{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/OmniEvalKit","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/2244e59b-43f3-4313-a151-dab1118461c5","json_url":"https://onlylabs.fyi/signals/2244e59b-43f3-4313-a151-dab1118461c5/signal.json","generated_at":"2026-06-11T02:51:55.423614+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/2244e59b-43f3-4313-a151-dab1118461c5","signal_json":"https://onlylabs.fyi/signals/2244e59b-43f3-4313-a151-dab1118461c5/signal.json","source":"https://github.com/OpenBMB/OmniEvalKit","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/OmniEvalKit (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/OmniEvalKit · language Python · New repo, low traction. 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/OmniEvalKit","source_host":"github.com","occurred_at":"2026-03-26T08:32:36+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/OmniEvalKit","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Notability","value":"New repo, low 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/OpenBMB/OmniEvalKit"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:51:55.423614+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2244e59b-43f3-4313-a151-dab1118461c5/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/2244e59b-43f3-4313-a151-dab1118461c5/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/OmniEvalKit","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/OmniEvalKit\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/OmniEvalKit","text":"OpenBMB (MiniCPM) published repo OpenBMB/OmniEvalKit."},{"subject":"OpenBMB/OmniEvalKit","predicate":"is classified as","object":"repo signal","text":"OpenBMB/OmniEvalKit is classified as repo signal."},{"subject":"OpenBMB/OmniEvalKit","predicate":"belongs to","object":"repos desk","text":"OpenBMB/OmniEvalKit belongs to repos desk."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has context","object":"Python","text":"OpenBMB/OmniEvalKit has context Python."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/OmniEvalKit has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has captured page count","object":"1","text":"OpenBMB/OmniEvalKit has captured page count 1."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has readable page count","object":"1","text":"OpenBMB/OmniEvalKit has readable page count 1."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has related signal count","object":"6","text":"OpenBMB/OmniEvalKit has related signal count 6."},{"subject":"OpenBMB/OmniEvalKit","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/OmniEvalKit 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/OmniEvalKit","predicate":"has source host","object":"github.com","text":"OpenBMB/OmniEvalKit has source host github.com."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/OmniEvalKit has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has signal desk","object":"repos","text":"OpenBMB/OmniEvalKit has signal desk repos."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has source host","object":"github.com","text":"OpenBMB/OmniEvalKit has source host github.com."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has repository","object":"OpenBMB/OmniEvalKit","text":"OpenBMB/OmniEvalKit has repository OpenBMB/OmniEvalKit."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has language","object":"Python","text":"OpenBMB/OmniEvalKit has language Python."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has stars","object":"10","text":"OpenBMB/OmniEvalKit has stars 10."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has notability","object":"New repo, low traction","text":"OpenBMB/OmniEvalKit has notability New repo, low traction."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has watch term","object":"Eval methodology","text":"OpenBMB/OmniEvalKit has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/OmniEvalKit (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/OmniEvalKit · language Python · New repo, low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/OmniEvalKit","text":"OpenBMB (MiniCPM) published repo OpenBMB/OmniEvalKit."},{"subject":"OpenBMB/OmniEvalKit","predicate":"is classified as","object":"repo signal","text":"OpenBMB/OmniEvalKit is classified as repo signal."},{"subject":"OpenBMB/OmniEvalKit","predicate":"belongs to","object":"repos desk","text":"OpenBMB/OmniEvalKit belongs to repos desk."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has context","object":"Python","text":"OpenBMB/OmniEvalKit has context Python."},{"subject":"OpenBMB/OmniEvalKit","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/OmniEvalKit has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2244e59b-43f3-4313-a151-dab1118461c5","url":"https://onlylabs.fyi/signals/2244e59b-43f3-4313-a151-dab1118461c5","json_url":"https://onlylabs.fyi/signals/2244e59b-43f3-4313-a151-dab1118461c5/signal.json","source_url":"https://github.com/OpenBMB/OmniEvalKit","title":"OpenBMB/OmniEvalKit","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":"2026-03-26T08:32:36+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/OmniEvalKit"]},"facets":{"repo":"OpenBMB/OmniEvalKit","language":"Python"},"traction":{"github_stars":10,"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/OmniEvalKit","final_url":"https://github.com/OpenBMB/OmniEvalKit","title":"OpenBMB/OmniEvalKit repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:55.423614+00:00","bytes":14576,"raw_path":"94e514049d81a0f59d9b96c0fa2b9e57a9f91bb036eb658899f5c92edd45a5e2.json","content_hash":"12c218033818865827417b35ae1b272837e666faf852cc538e85c5f9110e23fc","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/OmniEvalKit Description: OmniEvalKit is an evaluation framework designed for omni-modal large language models, with a focus on audio and audio-visual understanding. Based on OmniEvalKit, you can quickly reproduce benchmarks, implement your own models or datasets, and conduct fair comparisons with other open-source models. MiniCPM-o is evaluated using this framework. Language: Python License: Apache-2.0 Stars: 10 Forks: 3 Open issues: 1 Created: 2026-03-26T08:32:36Z Pushed: 2026-03-27T11:18:33Z Default branch: main Fork: no Archived: no README: Omni-Eval Kit (o_e_Kit) [English](./README.md) | [中文说明](./README_zh.md) **OmniEvalKit** is an evaluation framework designed for omni-modal large language models, with a focus on audio and audio-visual understanding. Based on OmniEvalKit, you can quickly reproduce benchmarks, implement your own models or datasets, and conduct fair comparisons with other open-source models. Our work [MiniCPM-o](https://huggingface.co/openbmb/MiniCPM-o-4_5) is evaluated using this framework. Key Features - **Distributed Evaluation**: Leverages `torch.distributed` and `torchrun` for efficient multi-GPU inference. - **Extensible Architecture**: Easily add..."},"evidence_pages":[{"url":"https://github.com/OpenBMB/OmniEvalKit","final_url":"https://github.com/OpenBMB/OmniEvalKit","title":"OpenBMB/OmniEvalKit repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:55.423614+00:00","bytes":14576,"raw_path":"94e514049d81a0f59d9b96c0fa2b9e57a9f91bb036eb658899f5c92edd45a5e2.json","content_hash":"12c218033818865827417b35ae1b272837e666faf852cc538e85c5f9110e23fc","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/OmniEvalKit Description: OmniEvalKit is an evaluation framework designed for omni-modal large language models, with a focus on audio and audio-visual understanding. 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