AI ChatWatch

AI Mentions & Sources Report for Open Source Projects

Track Your AI Visibility
#{{ domain.rank }}

{{ domain.value }}

{{ formatPercent(domain.influence) }}
Share of Voice
{{ domain.linkTypeName }} Visit {{ botCount }} AI models {{ questionCount }} questions

About python.org (Developer Tools)

This page provides details about python.org (Developer Tools) which was ranked #25 out of 320 in the list of sources (15 citations (1% share)) in answers from AI models (Anthropic Claude Sonnet (latest), OpenAI ChatGPT Latest, X.AI Grok (latest)) when they were asked the following 3 questions: "What are the best Open Source Projects options available today? Please provide a comprehensive overview including: the leading brands and products, top companies and service providers, recognized experts and thought leaders, promising startups and new market entrants, major industry events and conferences, active communities and forums, and influential publications and media covering this space.", "What does the Open Sources Projects industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry.", "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, Python Software Foundation, Apache HTTP Server, Python, Git +2 more.

#{{ domain.rank }}
Rank
{{ formatPercent(domain.influence) }}
Voice
{{ formatPosition(domain.appearanceOrder) }}
Position
{{ formatPercent(domain.mentionsAsPercent) }} ({{ domain.mentions || 0 }})
Citations

Used by AI Models

Model Voice Position Citations
{{ bot.name.charAt(0) }} {{ bot.name }} {{ getInfluenceForBot(bot.id) }} {{ getPositionForBot(bot.id) }} {{ getMentionsForBot(bot.id) }}

Pages from python.org (4 links)

URL Path Citations Position
python.org 0 N/A
/psf 3 23.1
/~guido 1 71
/psf-landing 11 97.4

Brands Referenced By This Website (7 brands)

Brand Voice Mentions
GitHub GitHub 100% 206
Git Git 4.6% 30
Python Python 3% 36
Apache HTTP Server 0.7% 8
PyCon PyCon 0.5% 9
Python Software Foundation Python Software Foundation 0.4% 6
Guido van Rossum 0.4% 6

Citations from AI Responses

Anthropic Claude Sonnet (latest) (5 citations)

What are the best Open Source Projects options available today? Please provide a comprehensive overview including: the leading brands and products, top companies and service providers, recognized experts and thought leaders, promising startups and new market entrants, major industry events and conferences, active communities and forums, and influential publications and media covering this space.

[...] e Open Source Definition and community-recognized body for reviewing and approving open source licenses. ### **Eclipse Foundation** [Eclipse Foundation](https://www.eclipse.org) - Hosts over 410 projects focused on development tools, IoT, and cloud technologies. ### **Python Software Foundation** [Python Software Foundation](https://www.python.org/psf-landing/) - Manages the development and community around the Python programming language. ## Leading Open Source Projects by Category ### **Operating Systems** **Linux Kernel** [Linux Kernel](https://www.kernel.org) - The core of most server infrastructure and Android devices worldwide. **Ubuntu** [Ubun [...]

python.org/psf-landing December 30, 2025

[...] ions in containers. **Terraform** [Terraform](https://www.terraform.io) - Infrastructure as Code tool by HashiCorp. **Ansible** [Ansible](https://www.ansible.com) - Automation platform for configuration management and application deployment. ### **Programming Languages & Frameworks** **Python** [Python](https://www.python.org) - Popular general-purpose programming language. **Node.js** [Node.js](https://nodejs.org) - JavaScript runtime built on Chrome's V8 engine. **React** [React](https://react.dev) - JavaScript library for building user interfaces, maintained by Meta. **Vue.js** [Vue.js](https://vuejs.org) - Progre [...]

python.org/psf-landing December 30, 2025

[...] ### **Linus Torvalds** Creator of Linux and Git. Active on [Linux Kernel Mailing List](https://lkml.org). ### **Richard Stallman** Founder of Free Software Foundation and GNU Project. [Personal site](https://stallman.org). ### **Guido van Rossum** Creator of Python programming language. Active on [Python community platforms](https://www.python.org). ### **Brendan Eich** Creator of JavaScript and co-founder of Mozilla. [Twitter](https://twitter.com/BrendanEich). ### **Mitchell Baker** Executive Chairwoman of Mozilla Foundation. [Mozilla Leadership](https://blog.mozilla.org/en/mozilla/leadership/). ### **Jim Whitehurst** Former CEO of Red H [...]

python.org/psf-landing December 30, 2025

What does the Open Sources Projects industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry.

[...] ](https://git-scm.com/)** - Version control - **[GitHub](https://github.com/)** - 100M+ developers, 420M+ repositories - **[VS Code](https://code.visualstudio.com/)** - Microsoft's code editor - **[GitLab](https://gitlab.com/)** - Complete DevOps platform ### Programming Languages & Frameworks - **[Python](https://www.python.org/)** - Leading language for AI/ML - **[JavaScript/Node.js](https://nodejs.org/)** - **[React](https://react.dev/)** by Meta - **[Vue.js](https://vuejs.org/)** - **[Next.js](https://nextjs.org/)** by Vercel ### Databases - **[PostgreSQL](https://www.postgresql.org/)** - Advanced relational database - [...]

python.org/psf-landing December 30, 2025

[...] uting Foundation (CNCF)](https://www.cncf.io/)** - 170+ projects including Kubernetes - 850+ member companies 3. **[Apache Software Foundation](https://www.apache.org/)** - 350+ projects - 8,000+ committers 4. **[Eclipse Foundation](https://www.eclipse.org/)** - 415+ projects 5. **[Python Software Foundation](https://www.python.org/psf/)** 6. **[OpenJS Foundation](https://openjsf.org/)** - Node.js, jQuery, Webpack ### Community Platforms 1. **[GitHub Discussions](https://github.com/features/discussions)** 2. **[Stack Overflow](https://stackoverflow.com/)** - 20M+ questions 3. **[Reddit Communities](https://www.reddit.co [...]

python.org/psf December 30, 2025

OpenAI ChatGPT Latest (7 citations)

What are the best Open Source Projects options available today? Please provide a comprehensive overview including: the leading brands and products, top companies and service providers, recognized experts and thought leaders, promising startups and new market entrants, major industry events and conferences, active communities and forums, and influential publications and media covering this space.

[...] ce load balancer/proxy. - [Caddy](https://caddyserver.com/) — modern web server (easy TLS). - [Traefik](https://traefik.io/traefik/) — popular cloud-native ingress/reverse proxy (open-core). ### Developer platforms & languages - [Git](https://git-scm.com/) — dominant distributed version control. - [Python](https://www.python.org/) — general-purpose language with massive ecosystem. - [Go](https://go.dev/) — popular for cloud-native/server tooling. - [Rust](https://www.rust-lang.org/) — memory-safe systems programming. - [Node.js](https://nodejs.org/) — server-side JavaScript runtime. - Compilers/toolchains: [LLVM](https://ll [...]

python.org/psf-landing December 30, 2025

[...] nux kernel](https://www.kernel.org/). - [Richard Stallman](https://en.wikipedia.org/wiki/Richard_Stallman) — founder of the [Free Software Foundation](https://www.fsf.org/) and the [GNU Project](https://www.gnu.org/). - [Guido van Rossum](https://en.wikipedia.org/wiki/Guido_van_Rossum) — creator of [Python](https://www.python.org/). - [Mitchell Hashimoto](https://mitchellh.com/) — co-founder of [HashiCorp](https://www.hashicorp.com/); influential in modern infra tooling. - [Kelsey Hightower](https://kelsey.dev/) — prominent educator/advocate in the [Kubernetes](https://kubernetes.io/) ecosystem. (If you want, I can tailor t [...]

python.org/psf-landing December 30, 2025

[...] SDEM](https://fosdem.org/) — huge community-run open source conference in Europe. - [ApacheCon](https://www.apachecon.com/) (by the [Apache Software Foundation](https://www.apache.org/)) - Language/ecosystem conferences (often OSS-heavy): - [PyCon US](https://us.pycon.org/) (Python community; see [Python](https://www.python.org/)) - [GopherCon](https://www.gophercon.com/) (Go community; see [Go](https://go.dev/)) --- ## Active communities & forums (where OSS work happens) - Code hosting/collaboration: - [GitHub](https://github.com/) - [GitLab](https://gitlab.com/) - Q&A and professional troubleshooting: - [Stack [...]

python.org/psf-landing December 30, 2025

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.

[...] ting, these have mature processes and lots of newcomer paths: - Operating systems & core infra: - [Linux kernel](https://www.kernel.org/) - [FreeBSD](https://www.freebsd.org/) - Cloud/native: - [Kubernetes](https://kubernetes.io/) (ecosystem via [CNCF](https://www.cncf.io/)) - Languages: - [Python](https://www.python.org/) - [Rust](https://www.rust-lang.org/) - Databases: - [PostgreSQL](https://www.postgresql.org/) - Web servers/proxies: - [Apache HTTP Server](https://httpd.apache.org/) - [NGINX](https://nginx.org/) - Developer tooling: - [Git](https://git-scm.com/) - End-user “flagship” apps (great for do [...]

python.org/psf-landing December 30, 2025

[...] ps://www.cncf.io/) (Kubernetes ecosystem) - [Apache Software Foundation](https://www.apache.org/) (Apache projects + governance model; licensing via [Apache Licenses](https://www.apache.org/licenses/)) - [Eclipse Foundation](https://www.eclipse.org/org/foundation/) (Jakarta EE, Eclipse IDE, etc.) - [Python Software Foundation](https://www.python.org/psf/) (Python governance/community) - [Rust Foundation](https://foundation.rust-lang.org/) (Rust ecosystem stewardship) - [OpenJS Foundation](https://openjsf.org/) (Node.js and JS ecosystem projects) - Supply-chain/security standards you’ll see referenced: - [SPDX](https://spdx.dev/) (software bill of [...]

python.org/psf December 30, 2025

What does the Open Sources Projects industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry.

[...] valds — [Wikipedia](https://en.wikipedia.org/wiki/Linus_Torvalds) / [kernel.org](https://www.kernel.org/) - Richard Stallman — [Wikipedia](https://en.wikipedia.org/wiki/Richard_Stallman) / [FSF](https://www.fsf.org/) - Guido van Rossum — [Wikipedia](https://en.wikipedia.org/wiki/Guido_van_Rossum) / [Python](https://www.python.org/) - Kelsey Hightower — [Wikipedia](https://en.wikipedia.org/wiki/Kelsey_Hightower) / [CNCF](https://www.cncf.io/) - Brian Behlendorf — [Wikipedia](https://en.wikipedia.org/wiki/Brian_Behlendorf) / [Apache Software Foundation](https://www.apache.org/) - Mitchell Hashimoto — [Wikipedia](https://en.wik [...]

python.org/psf-landing December 30, 2025

[...] (https://openssf.org/) - [Apache Software Foundation](https://www.apache.org/) - [Eclipse Foundation](https://www.eclipse.org/) - [Software Freedom Conservancy](https://sfconservancy.org/) - [Free Software Foundation](https://www.fsf.org/) - [Open Source Initiative (OSI)](https://opensource.org/) - [Python Software Foundation](https://www.python.org/psf/) - [OpenJS Foundation](https://openjsf.org/) - [Rust Foundation](https://foundation.rust-lang.org/) ### Dominant collaboration/hosting & developer network effects - [GitHub](https://github.com/) - [GitLab](https://about.gitlab.com/) - [Bitbucket (Atlassian)](https://bitbucket.org/) ### Enterprise [...]

python.org/psf December 30, 2025

X.AI Grok (latest) (3 citations)

What are the best Open Source Projects options available today? Please provide a comprehensive overview including: the leading brands and products, top companies and service providers, recognized experts and thought leaders, promising startups and new market entrants, major industry events and conferences, active communities and forums, and influential publications and media covering this space.

[...] ck Overflow 2023](https://survey.stackoverflow.co/2023/#most-popular-technologies-professional-developers) | [code.visualstudio.com](https://code.visualstudio.com/) | | **Node.js** | JS runtime. | 120k+ stars | [nodejs.org](https://nodejs.org/) | | **Python** | Programming language. | Powers AI/ML; [python.org](https://www.python.org/) | | **Apache HTTP Server** | Web server. | [httpd.apache.org](https://httpd.apache.org/) | | **Docker** | Containerization (now open core). | [docker.com](https://www.docker.com/) (core at [github.com/moby/moby](https://github.com/moby/moby)) | Comparisons: [Slant.co Open Source Alternatives](htt [...]

python.org/psf-landing December 30, 2025

[...] profiles/GitHub): | Expert | Contributions | Profile/Source | |--------|---------------|----------------| | **Linus Torvalds** | Linux creator. | [github.com/torvalds](https://github.com/torvalds) | | **Guido van Rossum** | Python creator. | [github.com/gvanrossum](https://github.com/gvanrossum); [python.org/~guido](https://www.python.org/~guido/) | | **Kent Beck** | Agile/TDD; Extreme Programming. | [github.com/kentbeck](https://github.com/kentbeck) | | **Fabio Cicciarelli** | OSS sustainability advocate. | Via [Open Source Collective](https://opencollective.com/) | | **Kelsey Hightower** | Kubernetes expert (Google). | [github.com/kelseyh [...]

python.org/~guido December 30, 2025

What does the Open Sources Projects industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry.

[...] elf-hosted alternative). - **Containers/Orchestration**: Docker [https://www.docker.com/](https://www.docker.com/), Kubernetes [https://kubernetes.io/](https://kubernetes.io/) (CNCF project; 70%+ container market per [CNCF survey](https://www.cncf.io/reports/)). - **Programming Ecosystems**: Python [https://www.python.org/](https://www.python.org/) (PyPI [https://pypi.org/](https://pypi.org/]), Node.js [https://nodejs.org/](https://nodejs.org/). - **Cloud-Native**: Helm [https://helm.sh/](https://helm.sh/), Prometheus [https://prometheus.io/](https://prometheus.io/). - **Services**: GitHub Copilot (AI coding), Red Hat OpenShift [https://www. [...]

python.org/psf-landing December 30, 2025