{"schema_version":"onlylabs.public_signal.v1","title":"Public AI Fork: forpublicai/open-webui","description":"Public AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614","json_url":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614/signal.json","generated_at":"2026-06-11T02:53:53.164636+00:00","org":{"slug":"public-ai","name":"Public AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/public-ai","dossier_json_url":"https://onlylabs.fyi/labs/public-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614","signal_json":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614/signal.json","source":"https://github.com/forpublicai/open-webui","lab_dossier":"https://onlylabs.fyi/labs/public-ai","lab_dossier_json":"https://onlylabs.fyi/labs/public-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/public-ai","analysis_json":"https://onlylabs.fyi/analysis/public-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/public-ai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Public AI forked forpublicai/open-webui (forked from open-webui/open-webui). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo forpublicai/open-webui · parent open-webui/open-webui · Routine fork with minimal traction. onlylabs links this event to 1 captured evidence page and 3 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/forpublicai/open-webui","source_host":"github.com","occurred_at":"2025-09-25T19:57:07+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source","context":"forked from open-webui/open-webui"},"context_markers":[{"label":"Lab","value":"Public AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"forpublicai/open-webui","source":"source"},{"label":"Parent","value":"open-webui/open-webui","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Routine fork with minimal traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/forpublicai/open-webui"],"related_signals":3,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:53.164636+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614/signal.json","dossier_json":"https://onlylabs.fyi/labs/public-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/public-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/public-ai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 3 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614/signal.json","required":true},{"label":"source","url":"https://github.com/forpublicai/open-webui","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/public-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/public-ai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Public AI's fork signal \"forpublicai/open-webui\" for neocloud strategy."},"semantic_triples":[{"subject":"Public AI","predicate":"forked","object":"forpublicai/open-webui","text":"Public AI forked forpublicai/open-webui."},{"subject":"forpublicai/open-webui","predicate":"is classified as","object":"fork signal","text":"forpublicai/open-webui is classified as fork signal."},{"subject":"forpublicai/open-webui","predicate":"belongs to","object":"forks desk","text":"forpublicai/open-webui belongs to forks desk."},{"subject":"forpublicai/open-webui","predicate":"has context","object":"forked from open-webui/open-webui","text":"forpublicai/open-webui has context forked from open-webui/open-webui."},{"subject":"forpublicai/open-webui","predicate":"has evidence coverage","object":"1 captured evidence page","text":"forpublicai/open-webui has evidence coverage 1 captured evidence page."},{"subject":"forpublicai/open-webui","predicate":"has captured page count","object":"1","text":"forpublicai/open-webui has captured page count 1."},{"subject":"forpublicai/open-webui","predicate":"has readable page count","object":"1","text":"forpublicai/open-webui has readable page count 1."},{"subject":"forpublicai/open-webui","predicate":"has related signal count","object":"3","text":"forpublicai/open-webui has related signal count 3."},{"subject":"forpublicai/open-webui","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"forpublicai/open-webui has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"forpublicai/open-webui","predicate":"has source host","object":"github.com","text":"forpublicai/open-webui has source host github.com."},{"subject":"forpublicai/open-webui","predicate":"has lab","object":"Public AI","text":"forpublicai/open-webui has lab Public AI."},{"subject":"forpublicai/open-webui","predicate":"has signal desk","object":"forks","text":"forpublicai/open-webui has signal desk forks."},{"subject":"forpublicai/open-webui","predicate":"has source host","object":"github.com","text":"forpublicai/open-webui has source host github.com."},{"subject":"forpublicai/open-webui","predicate":"has repository","object":"forpublicai/open-webui","text":"forpublicai/open-webui has repository forpublicai/open-webui."},{"subject":"forpublicai/open-webui","predicate":"has parent","object":"open-webui/open-webui","text":"forpublicai/open-webui has parent open-webui/open-webui."},{"subject":"forpublicai/open-webui","predicate":"has stars","object":"2","text":"forpublicai/open-webui has stars 2."},{"subject":"forpublicai/open-webui","predicate":"has notability","object":"Routine fork with minimal traction","text":"forpublicai/open-webui has notability Routine fork with minimal traction."},{"subject":"forpublicai/open-webui","predicate":"has watch term","object":"Eval methodology","text":"forpublicai/open-webui has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Public AI forked forpublicai/open-webui (forked from open-webui/open-webui). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo forpublicai/open-webui · parent open-webui/open-webui · Routine fork with minimal traction. onlylabs links this event to 1 captured evidence page and 3 related fork signals.","semantic_triples":[{"subject":"Public AI","predicate":"forked","object":"forpublicai/open-webui","text":"Public AI forked forpublicai/open-webui."},{"subject":"forpublicai/open-webui","predicate":"is classified as","object":"fork signal","text":"forpublicai/open-webui is classified as fork signal."},{"subject":"forpublicai/open-webui","predicate":"belongs to","object":"forks desk","text":"forpublicai/open-webui belongs to forks desk."},{"subject":"forpublicai/open-webui","predicate":"has context","object":"forked from open-webui/open-webui","text":"forpublicai/open-webui has context forked from open-webui/open-webui."},{"subject":"forpublicai/open-webui","predicate":"has evidence coverage","object":"1 captured evidence page","text":"forpublicai/open-webui has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ae9a920b-7bdc-4bdb-be31-24bcdebb5614","url":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614","json_url":"https://onlylabs.fyi/signals/ae9a920b-7bdc-4bdb-be31-24bcdebb5614/signal.json","source_url":"https://github.com/forpublicai/open-webui","title":"forpublicai/open-webui","summary":"Public AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from open-webui/open-webui","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2025-09-25T19:57:07+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/forpublicai/open-webui"]},"facets":{"repo":"forpublicai/open-webui","parent":"open-webui/open-webui"},"traction":{"github_stars":2,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/forpublicai/open-webui","final_url":"https://github.com/forpublicai/open-webui","title":"forpublicai/open-webui repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:53.164636+00:00","bytes":36996,"raw_path":"1cd675446e43e2e025ad3ed6209153c8e4f61f05310347871525d52194f4815a.json","content_hash":"9e0bfdb24f5f58dcaa76301bb2e123fb4112e8607cdec19a4a4e809b1226323d","excerpt_chars":1200,"truncated":true,"excerpt":"forpublicai/open-webui Description: User-friendly AI Interface (Supports Ollama, OpenAI API, ...) Language: Python License: NOASSERTION Stars: 2 Forks: 1 Open issues: 0 Created: 2025-09-25T19:57:07Z Pushed: 2026-03-12T22:25:22Z Default branch: main Fork: yes Parent repository: open-webui/open-webui Archived: no README: Open WebUI 👋 ![GitHub stars](https://img.shields.io/github/stars/open-webui/open-webui?style=social) ![GitHub forks](https://img.shields.io/github/forks/open-webui/open-webui?style=social) ![GitHub watchers](https://img.shields.io/github/watchers/open-webui/open-webui?style=social) ![GitHub repo size](https://img.shields.io/github/repo-size/open-webui/open-webui) ![GitHub language count](https://img.shields.io/github/languages/count/open-webui/open-webui) ![GitHub top language](https://img.shields.io/github/languages/top/open-webui/open-webui) ![GitHub last commit](https://img.shields.io/github/last-commit/open-webui/open-webui?color=red) [![Discord](https://img.shields.io/badge/Discord-Open_WebUI-blue?logo=discord&logoColor=white)](https://discord.gg/5rJgQTnV4s)..."},"evidence_pages":[{"url":"https://github.com/forpublicai/open-webui","final_url":"https://github.com/forpublicai/open-webui","title":"forpublicai/open-webui repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:53.164636+00:00","bytes":36996,"raw_path":"1cd675446e43e2e025ad3ed6209153c8e4f61f05310347871525d52194f4815a.json","content_hash":"9e0bfdb24f5f58dcaa76301bb2e123fb4112e8607cdec19a4a4e809b1226323d","excerpt_chars":1200,"truncated":true,"excerpt":"forpublicai/open-webui Description: User-friendly AI Interface (Supports Ollama, OpenAI API, ...) Language: Python License: NOASSERTION Stars: 2 Forks: 1 Open issues: 0 Created: 2025-09-25T19:57:07Z Pushed: 2026-03-12T22:25:22Z Default branch: main Fork: yes Parent repository: open-webui/open-webui Archived: no README: Open WebUI 👋 ![GitHub stars](https://img.shields.io/github/stars/open-webui/open-webui?style=social) ![GitHub forks](https://img.shields.io/github/forks/open-webui/open-webui?style=social) ![GitHub watchers](https://img.shields.io/github/watchers/open-webui/open-webui?style=social) ![GitHub repo size](https://img.shields.io/github/repo-size/open-webui/open-webui) ![GitHub language count](https://img.shields.io/github/languages/count/open-webui/open-webui) ![GitHub top language](https://img.shields.io/github/languages/top/open-webui/open-webui) ![GitHub last commit](https://img.shields.io/github/last-commit/open-webui/open-webui?color=red) [![Discord](https://img.shields.io/badge/Discord-Open_WebUI-blue?logo=discord&logoColor=white)](https://discord.gg/5rJgQTnV4s)..."}],"related_signals":[{"id":"41aa0f1f-af98-48b5-a5d9-a18a04fd13fb","url":"https://onlylabs.fyi/signals/41aa0f1f-af98-48b5-a5d9-a18a04fd13fb","source_url":"https://github.com/forpublicai/mobile-app-2","title":"forpublicai/mobile-app-2","context":"forked from cogwheel0/conduit","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-05-17T00:09:50+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"},{"id":"11f18218-b450-45f1-a34d-103e0ff7d0b3","url":"https://onlylabs.fyi/signals/11f18218-b450-45f1-a34d-103e0ff7d0b3","source_url":"https://github.com/forpublicai/litellm","title":"forpublicai/litellm","context":"forked from BerriAI/litellm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2025-12-15T03:06:28+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"},{"id":"205ae0a8-5de7-447f-aa10-93b3a80b9875","url":"https://onlylabs.fyi/signals/205ae0a8-5de7-447f-aa10-93b3a80b9875","source_url":"https://github.com/forpublicai/huggingface.js","title":"forpublicai/huggingface.js","context":"forked from huggingface/huggingface.js","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2025-09-11T04:16:47+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"}]}