AI Mentions & Sources Report for Open Source Projects
This page provides details about github.com (Developer Tools) which was ranked #1 out of 140 in the list of sources (30 citations (12.3% share)) in answers from AI models (Perplexity Sonar (with search) (latest),
Anthropic Claude Sonnet (latest),
OpenAI ChatGPT Latest,
Google Gemini Flash (latest),
X.AI Grok (latest)) when they were asked the following 1 question: "If I'm looking to get into Open Source Projects, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed." on Dec 30, 2025 by AI Chat Watch. This source is referenced for brands: GitHub, GitLab, Kubernetes, Node.js, Open Collective +6 more.
| Model | Voice | Position | Citations |
|---|---|---|---|
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{{ getInfluenceForBot(bot.id) }} | {{ getPositionForBot(bot.id) }} | {{ getMentionsForBot(bot.id) }} |
| URL Path | Citations | Position |
|---|---|---|
| /MunGell/awesome-for-beginners | 6 | 2 |
| /firstcontributions/first-contributions | 6 | 9.4 |
| /torvalds | 2 | 14 |
| /sindresorhus | 1 | 18 |
| /mislav | 1 | 19 |
| /explore | 1 | 20 |
| /features/actions | 2 | 33 |
| /sponsors | 2 | 36 |
| github.com | 7 | 38.8 |
| /advisories | 1 | 41 |
| /cncf/contribute | 1 | 64 |
| Brand | Voice | Mentions |
|---|---|---|
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100% | 75 |
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16.2% | 15 |
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10.4% | 10 |
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3.8% | 8 |
|
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3.2% | 5 |
|
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3.1% | 6 |
|
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1.9% | 7 |
|
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1.7% | 3 |
|
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0.8% | 2 |
|
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0% | 1 |
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0% | 1 |
If I'm looking to get into Open Source Projects, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.
[...] erging Projects **Cutting-edge open source innovation:** - [Open R1](https://huggingface.co/HuggingFaceH4/open-r1) - Hugging Face's collaborative project to democratize advanced AI model development[Top GitHub Projects of Jan 2025 - OpenCV](https://opencv.org/blog/top-github-projects-jan-2025/) - [Khoj](https://github.com/khoj-ai/khoj) - An open-source personal AI assistant for knowledge management and productivity[Top GitHub Projects of Jan 2025 - OpenCV](https://opencv.org/blog/top-github-projects-jan-2025/) - [Maybe](https://maybe.co) - An open-source personal finance platform that was revived from a premium app[Top GitHub Pr [...]
[...] ends and resources, here's a comprehensive guide to entering the open source ecosystem: ## Beginner-Friendly Projects **Trusted platforms for beginners include:** - [freeCodeCamp](https://freecodecamp.org) - Open source codebase and curriculum with a "first-timers-only" label for new contributors[GitHub - MunGell/awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) - [Exercism](https://exercism.org) - A platform where you can learn multiple programming languages, help others, and receive testimonials[20 Open Source projects you shouldn't miss in 2025 - DEV Community](https://dev.to/anmolbaranwal/20-open-source-projects-you-shouldnt-miss-in-2024-3ja4) - [Oppi [...]
[...] ls[20 Open Source projects you shouldn't miss in 2025 - DEV Community](https://dev.to/anmolbaranwal/20-open-source-projects-you-shouldnt-miss-in-2024-3ja4) - [Oppia](https://www.oppia.org/) - An educational open-source project empowering learners globally with "good first issue" labels for beginners[GitHub - MunGell/awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) ## Recommended Services & Platforms **Infrastructure and development platforms:** - [Appwrite](https://appwrite.io) - An open-source backend platform offering Auth, databases, functions, and storage with excellent contributing guidelines and architecture documentation[20 Open Source projects yo [...]
[...] lines and architecture documentation[20 Open Source projects you shouldn't miss in 2025 - DEV Community](https://dev.to/anmolbaranwal/20-open-source-projects-you-shouldnt-miss-in-2024-3ja4) - [Fastify](https://www.fastify.io/) - A fast, low-overhead Node.js web framework with good first issue labels[GitHub - MunGell/awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) - [Taipy](https://www.taipy.io/) - A Python library for building production-ready applications without requiring web development expertise[20 Open Source projects you shouldn't miss in 2025 - DEV Community](https://dev.to/anmolbaranwal/20-open-source-projects-you-shouldnt-miss-in-2024-3ja4) ## Ke [...]
[...] uction-ready applications without requiring web development expertise[20 Open Source projects you shouldn't miss in 2025 - DEV Community](https://dev.to/anmolbaranwal/20-open-source-projects-you-shouldnt-miss-in-2024-3ja4) ## Key Communities & Resources **GitHub repositories and communities:** - [awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) - A curated list of beginner-friendly open source projects organized by technology[GitHub - MunGell/awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) - [GitHub Blog - Open Source](https://github.blog/open-source/) - Resources on influential open source projects and maintaine [...]
[...] olbaranwal/20-open-source-projects-you-shouldnt-miss-in-2024-3ja4) ## Key Communities & Resources **GitHub repositories and communities:** - [awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) - A curated list of beginner-friendly open source projects organized by technology[GitHub - MunGell/awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) - [GitHub Blog - Open Source](https://github.blog/open-source/) - Resources on influential open source projects and maintainer insights[This year's most influential open source projects - The GitHub Blog](https://github.blog/open-source/maintainers/this-years-most-influential-open-source-projects/ [...]
If I'm looking to get into Open Source Projects, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.
[...] Leaders ### **Linus Torvalds** Creator of Linux and Git - GitHub: [https://github.com/torvalds](https://github.com/torvalds) ### **Kelsey Hightower** Principal Engineer at Google, Kubernetes advocate - Twitter/X: [https://twitter.com/kelseyhightower](https://twitter.com/kelseyhightower) - GitHub: [https://github.com/kelseyhightower](https://github.com/kelseyhightower) ### **Nadia Eghbal (Nadia Asparouhova)** Author of "Working in Public: The Making and Maintenance of Open Source Software" - Website: [https://nadiaeghbal.com/](https://nadiaeghbal.com/) ### **Sindre Sorhus** Prolific open source developer with 1000+ npm packages - GitHub: [https://github.com/si [...]
[...] s://github.com/sindresorhus) ### **Mislav Marohnić** GitHub employee, Ruby/Rails contributor - GitHub: [https://github.com/mislav](https://github.com/mislav) ### **Jessie Frazelle** Former Docker/Google engineer, container expert - Website: [https://jessfraz.com/](https://jessfraz.com/) - GitHub: [https://github.com/jessfraz](https://github.com/jessfraz) ### **Guillermo Rauch** Founder of Vercel, creator of Next.js - Twitter/X: [https://twitter.com/rauchg](https://twitter.com/rauchg) ### **Dan Abramov** React core team member - Twitter/X: [https://twitter.com/dan_abramov](https://twitter.com/dan_abramov) - Overreacted blog: [https://overreacted. [...]
[...] lions of open source projects. ### **GitLab** [https://about.gitlab.com/](https://about.gitlab.com/) Complete DevOps platform that's also open source itself. ## Essential Platforms & Services ### **GitHub** Already mentioned - essential for finding and contributing to projects - GitHub Sponsors: [https://github.com/sponsors](https://github.com/sponsors) ### **Open Collective** [https://opencollective.com/](https://opencollective.com/) Platform for transparent funding of open source projects. ### **Tidelift** [https://tidelift.com/](https://tidelift.com/) Connects companies with open source maintainers for sustainable funding. ### **Stack Overf [...]
[...] Curates beginner-friendly issues across popular projects. ### **First Timers Only** [https://www.firsttimersonly.com/](https://www.firsttimersonly.com/) Resources specifically for first-time contributors. ## Influential Experts & Leaders ### **Linus Torvalds** Creator of Linux and Git - GitHub: [https://github.com/torvalds](https://github.com/torvalds) ### **Kelsey Hightower** Principal Engineer at Google, Kubernetes advocate - Twitter/X: [https://twitter.com/kelseyhightower](https://twitter.com/kelseyhightower) - GitHub: [https://github.com/kelseyhightower](https://github.com/kelseyhightower) ### **Nadia Eghbal (Nadia Asparouhova)** Author of [...]
[...] ub.com/kelseyhightower) ### **Nadia Eghbal (Nadia Asparouhova)** Author of "Working in Public: The Making and Maintenance of Open Source Software" - Website: [https://nadiaeghbal.com/](https://nadiaeghbal.com/) ### **Sindre Sorhus** Prolific open source developer with 1000+ npm packages - GitHub: [https://github.com/sindresorhus](https://github.com/sindresorhus) ### **Mislav Marohnić** GitHub employee, Ruby/Rails contributor - GitHub: [https://github.com/mislav](https://github.com/mislav) ### **Jessie Frazelle** Former Docker/Google engineer, container expert - Website: [https://jessfraz.com/](https://jessfraz.com/) - GitHub: [https://github.com/jessfra [...]
[...] ware" - Website: [https://nadiaeghbal.com/](https://nadiaeghbal.com/) ### **Sindre Sorhus** Prolific open source developer with 1000+ npm packages - GitHub: [https://github.com/sindresorhus](https://github.com/sindresorhus) ### **Mislav Marohnić** GitHub employee, Ruby/Rails contributor - GitHub: [https://github.com/mislav](https://github.com/mislav) ### **Jessie Frazelle** Former Docker/Google engineer, container expert - Website: [https://jessfraz.com/](https://jessfraz.com/) - GitHub: [https://github.com/jessfraz](https://github.com/jessfraz) ### **Guillermo Rauch** Founder of Vercel, creator of Next.js - Twitter/X: [https://twitter.com/r [...]
[...] ontributors. ### **Choose a License** [https://choosealicense.com/](https://choosealicense.com/) GitHub's guide to open source licenses. ### **TLDRLegal** [https://www.tldrlegal.com/](https://www.tldrlegal.com/) Software licenses explained in plain English. ### **Open Source Contributor Funnel** [https://github.com/cncf/contribute](https://github.com/cncf/contribute) CNCF's guide to contributing to cloud native projects. ## YouTube Channels to Follow ### **The Linux Foundation** [https://www.youtube.com/@LinuxfoundationOrg](https://www.youtube.com/@LinuxfoundationOrg) ### **GitHub** [https://www.youtube.com/@GitHub](https://www.youtube.com/@GitHub) ### **F [...]
[...] g/](https://foundation.mozilla.org/) Known for Firefox and developer tools, heavily invested in open web standards. ### **Free Software Foundation (FSF)** [https://www.fsf.org/](https://www.fsf.org/) Founded by Richard Stallman, champions software freedom and maintains GNU project. ### **GitHub** [https://github.com/](https://github.com/) The largest code hosting platform with over 100 million developers and millions of open source projects. ### **GitLab** [https://about.gitlab.com/](https://about.gitlab.com/) Complete DevOps platform that's also open source itself. ## Essential Platforms & Services ### **GitHub** Already mentio [...]
If I'm looking to get into Open Source Projects, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.
[...] reasingly essential in open source) - Coordinated security efforts: [OpenSSF](https://openssf.org/) - Dependency vulnerability database: [OSV](https://osv.dev/) - Vulnerability reporting/consumption commonly via: - [GitHub Security Advisories](https://github.com/advisories) - Automated updates: [Dependabot](https://github.com/dependabot) - Supply-chain integrity: - [sigstore](https://www.sigstore.dev/) (signing/verification) - [OpenVEX](https://openvex.dev/) (machine-readable vulnerability/exploitability exchange) - Fuzzing critical OSS: [OSS-Fuzz](https://google.github.io/oss-fuzz/) - Popular commercial security tooling you’l [...]
[...] ry PR)** - [GitHub Actions](https://github.com/features/actions) - [GitLab CI/CD](https://docs.gitlab.com/ee/ci/) - Widely used alternatives: - [Jenkins](https://www.jenkins.io/) - [CircleCI](https://circleci.com/) - [Buildkite](https://buildkite.com/) **Funding/maintainer sustainability** - [GitHub Sponsors](https://github.com/sponsors) - [Open Collective](https://opencollective.com/) - [Tidelift](https://tidelift.com/) ## 5) Security & trust (increasingly essential in open source) - Coordinated security efforts: [OpenSSF](https://openssf.org/) - Dependency vulnerability database: [OSV](https://osv.dev/) - Vulnerability reportin [...]
[...] * - Hosting/build: - [Read the Docs](https://readthedocs.org/) - [GitHub Pages](https://pages.github.com/) - Static docs frameworks: - [Docusaurus](https://docusaurus.io/) - [MkDocs](https://www.mkdocs.org/) - [Sphinx](https://www.sphinx-doc.org/) **CI/CD (tests that run on every PR)** - [GitHub Actions](https://github.com/features/actions) - [GitLab CI/CD](https://docs.gitlab.com/ee/ci/) - Widely used alternatives: - [Jenkins](https://www.jenkins.io/) - [CircleCI](https://circleci.com/) - [Buildkite](https://buildkite.com/) **Funding/maintainer sustainability** - [GitHub Sponsors](https://github.com/sponsors) - [Open Collecti [...]
[...] encollective.com/) - [Tidelift](https://tidelift.com/) ## 5) Security & trust (increasingly essential in open source) - Coordinated security efforts: [OpenSSF](https://openssf.org/) - Dependency vulnerability database: [OSV](https://osv.dev/) - Vulnerability reporting/consumption commonly via: - [GitHub Security Advisories](https://github.com/advisories) - Automated updates: [Dependabot](https://github.com/dependabot) - Supply-chain integrity: - [sigstore](https://www.sigstore.dev/) (signing/verification) - [OpenVEX](https://openvex.dev/) (machine-readable vulnerability/exploitability exchange) - Fuzzing critical OSS: [OSS-Fuzz](https://goog [...]
[...] onduct template) - Governance patterns (who decides, how releases happen): often documented per foundation/project (e.g., [Apache](https://www.apache.org/) and [CNCF](https://www.cncf.io/)) ## 3) Where open source happens (code hosting + collaboration) Most projects live on one of these forges: - [GitHub](https://github.com/) (issues, PRs, Actions CI, Discussions) - [GitLab](https://about.gitlab.com/) (repos + integrated CI/CD; can be self-hosted) - [SourceHut](https://sourcehut.org/) (minimalist, email-driven workflows) - [Codeberg](https://codeberg.org/) (community-run forge based on [Forgejo](https://forgejo.org/)) [...]
[...] m) These organizations often publish strong engineering content and run open projects: - Linux distros & enterprise OSS: - [Red Hat](https://www.redhat.com/) - [Canonical (Ubuntu)](https://canonical.com/) - [SUSE](https://www.suse.com/) - Dev/platform companies with major OSS footprints: - [GitHub](https://github.com/) - [GitLab](https://about.gitlab.com/) - Observability: - [Grafana Labs](https://grafana.com/) - Infrastructure-as-code ecosystem: - [HashiCorp](https://www.hashicorp.com/) - Data/streaming/search companies (noting some have evolved licenses over time, but remain influential in OSS ecosystems [...]
If I'm looking to get into Open Source Projects, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.
[...] ducts, and communities in the open-source ecosystem. ### 1. Essential Platforms and Tools To contribute, you must be proficient in version control and the platforms where code is hosted. * **GitHub**: The largest host of source code in the world and the primary hub for open-source collaboration. [GitHub Official Site](https://github.com) * **GitLab**: A complete DevOps platform that provides an alternative to GitHub, often preferred for private enterprise instances. [GitLab Official Site](https://about.gitlab.com) * **Git**: The underlying version control system you must learn to manage code changes. [Git Documentation](https: [...]
If I'm looking to get into Open Source Projects, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.
[...] s: - **Linus Torvalds**: Creator of Git and Linux kernel. GitHub: [torvalds](https://github.com/torvalds), Twitter: [@torvalds](https://twitter.com/torvalds) - **Kelsey Hightower**: Kubernetes evangelist and CNCF ambassador. Twitter: [@kelseyhightower](https://twitter.com/kelseyhightower), GitHub: [KelseyHightower](https://github.com/KelseyHightower) - **Kent C. Dodds**: Open source educator (Testing Library, React workshops). [Kent C. Dodds](https://kentcdodds.com), Twitter: [@kentcdodds](https://twitter.com/kentcdodds) - **Addy Osmani**: Google engineer, web performance expert. [Addy Osmani](https://addyosmani.com), Twitter: [@addyosmani](ht [...]
[...] ntcdodds) - **Addy Osmani**: Google engineer, web performance expert. [Addy Osmani](https://addyosmani.com), Twitter: [@addyosmani](https://twitter.com/addyosmani) - **Swyx (Shawn Wang)**: Open source advocate, creator of OSS tools like mdconcert. Twitter: [@swyx](https://twitter.com/swyx), GitHub: [swyx](https://github.com/swyx) ### Helpful Communities and Resources Join these to find beginner-friendly issues, mentorship, and discussions: - **GitHub Explore**: Discover trending repos and "good first issue" labels. [GitHub Explore](https://github.com/explore) - **First Contributions**: Guide for your first open source p [...]
[...] open source. [Changelog](https://changelog.com) - **OSS Insight**: Data-driven analysis of GitHub trends. [OSS Insight](https://ossinsight.io) - **Linux Foundation Newsletters**: Project updates. [Linux Foundation](https://www.linuxfoundation.org/newsletter) **Getting Started Tip**: Fork a repo on [GitHub](https://github.com/trending), fix a "good first issue," and submit a PR. Track progress via [up-for-grabs.net](https://up-for-grabs.net). For comparisons, see [G2 Open Source Software](https://www.g2.com/categories/open-source) or [Slashdot Open Source](https://slashdot.org/software/open-source/). [...]
[...] fy](https://www.netlify.com), [Vercel](https://vercel.com) ### Influential Experts and Reviewers to Follow Follow these leaders on platforms like GitHub, Twitter/X, or their blogs for insights, tutorials, and project recommendations: - **Linus Torvalds**: Creator of Git and Linux kernel. GitHub: [torvalds](https://github.com/torvalds), Twitter: [@torvalds](https://twitter.com/torvalds) - **Kelsey Hightower**: Kubernetes evangelist and CNCF ambassador. Twitter: [@kelseyhightower](https://twitter.com/kelseyhightower), GitHub: [KelseyHightower](https://github.com/KelseyHightower) - **Kent C. Dodds**: Open source educator (Testing [...]
[...] cker.com) - **Kubernetes (K8s)**: Open source container orchestration system. [Kubernetes](https://kubernetes.io) - **Homebrew** (macOS package manager): For installing open source tools easily. [Homebrew](https://brew.sh) For services: - **GitHub Actions**: CI/CD workflows integrated with GitHub. [GitHub Actions](https://github.com/features/actions) - **Netlify** or **Vercel**: Free hosting for open source web projects. [Netlify](https://www.netlify.com), [Vercel](https://vercel.com) ### Influential Experts and Reviewers to Follow Follow these leaders on platforms like GitHub, Twitter/X, or their blogs for insights, tutorials, and project r [...]
[...] S tools like mdconcert. Twitter: [@swyx](https://twitter.com/swyx), GitHub: [swyx](https://github.com/swyx) ### Helpful Communities and Resources Join these to find beginner-friendly issues, mentorship, and discussions: - **GitHub Explore**: Discover trending repos and "good first issue" labels. [GitHub Explore](https://github.com/explore) - **First Contributions**: Guide for your first open source pull request. [First Contributions](https://github.com/firstcontributions/first-contributions) - **Open Source Guides**: Comprehensive how-to for maintainers and contributors. [opensource.guide](https://opensource.guide) - **Reddit r/open [...]
[...] rands and Reputable Companies in Open Source These are foundational organizations driving open source adoption, hosting infrastructure, and providing enterprise support: - **GitHub** (owned by Microsoft): The world's largest platform for hosting and collaborating on open source code repositories. [GitHub](https://github.com) - **GitLab**: An all-in-one DevOps platform for Git repository management, CI/CD, and project planning. [GitLab](https://about.gitlab.com) - **Red Hat**: Pioneers in enterprise open source, known for Linux distributions and cloud-native tools. [Red Hat](https://www.redhat.com) - **Canonical**: Cre [...]
[...] l Communities and Resources Join these to find beginner-friendly issues, mentorship, and discussions: - **GitHub Explore**: Discover trending repos and "good first issue" labels. [GitHub Explore](https://github.com/explore) - **First Contributions**: Guide for your first open source pull request. [First Contributions](https://github.com/firstcontributions/first-contributions) - **Open Source Guides**: Comprehensive how-to for maintainers and contributors. [opensource.guide](https://opensource.guide) - **Reddit r/opensource**: Community discussions on projects and news. [r/opensource](https://www.reddit.com/r/opensource/) - **Stack Overflow**: Q&A for technical help. [S [...]