)
* 25% increase in developer speed with GitHub Copilot
* 1m set-up time for largest repo with Codespaces
* 67% decrease in median code review turnaround time
* 70% increase in pull requests
Problem
Inconsistent standards and workflows limited developer mobility and efficiency, limiting Duolingo’s ability to expand its content and deliver on its core mission.
Solution
GitHub Copilot, Codespaces, and custom API integrations enforce code consistency, accelerate developer speed, and remove the barriers to using engineering as a force multiplier for expertise.
Discover how high-growth companies innovate faster with GitHub Team.
--------------------------------------------------------------------
Industry
* [All](https://github.com/customer-stories/team?industry=All#browse)
* [Advertising & Marketing](https://github.com/customer-stories/team?industry=Advertising%2B%2526%2BMarketing#browse)
* [Automotive](https://github.com/customer-stories/team?industry=Automotive#browse)
* [Education](https://github.com/customer-stories/team?industry=Education#browse)
* [Energy & Utilities](https://github.com/customer-stories/team?industry=Energy%2B%2526%2BUtilities#browse)
* [Financial services](https://github.com/customer-stories/team?industry=Financial%2Bservices#browse)
* [Food & Beverage](https://github.com/customer-stories/team?industry=Food%2B%2526%2BBeverage#browse)
* [Government](https://github.com/customer-stories/team?industry=Government#browse)
* [Healthcare & Life Sciences](https://github.com/customer-stories/team?industry=Healthcare%2B%2526%2BLife%2BSciences#browse)
* [Manufacturing](https://github.com/customer-stories/team?industry=Manufacturing#browse)
* [Media & Entertainment](https://github.com/customer-stories/team?industry=Media%2B%2526%2BEntertainment#browse)
* [Nonprofit](https://github.com/customer-stories/team?industry=Nonprofit#browse)
* [Professional services](https://github.com/customer-stories/team?industry=Professional%2Bservices#browse)
* [Real Estate](https://github.com/customer-stories/team?industry=Real%2BEstate#browse)
* [Retail & ecommerce](https://github.com/customer-stories/team?industry=Retail%2B%2526%2Becommerce#browse)
* [Social & Messaging](https://github.com/customer-stories/team?industry=Social%2B%2526%2BMessaging#browse)
* [Software, Hardware & Technology](https://github.com/customer-stories/team?industry=Software%252C%2BHardware%2B%2526%2BTechnology#browse)
* [Telecommunications](https://github.com/customer-stories/team?industry=Telecommunications#browse)
* [Transportation & Logistics](https://github.com/customer-stories/team?industry=Transportation%2B%2526%2BLogistics#browse)
* [Travel & Hospitality](https://github.com/customer-stories/team?industry=Travel%2B%2526%2BHospitality#browse)
Feature
* [All](https://github.com/customer-stories/team?feature=All#browse)
* [GitHub Actions](https://github.com/customer-stories/team?feature=GitHub%2BActions#browse)
* [GitHub Advanced Security](https://github.com/customer-stories/team?feature=GitHub%2BAdvanced%2BSecurity#browse)
* [GitHub Codespaces](https://github.com/customer-stories/team?feature=GitHub%2BCodespaces#browse)
* [GitHub Copilot](https://github.com/customer-stories/team?feature=GitHub%2BCopilot#browse)
* [GitHub Discussions](https://github.com/customer-stories/team?feature=GitHub%2BDiscussions#browse)
* [GitHub Enterprise](https://github.com/customer-stories/team?feature=GitHub%2BEnterprise#browse)
* [GitHub Expert Services](https://github.com/customer-stories/team?feature=GitHub%2BExpert%2BServices#browse)
* [GitHub Issues](https://github.com/customer-stories/team?feature=GitHub%2BIssues#browse)
* [GitHub Packages](https://github.com/customer-stories/team?feature=GitHub%2BPackages#browse)
* [GitHub Team](https://github.com/customer-stories/team?feature=GitHub%2BTeam#browse)
Region
* [All](https://github.com/customer-stories/team?region=All#browse)
* [Americas](https://github.com/customer-stories/team?region=Americas#browse)
* [Asia Pacific](https://github.com/customer-stories/team?region=Asia%2BPacific#browse)
* [Europe](https://github.com/customer-stories/team?region=Europe#browse)
* [Middle East & Africa](https://github.com/customer-stories/team?region=Middle%2BEast%2B%2526%2BAfrica#browse)
Size
* [Startup](https://github.com/customer-stories/team?size=Startup#browse)
* [Growth](https://github.com/customer-stories/team?size=Growth#browse)
* [Enterprise](https://github.com/customer-stories/team?size=Enterprise#browse)
[Learn more about Team](https://github.com/team)
[View Team stories](https://github.com/customer-stories/team)
[Read more about Buffer's customer story\
\
\
\
### Buffer\
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Buffer goes from siloed to synced for better production releases.\
\
Read story](https://github.com/customer-stories/buffer)
[Read more about Cesium's customer story\
\
\
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### Cesium\
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Cesium leverages an open source community to support the development of 3D geospatial applications.\
\
Read story](https://github.com/customer-stories/cesium)
[Read more about Front's customer story\
\
\
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### Front\
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Front takes the work out of their workflows with GitHub Team.\
\
Read story](https://github.com/customer-stories/front)
[Read more about Knock's customer story\
\
\
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### Knock\
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Knock pivots to new products, with the help of GitHub’s fast, flexible developer workflows.\
\
Read story](https://github.com/customer-stories/knock)
[Read more about Modsy's customer story\
\
\
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### Modsy\
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Modsy leverages GitHub Team to make interior design easy and accessible for all.\
\
Read story](https://github.com/customer-stories/modsy)
[Read more about Netdata's customer story\
\
\
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### Netdata\
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Netdata accelerates their developer workflow with built-in security and open source.\
\
Read story](https://github.com/customer-stories/netdata)
### Here's what software leaders have to say about GitHub Testimonials from our developers.
1 / 4 1 of 4
* 
> “ At Uber, we continuously strive to improve our developer experience. We migrated code hosting and review to GitHub and are adopting GitHub Copilot to boost overall developer productivity.
**Ali-Reza Adl-Tabatabai**
Senior Director of Engineering @ Uber
* 
> “ GitHub's endless plug-ins, beautiful UI, and optimized workflows make devs happy. Happy and empowered engineers write the best code, make better decisions, and have more time to innovate.
**Jen Peck**
Senior Director of Engineering @ Redfin
* 
> “ GitHub Copilot will bring huge benefits to our engineering teams by reducing the amount of time spent on boilerplate code, keeping the teams in their flow state, allowing them to ship high-quality products to market faster.
**Santosh Lolyeker**
VP, Engineering Fellow @ Veritas
* 
> “ With GitHub Enterprise, we have alleviated engineering overhead at Costco, enabling our engineers to focus on innovating.
**Avdesh Rai**
Enterprise Solutions Engineer @ Costco
What will your story be?
------------------------
Start collaborating with your team on GitHub
### Free
The basics for individuals and organizations
**$0 USD** per month
[Create a free organization](https://github.com/account/organizations/new?plan=free&ref_cta=Create+a+free+organization&ref_loc=Footer+cards&ref_page=%2Fcustomer-stories%3Ftype%3Denterprise)
### Team
Advanced collaboration for individuals and organizations
**$4 USD** per month
[Continue with Team](https://github.com/join?plan=business&ref_cta=Continue+with+Team&ref_loc=Footer+Cards&ref_page=%2Fcustomer-stories%3Ftype%3Denterprise)
### Enterprise
Security, compliance, and flexible deployment
**$21 USD** per month
[Enterprise](https://github.com/organizations/enterprise_plan?ref_cta=Enterprise&ref_loc=Footer+Cards&ref_page=%2Fcustomer-stories%3Ftype%3Denterprise)
Want to use GitHub on your own?
[Check out our plans for individuals](https://github.com/pricing)
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---
` |
| | `2` | `+ ` |
| | `3` | `+ English \| [简体中文](CONTRIBUTING.zh.md) ` |
| | `4` | `+ ` |
| | `5` | `+
` |
| | `6` | `+ ` |
| | `7` | `+ # Contributing ` |
| | `8` | `+ ` |
| | `9` | `+ For maintainers and contributors of this repo. ` |
| | `10` | `+ ` |
| | `11` | `+ ## Layout ` |
| | `12` | `+ ` |
| | `13` | ``+ Each demo lives in its own subdirectory; the GitHub Pages live demo for each is under the top-level `docs/ ` |
| | `2` | `+ ` |
| | `3` | `+ [English](CONTRIBUTING.md) \| 简体中文 ` |
| | `4` | `+ ` |
| | `5` | `+
` |
| | `6` | `+ ` |
| | `7` | `+ # 贡献指南 ` |
| | `8` | `+ ` |
| | `9` | `+ 供本仓库的维护者 / 贡献者参考。 ` |
| | `10` | `+ ` |
| | `11` | `+ ## 目录结构 ` |
| | `12` | `+ ` |
| | `13` | ``+ 每个 demo 一个子目录；GitHub Pages 在线演示放在顶层 `docs/