{"schema_version":"onlylabs.public_signal.v1","title":"Public AI Fork: forpublicai/litellm","description":"Public AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/11f18218-b450-45f1-a34d-103e0ff7d0b3","json_url":"https://onlylabs.fyi/signals/11f18218-b450-45f1-a34d-103e0ff7d0b3/signal.json","generated_at":"2026-06-11T02:43:27.488201+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/11f18218-b450-45f1-a34d-103e0ff7d0b3","signal_json":"https://onlylabs.fyi/signals/11f18218-b450-45f1-a34d-103e0ff7d0b3/signal.json","source":"https://github.com/forpublicai/litellm","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/litellm (forked from BerriAI/litellm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo forpublicai/litellm · parent BerriAI/litellm · Routine fork with no 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/litellm","source_host":"github.com","occurred_at":"2025-12-15T03:06:28+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source","context":"forked from BerriAI/litellm"},"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/litellm","source":"source"},{"label":"Parent","value":"BerriAI/litellm","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Routine fork with no traction","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/litellm"],"related_signals":3,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:27.488201+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/11f18218-b450-45f1-a34d-103e0ff7d0b3/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/11f18218-b450-45f1-a34d-103e0ff7d0b3/signal.json","required":true},{"label":"source","url":"https://github.com/forpublicai/litellm","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/litellm\" for neocloud strategy."},"semantic_triples":[{"subject":"Public AI","predicate":"forked","object":"forpublicai/litellm","text":"Public AI forked forpublicai/litellm."},{"subject":"forpublicai/litellm","predicate":"is classified as","object":"fork signal","text":"forpublicai/litellm is classified as fork signal."},{"subject":"forpublicai/litellm","predicate":"belongs to","object":"forks desk","text":"forpublicai/litellm belongs to forks desk."},{"subject":"forpublicai/litellm","predicate":"has context","object":"forked from BerriAI/litellm","text":"forpublicai/litellm has context forked from BerriAI/litellm."},{"subject":"forpublicai/litellm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"forpublicai/litellm has evidence coverage 1 captured evidence page."},{"subject":"forpublicai/litellm","predicate":"has captured page count","object":"1","text":"forpublicai/litellm has captured page count 1."},{"subject":"forpublicai/litellm","predicate":"has readable page count","object":"1","text":"forpublicai/litellm has readable page count 1."},{"subject":"forpublicai/litellm","predicate":"has related signal count","object":"3","text":"forpublicai/litellm has related signal count 3."},{"subject":"forpublicai/litellm","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/litellm 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/litellm","predicate":"has source host","object":"github.com","text":"forpublicai/litellm has source host github.com."},{"subject":"forpublicai/litellm","predicate":"has lab","object":"Public AI","text":"forpublicai/litellm has lab Public AI."},{"subject":"forpublicai/litellm","predicate":"has signal desk","object":"forks","text":"forpublicai/litellm has signal desk forks."},{"subject":"forpublicai/litellm","predicate":"has source host","object":"github.com","text":"forpublicai/litellm has source host github.com."},{"subject":"forpublicai/litellm","predicate":"has repository","object":"forpublicai/litellm","text":"forpublicai/litellm has repository forpublicai/litellm."},{"subject":"forpublicai/litellm","predicate":"has parent","object":"BerriAI/litellm","text":"forpublicai/litellm has parent BerriAI/litellm."},{"subject":"forpublicai/litellm","predicate":"has stars","object":"1","text":"forpublicai/litellm has stars 1."},{"subject":"forpublicai/litellm","predicate":"has notability","object":"Routine fork with no traction","text":"forpublicai/litellm has notability Routine fork with no traction."},{"subject":"forpublicai/litellm","predicate":"has watch term","object":"Infrastructure","text":"forpublicai/litellm has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Public AI forked forpublicai/litellm (forked from BerriAI/litellm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo forpublicai/litellm · parent BerriAI/litellm · Routine fork with no traction. onlylabs links this event to 1 captured evidence page and 3 related fork signals.","semantic_triples":[{"subject":"Public AI","predicate":"forked","object":"forpublicai/litellm","text":"Public AI forked forpublicai/litellm."},{"subject":"forpublicai/litellm","predicate":"is classified as","object":"fork signal","text":"forpublicai/litellm is classified as fork signal."},{"subject":"forpublicai/litellm","predicate":"belongs to","object":"forks desk","text":"forpublicai/litellm belongs to forks desk."},{"subject":"forpublicai/litellm","predicate":"has context","object":"forked from BerriAI/litellm","text":"forpublicai/litellm has context forked from BerriAI/litellm."},{"subject":"forpublicai/litellm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"forpublicai/litellm has evidence coverage 1 captured evidence page."}]},"signal":{"id":"11f18218-b450-45f1-a34d-103e0ff7d0b3","url":"https://onlylabs.fyi/signals/11f18218-b450-45f1-a34d-103e0ff7d0b3","json_url":"https://onlylabs.fyi/signals/11f18218-b450-45f1-a34d-103e0ff7d0b3/signal.json","source_url":"https://github.com/forpublicai/litellm","title":"forpublicai/litellm","summary":"Public AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","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","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/litellm"]},"facets":{"repo":"forpublicai/litellm","parent":"BerriAI/litellm"},"traction":{"github_stars":1,"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/litellm","final_url":"https://github.com/forpublicai/litellm","title":"forpublicai/litellm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:27.488201+00:00","bytes":45242,"raw_path":"64493d2d4d7e3ba0c1d89be2b2855a4814d815bd2c8160f6368030f61f79fb94.json","content_hash":"f3684267e9d4d32a6af79e7f64c4e71c1bf65bb6f100b7e701bf0ecab5e532e8","excerpt_chars":1200,"truncated":true,"excerpt":"forpublicai/litellm Description: Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost tracking, guardrails, loadbalancing and logging. [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, VLLM, NVIDIA NIM] Language: Python License: NOASSERTION Stars: 1 Forks: 0 Open issues: 0 Created: 2025-12-15T03:06:28Z Pushed: 2026-06-10T03:26:35Z Default branch: main Fork: yes Parent repository: BerriAI/litellm Archived: no README:

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Call 100+ LLMs in OpenAI format. [Bedrock, Azure, OpenAI, VertexAI, Anthropic, Groq, etc.]

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LiteLLM Proxy Server (AI Gateway) | 🚅 LiteLLM

Call 100+ LLMs in OpenAI format. [Bedrock, Azure, OpenAI, VertexAI, Anthropic, Groq, etc.]

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