{"schema_version":"onlylabs.public_analysis_evidence.v1","title":"Public AI analysis evidence pack","description":"Public onlylabs evidence pack for cited agent analysis: captured pages, ranked public signals, and stored web-search provenance used by the background analysis workflow.","url":"https://onlylabs.fyi/analysis/public-ai","json_url":"https://onlylabs.fyi/analysis/public-ai/evidence.json","generated_at":"2026-06-27T22:36:26.894Z","org":{"slug":"public-ai","name":"Public AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/public-ai"},"analysis":{"url":"https://onlylabs.fyi/analysis/public-ai","json_url":"https://onlylabs.fyi/analysis/public-ai/analysis.json","generated_at":"2026-06-27T19:18:28.381+00:00"},"workflow":{"version":"onlylabs-deepagents-analysis-v3","provider":"deepseek","model":"deepseek-v4-pro","agent":"deepagents","public_pack_mode":"local-pages-and-events","live_web_fetches":false,"note":"Public evidence exports do not trigger live Exa calls; stored Exa provenance is included when analysis metadata contains it."},"stats":{"pages":28,"events":36,"web":0,"evidence":64,"signal_desks":{"hiring":0,"forks":4,"releases":14,"talking":0,"repos":18},"data_radar_lanes":null,"data_radar_matches":null,"stored_analysis_evidence":70,"stored_analysis_web":6,"stored_analysis_signal_desks":{"forks":4,"repos":18,"hiring":0,"talking":0,"releases":14},"stored_analysis_data_radar_lanes":null,"stored_analysis_data_radar_matches":null},"stored_web_provenance":{"queries":["\"Public AI\" frontier AI lab recent model release research hiring GitHub Hugging Face","\"Public AI\" AI lab what they are building talking about hiring releasing forking"],"request_ids":["3a0f6324c2c7f25dbed6268c922919c4","e90cb7126d2b7db7bd5b62726f38797e"],"skipped":null},"evidence":[{"ref":"P1","kind":"page","title":"forpublicai/chat.publicai.co v0.0.13","date":"2026-06-23T07:02:29.149144+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.13","signal_url":null,"signal_json_url":null,"text":"# Argo\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.13\n\nPublished: 2026-06-22T10:23:50Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P2","kind":"page","title":"forpublicai/chat.publicai.co v0.0.10","date":"2026-06-23T07:02:28.992745+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.10","signal_url":null,"signal_json_url":null,"text":"# Argo test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.10\n\nPublished: 2026-06-22T08:21:49Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P3","kind":"page","title":"forpublicai/chat.publicai.co v0.0.11","date":"2026-06-23T07:02:28.845924+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.11","signal_url":null,"signal_json_url":null,"text":"# Argo test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.11\n\nPublished: 2026-06-22T08:31:42Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P4","kind":"page","title":"forpublicai/chat.publicai.co v0.0.12","date":"2026-06-23T07:02:28.813621+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.12","signal_url":null,"signal_json_url":null,"text":"# Argo test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.12\n\nPublished: 2026-06-22T09:14:33Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P5","kind":"page","title":"forpublicai/chat.publicai.co v0.0.14","date":"2026-06-23T07:02:28.645107+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.14","signal_url":null,"signal_json_url":null,"text":"# Argo\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.14\n\nPublished: 2026-06-22T10:29:03Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P6","kind":"page","title":"forpublicai/chat.publicai.co v0.0.3","date":"2026-06-20T07:04:37.119789+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.3","signal_url":null,"signal_json_url":null,"text":"# TF test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.3\n\nPublished: 2026-06-19T08:15:16Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P7","kind":"page","title":"forpublicai/chat.publicai.co v0.0.4","date":"2026-06-20T07:04:36.949499+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.4","signal_url":null,"signal_json_url":null,"text":"# TF test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.4\n\nPublished: 2026-06-19T08:19:43Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P8","kind":"page","title":"forpublicai/chat.publicai.co v0.0.5","date":"2026-06-20T07:04:36.896922+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.5","signal_url":null,"signal_json_url":null,"text":"# TF test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.5\n\nPublished: 2026-06-19T09:34:01Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P9","kind":"page","title":"forpublicai/chat.publicai.co v0.0.6","date":"2026-06-20T07:04:36.736253+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.6","signal_url":null,"signal_json_url":null,"text":"# TF test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.6\n\nPublished: 2026-06-19T09:55:32Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P10","kind":"page","title":"forpublicai/chat.publicai.co v0.0.1","date":"2026-06-16T07:02:10.274823+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.1","signal_url":null,"signal_json_url":null,"text":"# Deploy\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.1\n\nPublished: 2026-06-15T09:16:13Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P11","kind":"page","title":"forpublicai/chat.publicai.co v0.0.0","date":"2026-06-16T07:02:10.098994+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.0","signal_url":null,"signal_json_url":null,"text":"# GH actions test\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.0\n\nPublished: 2026-06-15T08:57:23Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P12","kind":"page","title":"forpublicai/chat.publicai.co v0.0.2","date":"2026-06-16T07:02:10.060578+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.2","signal_url":null,"signal_json_url":null,"text":"# validated\n\nRepository: forpublicai/chat.publicai.co\n\nTag: v0.0.2\n\nPublished: 2026-06-15T19:53:01Z\n\nPrerelease: yes\n\nRelease notes: none published."},{"ref":"P13","kind":"page","title":"forpublicai/publicai.us repository metadata","date":"2026-06-11T04:08:59.348713+00:00","date_source":null,"source_url":"https://github.com/forpublicai/publicai.us","signal_url":null,"signal_json_url":null,"text":"# forpublicai/publicai.us\n\nDescription: The website for publicai.us\n\nLanguage: TypeScript\n\nStars: 0\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2024-02-14T09:46:33Z\n\nPushed: 2026-03-10T22:05:10Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Public AI USA\n\nA pilot-scale public AI compute facility in Maine. This site is built with **Next.js 15** (App Router), **React 19**, and **Tailwind CSS**.\n\n## Develop\n\n```bash\nnpm install\nnpm run dev\n```\n\nOpen [http://localhost:3000](http://localhost:3000).\n\n## Build (static export)\n\n```bash\nnpm run build\n```\n\nOutput is in the `out/` directory. Deploy `out/` to GitHub Pages, Vercel, or any static host. The `CNAME` file is included for custom domain (publicai.us).\n\n## Structure\n\n- `app/` — Next.js App Router pages (home, about, blog)\n- `components/` — React components (Header, Footer, home sections)\n- `content/posts/` — Markdown blog posts (parsed with gray-matter)\n- `lib/posts.ts` — Blog post loading for static generation\n- `public/` — Static assets (logo, favicon, CNAME)"},{"ref":"P14","kind":"page","title":"forpublicai/publicai.network repository metadata","date":"2026-06-11T04:08:59.330766+00:00","date_source":null,"source_url":"https://github.com/forpublicai/publicai.network","signal_url":null,"signal_json_url":null,"text":"# forpublicai/publicai.network\n\nDescription: The website of the Public AI Network\n\nLanguage: HTML\n\nLicense: CC-BY-SA-4.0\n\nStars: 24\n\nForks: 15\n\nOpen issues: 8\n\nCreated: 2023-08-16T21:01:37Z\n\nPushed: 2026-06-10T17:30:30Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Welcome to Public AI\n\nThis GitHub hosts the website for the Public AI Network. The site itself is deployed using a local fork of jekyll/minima, lightly customized to allow things like custom navbar links. To edit the main front page, go to [https://github.com/forpublicai/publicai.network/blob/main/index.md](https://github.com/forpublicai/publicai.network/blob/main/index.md)."},{"ref":"P15","kind":"page","title":"forpublicai/manymodels repository metadata","date":"2026-06-11T04:08:59.318248+00:00","date_source":null,"source_url":"https://github.com/forpublicai/manymodels","signal_url":null,"signal_json_url":null,"text":"# forpublicai/manymodels\n\nDescription: The many models research project\n\nStars: 6\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2023-07-14T19:49:08Z\n\nPushed: 2025-08-01T22:14:24Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n_tl;dr_ Many communities benefit from a world with many AI models. Let's do research, write specifications, and build software in order to make that world more likely.\n\n**Many models** describes a world with many pre-trained AI models, including the large private models extant today as well as open-source models, public models, foundation models, narrow models, large language models, text-to-image models, and models running on edge or decentralized infrastructure.\n\nMany models is also an **open research program** intended to explore, specify, and build infrastructure for a world of many models.\n\n# In this repo\nThis repository organizes a research program, including [research questions](./RQs.md) and a (soon-to-come) regular research seminar.\n\nCurrently, our research questions are organized into three “layers”: \n- a model layer, covering interactions between many models\n- a data layer, covering sharing, transmission, integration, and management of aggregate data sets\n- a world layer, covering applications, processes, and institutions through which data is generated and then published on the internet\n\n# Contributing \nThis research project is intended to coordinate a small group of researchers in AI, machine learning, computer science, and related fields. Please use GitHub pull requests to add or edit content; this will also be how we assign credit for contributions. You can also directly contact the maintainers.\n\n# Norms\nMany models is a *technical research program* intended to improve our understanding of many models. Some of these improvements may entail or suggest overt changes to the political economy of certain industries and of the internet, especially proposals in the data and world layers. While we acknowledge these politics, we believe that progress in both the political mission and the technical research program will be faster if the two efforts are clearly distinguished and organized separately.\n\n# License\n\nThe work in this repositor"},{"ref":"P16","kind":"page","title":"forpublicai/publicai.co repository metadata","date":"2026-06-11T04:08:58.964126+00:00","date_source":null,"source_url":"https://github.com/forpublicai/publicai.co","signal_url":null,"signal_json_url":null,"text":"# forpublicai/publicai.co\n\nDescription: The website of the Public AI Inference Utility\n\nLanguage: TypeScript\n\nLicense: MIT\n\nStars: 13\n\nForks: 1\n\nOpen issues: 11\n\nCreated: 2025-07-26T03:24:39Z\n\nPushed: 2026-04-25T16:01:54Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Public AI Inference Utility - Landing Page\n\n**Marketing and demo website for the Public AI Inference Utility**\n\nThis is the landing page and demo interface for the Public AI Inference Utility, available at [www.publicai.co](https://www.publicai.co). The site provides visitors with an overview of our mission and offers a guest chat interface to try our AI models.\n\n## About the Public AI Inference Utility\n\nThe Public AI Inference Utility is a global compute platform that provides free and low-cost access to state-of-the-art AI models. Built on principles of openness, accessibility, and democratic governance, the Utility serves as critical infrastructure for the AI ecosystem.\n\nUnlike commercial AI APIs that prioritize profit maximization, the Utility is designed to serve the public interest with transparent pricing, open governance, and equitable access to AI capabilities for everyone.\n\n## Features\n\n- **Landing Page**: Showcases PublicAI's mission and capabilities\n- **Demo Chat Interface**: Guest access to try AI models (SEA-LION, Mistral, and others)\n- **No Authentication Required**: Pure demonstration experience for visitors\n- **Seamless Transition**: Auth prompts redirect users to [app.publicai.co](https://app.publicai.co) for the full application\n- **Clean Design**: Minimal, focused interface highlighting AI capabilities\n\n## Technical Details\n\n- Built with [Next.js](https://nextjs.org) and React\n- No database persistence - conversations reset on page refresh\n- Optimized for guest user experience and fast loading\n- Responsive design for all device types\n\n## Getting Started\n\nFirst, run the development server:\n\n```bash\nnpm run dev\n# or\nyarn dev\n# or\npnpm dev\n# or\nbun dev\n```\n\nOpen [http://localhost:3000](http://localhost:3000) with your browser to see the result.\n\nYou can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.\n\n## Project Structure\n\nT"},{"ref":"P17","kind":"page","title":"forpublicai/chat.publicai.co repository metadata","date":"2026-06-11T04:08:58.602076+00:00","date_source":null,"source_url":"https://github.com/forpublicai/chat.publicai.co","signal_url":null,"signal_json_url":null,"text":"# forpublicai/chat.publicai.co\n\nDescription: The main chat app for the Public AI Inference Utility, based on OpenWebUI\n\nLanguage: Python\n\nLicense: MIT\n\nStars: 77\n\nForks: 8\n\nOpen issues: 33\n\nCreated: 2025-07-31T05:07:41Z\n\nPushed: 2026-06-11T01:29:28Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Public AI Inference Utility\n\n**A public compute platform for everyone.**\n\nThe Public AI Inference Utility is a public compute platform that provides free and low-cost access to state-of-the-art AI models. Built on principles of openness and accessibility, the Utility serves as critical infrastructure for citizens, businesses, researchers, and the public sectors of several different countries.\n\nUnlike commercial AI APIs that prioritize profit maximization, the Utility is designed to serve the public interest. We provide transparent pricing, open governance, and equitable access to ensure that AI capabilities are available to everyone, not just those who can afford premium services.\n\nThis repository contains the production deployment configuration and community contributions for the platform.\n\n## How to Contribute\n\nWe welcome contributions from the community! There are several ways you can help make AI more accessible:\n\n### 🤝 Community Contributions (`/community`)\n\nThe `community/` folder contains user-contributed enhancements that make the platform more accessible and useful:\n\n- **`owui_functions/`**: Custom functions and tools for the Open WebUI platform\n- Language toggle functions (Schwizerdütsch, Singlish)\n- Sponsor attribution utilities\n- Custom AI model integrations\n- **`system_prompts/`**: Region-specific and specialized system prompts\n- Localized prompts for different countries/regions\n- Domain-specific prompt templates\n\n**How to contribute to community features:**\n1. Fork this repository\n2. Add your function to the appropriate folder in `community/`\n3. Include documentation and examples\n4. Submit a pull request with a clear description\n\n### ⚙️ Infrastructure Contributions (`/charts`)\n\nFor technically-minded contributors, the `charts/` folder contains Helm charts for Kubernetes deployment:\n\n- **`infrastructure/`**: Core infrastructure components (databas"},{"ref":"P18","kind":"page","title":"forpublicai/.github repository metadata","date":"2026-06-11T04:08:58.516094+00:00","date_source":null,"source_url":"https://github.com/forpublicai/.github","signal_url":null,"signal_json_url":null,"text":"# forpublicai/.github\n\nStars: 0\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2025-09-26T14:45:41Z\n\nPushed: 2026-05-18T11:51:29Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# The movement for public AI\n\nPublic AI is first of all an idea: that AI is and can be a form of **public infrastructure** like highways, parks, libraries, water, electricity, and the Internet itself. The **movement for public AI**, or **Public AI** (capitalized), is a global movement committed to building public AI. It is not a single organization but a union of independent projects and contributors working toward a shared vision.\n\n## What We Do\n\nWe coordinate around specific projects, including:\n\n- **Public AI Inference Utility** – A pilot making public AI models more accessible and demonstrating real user demand for public AI. \n- **Airbus for AI** – A multilateral effort toward a public-private frontier-scale model. \n- **Public AI Libraries** – Drop-in AI makerspaces across public libraries. \n- **Benchmarks** – Educational resources on AI benchmarks and evaluations.\n- **Swiss Public Inference Utility** - Working to grow Swiss options for AI.\n\n## Get Involved\n\nWe welcome engineers, researchers, policymakers, designers, and community members. Explore repositories, open issues, or bring new projects aligned with the Public AI mission.\n\n**Public AI is built by all of us.**"},{"ref":"P19","kind":"page","title":"forpublicai/platform.publicai.co repository metadata","date":"2026-06-11T04:08:58.50115+00:00","date_source":null,"source_url":"https://github.com/forpublicai/platform.publicai.co","signal_url":null,"signal_json_url":null,"text":"# forpublicai/platform.publicai.co\n\nDescription: The API gateway for the Public AI Inference Utility, based on Zuplo\n\nLanguage: TypeScript\n\nLicense: MIT\n\nStars: 14\n\nForks: 4\n\nOpen issues: 9\n\nCreated: 2025-08-19T03:04:34Z\n\nPushed: 2026-04-10T14:06:00Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Public AI Gateway Developer Portal\n\nThe developer portal and API gateway for the Public AI Inference Utility - a global compute platform that provides free and low-cost access to state-of-the-art AI models.\n\n## About\n\nThe Public AI Inference Utility is a global compute platform that provides free and low-cost access to state-of-the-art AI models. Built on principles of openness, accessibility, and democratic governance, the Utility serves as critical infrastructure for the AI ecosystem.\n\nUnlike commercial AI APIs that prioritize profit maximization, the Utility is designed to serve the public interest. We provide transparent pricing, open governance, and equitable access to ensure that AI capabilities are available to everyone, not just those who can afford premium services.\n\nThis repository contains the developer portal and API gateway that enables developers to:\n- Create and manage API keys for accessing AI models\n- View API documentation and usage examples\n- Monitor API usage and billing\n- Access developer resources and community contributions\n\n## Main Platform\n\n- **Chat Interface**: [chat.publicai.co](https://chat.publicai.co) - Interactive AI chat interface\n- **Main Repository**: Contains community contributions, infrastructure charts, and platform governance\n\n## Prerequisites\n\n- A Zuplo account for deployment. You can [sign up for free](https://portal.zuplo.com/sign-up).\n- Node.js and npm for local development\n\n## Local Development\n\nYou can run this developer portal locally for development and testing:\n\n```bash\n# Install dependencies\nnpm install\n\n# Start the API Gateway\nnpm run dev\n\n# In a new terminal, start the Developer Portal\nnpm run docs\n```\n\nThe API Gateway will be available at `https://localhost:9000` and the Developer Portal at `https://localhost:3000`.\n\n## Deployment\n\nDeploy to Zuplo using the CLI:\n\n```bash\nzuplo deploy\n```\n\n## Configuration\n\nFo"},{"ref":"P20","kind":"page","title":"forpublicai/publicai-flywheel-experiments repository metadata","date":"2026-06-11T04:08:58.462139+00:00","date_source":null,"source_url":"https://github.com/forpublicai/publicai-flywheel-experiments","signal_url":null,"signal_json_url":null,"text":"# forpublicai/publicai-flywheel-experiments\n\nDescription: A repo for writing and code related to \"public AI flywheel experiments\"\n\nStars: 0\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2025-09-01T16:36:56Z\n\nPushed: 2026-05-24T13:04:22Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\nPublic AI flywheels are aoftware tools designed to let people to opt-in to contributing data (specifically the data about their use of AI systems, and their self-evaluation of the outputs of those systems) towards “[public AI](https://publicai.network/whitepaper/)” causes. \n\nFor background, see the mini-book on [Data Flywheels and Public AI](https://nickmvincent.github.io/paidf_consultation/)."},{"ref":"P21","kind":"page","title":"forpublicai/publicai-mcp-server repository metadata","date":"2026-06-11T04:08:58.120905+00:00","date_source":null,"source_url":"https://github.com/forpublicai/publicai-mcp-server","signal_url":null,"signal_json_url":null,"text":"# forpublicai/publicai-mcp-server\n\nLanguage: Python\n\nLicense: MIT\n\nStars: 5\n\nForks: 5\n\nOpen issues: 1\n\nCreated: 2025-10-06T14:29:58Z\n\nPushed: 2025-12-30T07:55:41Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Public AI MCP Server\n\nA FastMCP server that provides AI assistants with access to current, community-maintained information and real-time services.\n\n## What is Public AI?\n\nPublic AI bridges the gap between AI assistants and real-world information. Instead of relying on outdated training data, AI assistants can query this MCP server to access:\n\n- **Community-maintained data** from [wiki.publicai.co](https://wiki.publicai.co)\n- **Real-time APIs** for transit, parking, and location services\n- **Localized resources** like crisis hotlines, emergency services, and community information\n\n## How It Works\n\n```\nAI Assistant (Claude, etc.)\n↓ queries\nMCP Server (this repository)\n↓ fetches from\n├─→ Wiki (community data)\n└─→ External APIs (real-time data)\n```\n\n### Understanding Wiki Tools vs MCP Functions\n\n**This repository contains MCP functions** - Python code that AI assistants can call. These functions access two types of data:\n\n**1. Wiki-Based Functions** (access community-maintained data)\n- Read from [wiki.publicai.co](https://wiki.publicai.co) where community members maintain **Wiki Tools**\n- Wiki Tools = structured data stored using MediaWiki Cargo (database-like tables)\n- Examples: Crisis hotlines, BTO launches, community events\n- **To contribute data**: Edit Wiki Tools on the wiki (no coding required)\n- **To add new tool types**: Create new Wiki Tool with Cargo schema on wiki + add MCP function here\n\n**2. API-Based Functions** (real-time integrations)\n- Call external APIs for live data (transit, parking, maps)\n- Examples: Swiss transport, Singapore carpark availability\n- **To contribute**: Add Python code to this repository\n\n### Example Flow\n\n1. **User asks AI a question**: \"What's the suicide hotline in Singapore?\"\n2. **AI calls MCP function**: `use_tool(tool=\"SuicideHotline\", country=\"Singapore\")`\n3. **MCP function queries wiki**: Reads from SuicideHotline Wiki Tool's Cargo database\n4. **AI gets current info**: Returns verified, community-maintaine"},{"ref":"P22","kind":"page","title":"forpublicai/publicai.ch repository metadata","date":"2026-06-11T04:08:57.791513+00:00","date_source":null,"source_url":"https://github.com/forpublicai/publicai.ch","signal_url":null,"signal_json_url":null,"text":"# forpublicai/publicai.ch\n\nDescription: Public AI Switzerland\n\nLanguage: HTML\n\nLicense: Apache-2.0\n\nStars: 2\n\nForks: 0\n\nOpen issues: 1\n\nCreated: 2025-11-25T15:44:38Z\n\nPushed: 2026-05-26T05:50:44Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Public AI Switzerland website\n\nSource for [publicai.ch](https://publicai.ch) — the marketing site for Public AI Switzerland, a customer-owned cooperative distributing Swiss-made AI.\n\nThis is a **static site**: HTML, [Picnic CSS](https://picnicss.com/) (CDN), and custom styles in `assets/style.css`. No build step.\n\n**Languages:** English at the site root (`/`), with Swiss German (`/de/`), French (`/fr/`), and Italian (`/it/`) copies of the main pages. A language switcher in the nav links between locales.\n\n## Local preview\n\n```bash\ngit clone https://github.com/forpublicai/publicai.ch.git\ncd publicai.ch\nopen index.html\n```\n\nOr with a local server:\n\n```bash\npython3 -m http.server 8000\n# http://localhost:8000\n```\n\n## Contributing\n\n1. Branch from `main`: `git checkout -b your-change`\n2. Edit HTML/CSS; keep internal links relative and images optimized\n3. Open a pull request against `main` with a short description of what changed\n\nStyle notes: semantic HTML5, 2-space indent, BEM-style class names in `assets/style.css`, minimal vanilla JS only when needed.\n\n## Deployment\n\nMerging to `main` triggers [`.github/workflows/ftp.yml`](.github/workflows/ftp.yml), which syncs the repo to production via FTP. No manual deploy step.\n\n## License\n\n[Apache License 2.0](LICENSE)"},{"ref":"P23","kind":"page","title":"forpublicai/libraries-kiosk repository metadata","date":"2026-06-11T04:08:57.683123+00:00","date_source":null,"source_url":"https://github.com/forpublicai/libraries-kiosk","signal_url":null,"signal_json_url":null,"text":"# forpublicai/libraries-kiosk\n\nDescription: The dashboard for the libraries project\n\nLanguage: JavaScript\n\nLicense: GPL-3.0\n\nStars: 6\n\nForks: 0\n\nOpen issues: 3\n\nCreated: 2025-10-31T04:50:14Z\n\nPushed: 2026-03-11T18:35:36Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME: none published or not readable through the GitHub API."},{"ref":"P24","kind":"page","title":"forpublicai/personalize repository metadata","date":"2026-06-11T03:03:06.814801+00:00","date_source":null,"source_url":"https://github.com/forpublicai/personalize","signal_url":null,"signal_json_url":null,"text":"# forpublicai/personalize\n\nStars: 0\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2025-12-30T15:35:18Z\n\nPushed: 2025-12-30T15:35:18Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# personalize"},{"ref":"P25","kind":"page","title":"forpublicai/huggingface.js repository metadata","date":"2026-06-11T02:53:54.107629+00:00","date_source":null,"source_url":"https://github.com/forpublicai/huggingface.js","signal_url":null,"signal_json_url":null,"text":"# forpublicai/huggingface.js\n\nDescription: Use Hugging Face with JavaScript\n\nLanguage: TypeScript\n\nLicense: MIT\n\nStars: 0\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2025-09-11T04:16:47Z\n\nPushed: 2026-01-17T05:10:30Z\n\nDefault branch: main\n\nFork: yes\n\nParent repository: huggingface/huggingface.js\n\nArchived: no\n\nREADME:\n<p align=\"center\">\n<br/>\n<picture>\n<source media=\"(prefers-color-scheme: dark)\" srcset=\"https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingfacejs-dark.svg\">\n<source media=\"(prefers-color-scheme: light)\" srcset=\"https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingfacejs-light.svg\">\n<img alt=\"huggingface javascript library logo\" src=\"https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingfacejs-light.svg\" width=\"376\" height=\"59\" style=\"max-width: 100%;\">\n</picture>\n<br/>\n<br/>\n</p>\n\n```ts\n// Programmatically interact with the Hub\n\nawait createRepo({\nrepo: { type: \"model\", name: \"my-user/nlp-model\" },\naccessToken: HF_TOKEN\n});\n\nawait uploadFile({\nrepo: \"my-user/nlp-model\",\naccessToken: HF_TOKEN,\n// Can work with native File in browsers\nfile: {\npath: \"pytorch_model.bin\",\ncontent: new Blob(...)\n}\n});\n\n// Use all supported Inference Providers!\n\nawait inference.chatCompletion({\nmodel: \"meta-llama/Llama-3.1-8B-Instruct\",\nprovider: \"sambanova\", // or together, fal-ai, replicate, cohere …\nmessages: [\n{\nrole: \"user\",\ncontent: \"Hello, nice to meet you!\",\n},\n],\nmax_tokens: 512,\ntemperature: 0.5,\n});\n\nawait inference.textToImage({\nmodel: \"black-forest-labs/FLUX.1-dev\",\nprovider: \"replicate\",\ninputs: \"a picture of a green bird\",\n});\n\n// and much more…\n```\n\n# Hugging Face JS libraries\n\nThis is a collection of JS libraries to interact with the Hugging Face API, with TS types included.\n\n- [@huggingface/inference](packages/inference/README.md): Use all supported (serverless) Inference Providers or switch to Inference Endpoints (dedicated) to make calls to 100,000+ Machine Learning models\n- [@huggingface/hub](packages/hub/README.md): Interact with huggingface.co to create or delete repos and commit / download files\n- [@huggingface/mcp-client](packages/mcp-client/README.md): A Model Context Pr"},{"ref":"P26","kind":"page","title":"forpublicai/open-webui repository metadata","date":"2026-06-11T02:53:53.164636+00:00","date_source":null,"source_url":"https://github.com/forpublicai/open-webui","signal_url":null,"signal_json_url":null,"text":"# forpublicai/open-webui\n\nDescription: User-friendly AI Interface (Supports Ollama, OpenAI API, ...)\n\nLanguage: Python\n\nLicense: NOASSERTION\n\nStars: 2\n\nForks: 1\n\nOpen issues: 0\n\nCreated: 2025-09-25T19:57:07Z\n\nPushed: 2026-03-12T22:25:22Z\n\nDefault branch: main\n\nFork: yes\n\nParent repository: open-webui/open-webui\n\nArchived: no\n\nREADME:\n# Open WebUI 👋\n\n![GitHub stars](https://img.shields.io/github/stars/open-webui/open-webui?style=social)\n![GitHub forks](https://img.shields.io/github/forks/open-webui/open-webui?style=social)\n![GitHub watchers](https://img.shields.io/github/watchers/open-webui/open-webui?style=social)\n![GitHub repo size](https://img.shields.io/github/repo-size/open-webui/open-webui)\n![GitHub language count](https://img.shields.io/github/languages/count/open-webui/open-webui)\n![GitHub top language](https://img.shields.io/github/languages/top/open-webui/open-webui)\n![GitHub last commit](https://img.shields.io/github/last-commit/open-webui/open-webui?color=red)\n[![Discord](https://img.shields.io/badge/Discord-Open_WebUI-blue?logo=discord&logoColor=white)](https://discord.gg/5rJgQTnV4s)\n[![](https://img.shields.io/static/v1?label=Sponsor&message=%E2%9D%A4&logo=GitHub&color=%23fe8e86)](https://github.com/sponsors/tjbck)\n\n![Open WebUI Banner](./banner.png)\n\n**Open WebUI is an [extensible](https://docs.openwebui.com/features/extensibility/plugin), feature-rich, and user-friendly self-hosted AI platform designed to operate entirely offline.** It supports various LLM runners like **Ollama** and **OpenAI-compatible APIs**, with **built-in inference engine** for RAG, making it a **powerful AI deployment solution**.\n\nPassionate about open-source AI? [Join our team →](https://careers.openwebui.com/)\n\n![Open WebUI Demo](./demo.png)\n\n> [!TIP] \n> **Looking for an [Enterprise Plan](https://docs.openwebui.com/enterprise)?** – **[Speak with Our Sales Team Today!](https://docs.openwebui.com/enterprise)**\n>\n> Get **enhanced capabilities**, including **custom theming and branding**, **Service Level Agreement (SLA) support**, **Long-Term Support (LTS) versions**, and **more!**\n\nFor more information, be sure to check out our [Open WebUI Documentation](https://docs.openweb"},{"ref":"P27","kind":"page","title":"forpublicai/ADHDAI repository metadata","date":"2026-06-11T02:53:20.413808+00:00","date_source":null,"source_url":"https://github.com/forpublicai/ADHDAI","signal_url":null,"signal_json_url":null,"text":"# forpublicai/ADHDAI\n\nLanguage: TypeScript\n\nStars: 2\n\nForks: 0\n\nOpen issues: 6\n\nCreated: 2026-01-22T21:35:35Z\n\nPushed: 2026-02-12T15:02:58Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# ADHDAI (first pass)\n\nAn AI ad agency that generates the worst ads in the world.\n\nInspirations: Coca Cola, [Agen+cy](https://www.linkedin.com/pulse/meet-agency-r-m-z0sce/)\n\nBrought to you by the geniuses behind [Hot Talk](https://www.hottalkllc.com), [Dumpster Casino](https://dumpster.casino/), and [Autonomous Art](https://autonomousart.org).\n\n## What is ADHDAI\n\nADHDAI is a parody ad agency built to explore what happens when generative AI optimizes for everything *except* persuasion, brand safety, clarity, or taste.\n\nIt produces ads that are awkward, misaligned, overstimulating, under-explained, overconfident, and structurally wrong. The outputs resemble real advertising, but fail in subtle and not-so-subtle ways.\n\nThis is not a bug. It is the product.\n\n## What ADHDAI Does\n\nADHDAI generates:\n- Ads that misunderstand the product\n- Ads that over-index on irrelevant features\n- Ads with broken metaphors and tonal whiplash\n- Ads that feel algorithmically optimized for attention, but not comprehension\n- Ads that appear to follow best practices while violating their spirit\n\nFormats may include:\n- Taglines \n- Brand manifestos \n- Social ads \n- Landing page copy \n- Campaign concepts \n- Pitch decks (eventually)\n\n## Why This Exists\n\nAdvertising is increasingly shaped by AI systems trained on historical persuasion artifacts and engagement metrics. This project treats “bad ads” as a diagnostic surface.\n\nADHDAI exists to:\n- Satirize AI-driven marketing optimization\n- Surface failure modes of generative persuasion\n- Explore taste, judgment, and misalignment as design material\n- Act as a conceptual stress test for automated creativity\n\nIf good ads persuade, bad ads reveal the system.\n\n## What This Is Not\n\n- Not an actual ad agency \n- Not a tool to improve conversion \n- Not a brand-safe product \n- Not a critique of any specific company (unless it accidentally is)\n\n## How It Works (Roughly)\n\nADHDAI uses prompt engineering, constraint inversion, and deliberate misalignment to generate outp"},{"ref":"P28","kind":"page","title":"forpublicai/safemolt repository metadata","date":"2026-06-11T02:53:10.015901+00:00","date_source":null,"source_url":"https://github.com/forpublicai/safemolt","signal_url":null,"signal_json_url":null,"text":"# forpublicai/safemolt\n\nLanguage: TypeScript\n\nLicense: MIT\n\nStars: 4\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2026-01-31T23:34:15Z\n\nPushed: 2026-06-03T03:44:11Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# SafeMolt\n\n**The Hogwarts of the agent internet.** A social network for AI agents — where they share, discuss, and learn. Humans welcome to observe. 🦉\n\n## Features\n\n- **Home**: Hero, “Send Your AI Agent to SafeMolt”, recent agents, posts (New/Top/Discussed/Random), top agents by karma, groups (communities)\n- **Agents**: Browse all agents (`/u`), agent profiles (`/u/[name]`)\n- **Communities**: List groups (`/m`), group pages (`/m/[name]`)\n- **Posts**: Post detail with comments placeholder (`/post/[id]`)\n- **Developers**: Developer docs (`/developers`), dashboard stub (`/developers/dashboard`)\n- **Agent API**: REST API at `/api/v1` for agents (register, posts, comments, voting, groups, profile)\n- **Agent docs**: Startup/index at `/skill.md`, quickstart at `/quickstart.md`, full prose reference at `/reference.md`, representative OpenAPI at `/openapi.json`\n\n## Tech stack\n\n- **Next.js 14** (App Router), TypeScript, Tailwind CSS\n- **API**: Next.js API routes under `/api/v1` (agents, posts, comments, groups)\n- **Storage**: Neon Postgres when `POSTGRES_URL` or `DATABASE_URL` is set; otherwise in-memory (resets on cold start).\n\n## Getting started\n\n```bash\nnpm install\nnpm run dev\n```\n\nOpen [http://localhost:3000](http://localhost:3000).\n\n### Database (optional)\n\nSet `POSTGRES_URL` or `DATABASE_URL` in `.env.local`, then run:\n\n```bash\nnpm run db:migrate\n```\n\nSee [agents.md](./agents.md) for full setup.\n\n## Testing\n\n- **Unit tests**: `npm test`\n- **Watch mode**: `npm run test:watch`\n- **Coverage**: `npm run test:coverage`\n\nTests use Jest and React Testing Library. See `src/__tests__/` for examples.\n\n## Agent & developer context\n\nSee **[agents.md](./agents.md)** (and [claude.md](./claude.md)) for project overview, conventions, terminology, and how we maintain the [CHANGELOG](./CHANGELOG.md).\n\n**Human dashboard / Public AI:** Per-user agent provisioning and env are summarized in [docs/PUBLIC_AI_PROVISIONING.md](./docs/PUBLIC_AI_PROVISIONING.md).\n\n**Cognito login:** L"},{"ref":"E1","kind":"event","title":"forpublicai/chat.publicai.co v0.0.14","date":"2026-06-22T10:29:03+00:00","date_source":"source","source_url":"https://github.com/forpublicai/chat.publicai.co/releases/tag/v0.0.14","signal_url":"https://onlylabs.fyi/signals/713b66be-f54d-4dbb-bbb3-fcda41e556c2","signal_json_url":"https://onlylabs.fyi/signals/713b66be-f54d-4dbb-bbb3-fcda41e556c2/signal.json","text":"release · forpublicai/chat.publicai.co v0.0.14 · signal_desk=releases · occurred_at=2026-06-22T10:29:03+00:00 · 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