{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/UltraRAG","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547","json_url":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547/signal.json","generated_at":"2026-06-11T03:20:39.965541+00:00","org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/openbmb","dossier_json_url":"https://onlylabs.fyi/labs/openbmb/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547","signal_json":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547/signal.json","source":"https://github.com/OpenBMB/UltraRAG","lab_dossier":"https://onlylabs.fyi/labs/openbmb","lab_dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis":"https://onlylabs.fyi/analysis/openbmb","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published OpenBMB/UltraRAG (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/UltraRAG · language Python · New repo, high stars, notable RAG tool.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/OpenBMB/UltraRAG","source_host":"github.com","occurred_at":"2025-01-16T10:56:02+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"OpenBMB/UltraRAG","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"5,581","source":"traction"},{"label":"Notability","value":"New repo, high stars, notable RAG tool.","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":"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/OpenBMB/UltraRAG"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:20:39.965541+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547/signal.json","dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/UltraRAG","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openbmb/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openbmb/evidence.json","required":true},{"label":"topic_signals_json","url":null,"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 OpenBMB (MiniCPM)'s repo signal \"OpenBMB/UltraRAG\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/UltraRAG","text":"OpenBMB (MiniCPM) published repo OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG","predicate":"is classified as","object":"repo signal","text":"OpenBMB/UltraRAG is classified as repo signal."},{"subject":"OpenBMB/UltraRAG","predicate":"belongs to","object":"repos desk","text":"OpenBMB/UltraRAG belongs to repos desk."},{"subject":"OpenBMB/UltraRAG","predicate":"has context","object":"Python","text":"OpenBMB/UltraRAG has context Python."},{"subject":"OpenBMB/UltraRAG","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraRAG has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/UltraRAG","predicate":"has captured page count","object":"1","text":"OpenBMB/UltraRAG has captured page count 1."},{"subject":"OpenBMB/UltraRAG","predicate":"has readable page count","object":"1","text":"OpenBMB/UltraRAG has readable page count 1."},{"subject":"OpenBMB/UltraRAG","predicate":"has related signal count","object":"6","text":"OpenBMB/UltraRAG has related signal count 6."},{"subject":"OpenBMB/UltraRAG","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"OpenBMB/UltraRAG has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"OpenBMB/UltraRAG","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraRAG has source host github.com."},{"subject":"OpenBMB/UltraRAG","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/UltraRAG has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/UltraRAG","predicate":"has signal desk","object":"repos","text":"OpenBMB/UltraRAG has signal desk repos."},{"subject":"OpenBMB/UltraRAG","predicate":"has source host","object":"github.com","text":"OpenBMB/UltraRAG has source host github.com."},{"subject":"OpenBMB/UltraRAG","predicate":"has repository","object":"OpenBMB/UltraRAG","text":"OpenBMB/UltraRAG has repository OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG","predicate":"has language","object":"Python","text":"OpenBMB/UltraRAG has language Python."},{"subject":"OpenBMB/UltraRAG","predicate":"has stars","object":"5,581","text":"OpenBMB/UltraRAG has stars 5,581."},{"subject":"OpenBMB/UltraRAG","predicate":"has notability","object":"New repo, high stars, notable RAG tool.","text":"OpenBMB/UltraRAG has notability New repo, high stars, notable RAG tool.."},{"subject":"OpenBMB/UltraRAG","predicate":"has watch term","object":"Eval methodology","text":"OpenBMB/UltraRAG has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/UltraRAG (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/UltraRAG · language Python · New repo, high stars, notable RAG tool.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/UltraRAG","text":"OpenBMB (MiniCPM) published repo OpenBMB/UltraRAG."},{"subject":"OpenBMB/UltraRAG","predicate":"is classified as","object":"repo signal","text":"OpenBMB/UltraRAG is classified as repo signal."},{"subject":"OpenBMB/UltraRAG","predicate":"belongs to","object":"repos desk","text":"OpenBMB/UltraRAG belongs to repos desk."},{"subject":"OpenBMB/UltraRAG","predicate":"has context","object":"Python","text":"OpenBMB/UltraRAG has context Python."},{"subject":"OpenBMB/UltraRAG","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/UltraRAG has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a307f290-a998-4644-8da4-b75d2e062547","url":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547","json_url":"https://onlylabs.fyi/signals/a307f290-a998-4644-8da4-b75d2e062547/signal.json","source_url":"https://github.com/OpenBMB/UltraRAG","title":"OpenBMB/UltraRAG","summary":"OpenBMB (MiniCPM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2025-01-16T10:56:02+00:00","first_seen_at":"2026-06-05T20:58:51.434713+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/OpenBMB/UltraRAG"]},"facets":{"repo":"OpenBMB/UltraRAG","language":"Python"},"traction":{"github_stars":5581,"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/OpenBMB/UltraRAG","final_url":"https://github.com/OpenBMB/UltraRAG","title":"OpenBMB/UltraRAG repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:20:39.965541+00:00","bytes":25085,"raw_path":"4902e106ca4c3a3c3baa74aabf59bcc546a1ff75a80e188c98a4aefef5bded22.json","content_hash":"b28328011647a439a61a2153c904093cf53aa56c7bfb899e5fc4d01d4c8865dc","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/UltraRAG Description: A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines Language: Python License: Apache-2.0 Stars: 5580 Forks: 429 Open issues: 13 Created: 2025-01-16T10:56:02Z Pushed: 2026-06-10T17:15:05Z Default branch: main Fork: no Archived: no README:

\"UltraRAG\"

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\"OpenBMB%2FUltraRAG

\"Homepage\"/  \"UltraRAG\"

Less Code, Lower Barrier, Faster Deployment

\"OpenBMB%2FUltraRAG

\"Homepage\"/