{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/StaffDeck","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c","json_url":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c/signal.json","generated_at":"2026-07-26T18:52:17.122Z","evidence_latest_fetched_at":"2026-07-16T07:02:27.554971+00:00","signal_first_seen_at":"2026-07-16T07:01:34.560641+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/db26ee44-62f8-4000-8e57-5491c9fb315c","signal_json":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c/signal.json","source":"https://github.com/OpenBMB/StaffDeck","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/StaffDeck (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/StaffDeck · language Python. 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/StaffDeck","source_host":"github.com","occurred_at":"2026-07-13T03:31:47+00:00","first_seen_at":"2026-07-16T07:01:34.560641+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/StaffDeck","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,007","source":"traction"},{"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/StaffDeck"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-16T07:02:27.554971+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c/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/db26ee44-62f8-4000-8e57-5491c9fb315c/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/StaffDeck","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/StaffDeck\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/StaffDeck","text":"OpenBMB (MiniCPM) published repo OpenBMB/StaffDeck."},{"subject":"OpenBMB/StaffDeck","predicate":"is classified as","object":"repo signal","text":"OpenBMB/StaffDeck is classified as repo signal."},{"subject":"OpenBMB/StaffDeck","predicate":"belongs to","object":"repos desk","text":"OpenBMB/StaffDeck belongs to repos desk."},{"subject":"OpenBMB/StaffDeck","predicate":"has context","object":"Python","text":"OpenBMB/StaffDeck has context Python."},{"subject":"OpenBMB/StaffDeck","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/StaffDeck has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/StaffDeck","predicate":"has captured page count","object":"1","text":"OpenBMB/StaffDeck has captured page count 1."},{"subject":"OpenBMB/StaffDeck","predicate":"has readable page count","object":"1","text":"OpenBMB/StaffDeck has readable page count 1."},{"subject":"OpenBMB/StaffDeck","predicate":"has related signal count","object":"6","text":"OpenBMB/StaffDeck has related signal count 6."},{"subject":"OpenBMB/StaffDeck","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/StaffDeck 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/StaffDeck","predicate":"has source host","object":"github.com","text":"OpenBMB/StaffDeck has source host github.com."},{"subject":"OpenBMB/StaffDeck","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/StaffDeck has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/StaffDeck","predicate":"has signal desk","object":"repos","text":"OpenBMB/StaffDeck has signal desk repos."},{"subject":"OpenBMB/StaffDeck","predicate":"has source host","object":"github.com","text":"OpenBMB/StaffDeck has source host github.com."},{"subject":"OpenBMB/StaffDeck","predicate":"has repository","object":"OpenBMB/StaffDeck","text":"OpenBMB/StaffDeck has repository OpenBMB/StaffDeck."},{"subject":"OpenBMB/StaffDeck","predicate":"has language","object":"Python","text":"OpenBMB/StaffDeck has language Python."},{"subject":"OpenBMB/StaffDeck","predicate":"has stars","object":"1,007","text":"OpenBMB/StaffDeck has stars 1,007."},{"subject":"OpenBMB/StaffDeck","predicate":"has watch term","object":"Data pipeline","text":"OpenBMB/StaffDeck has watch term Data pipeline."},{"subject":"OpenBMB/StaffDeck","predicate":"has watch term","object":"Infrastructure","text":"OpenBMB/StaffDeck has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/StaffDeck (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/StaffDeck · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/StaffDeck","text":"OpenBMB (MiniCPM) published repo OpenBMB/StaffDeck."},{"subject":"OpenBMB/StaffDeck","predicate":"is classified as","object":"repo signal","text":"OpenBMB/StaffDeck is classified as repo signal."},{"subject":"OpenBMB/StaffDeck","predicate":"belongs to","object":"repos desk","text":"OpenBMB/StaffDeck belongs to repos desk."},{"subject":"OpenBMB/StaffDeck","predicate":"has context","object":"Python","text":"OpenBMB/StaffDeck has context Python."},{"subject":"OpenBMB/StaffDeck","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/StaffDeck has evidence coverage 1 captured evidence page."}]},"signal":{"id":"db26ee44-62f8-4000-8e57-5491c9fb315c","url":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c","json_url":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c/signal.json","source_url":"https://github.com/OpenBMB/StaffDeck","title":"OpenBMB/StaffDeck","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":"2026-07-13T03:31:47+00:00","first_seen_at":"2026-07-16T07:01:34.560641+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/StaffDeck"]},"facets":{"repo":"OpenBMB/StaffDeck","language":"Python"},"traction":{"github_stars":1007,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/OpenBMB/StaffDeck","final_url":"https://github.com/OpenBMB/StaffDeck","title":"OpenBMB/StaffDeck repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-16T07:02:27.554971+00:00","bytes":19336,"raw_path":"db9107b26fa27ec02f2d2aae047b00fcc164f2a0f6109b7001be579c6ac8b613.json","content_hash":"cdec541be6a49749dd4e6b214fdd6c0839a4c2264fc36ce25bf1aa96cee544cb","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/StaffDeck Description: Enterprise Digital Employee Platform Language: Python Stars: 8 Forks: 3 Open issues: 0 Created: 2026-07-13T03:31:47Z Pushed: 2026-07-16T06:56:10Z Default branch: main Fork: no Archived: no README: News - 📌 **Pinned · 2026-07-15**: StaffDeck is now open source! We welcome your feedback and support with a Star. 💡 About StaffDeck StaffDeck is an enterprise platform for building and managing digital employees. It helps professionals turn their work experience, business processes, and decision criteria into digital employees that can operate continuously, take over repetitive tasks, and preserve individual expertise as reusable, evolvable, and traceable organizational assets. StaffDeck is jointly developed by the [ModelBest](https://modelbest.cn/), [NEU-ModelBest Data Intelligence Joint Lab](https://neuir.github.io/), [THUNLP](https://nlp.csai.tsinghua.edu.cn/), [OpenBMB](https://www.openbmb.cn/home), and [AI9Stars](https://github.com/AI9Stars) for enterprises and institutions seeking to advance AI from a personal productivity tool to an organizational capability. Core Features - 🧑‍💼 **Build and manage digital employees**: Turn professional..."},"evidence_pages":[],"related_signals":[{"id":"8070c75c-743b-4f3f-ac89-90d7ff10bd6b","url":"https://onlylabs.fyi/signals/8070c75c-743b-4f3f-ac89-90d7ff10bd6b","source_url":"https://github.com/OpenBMB/MiniCPM-Robot","title":"OpenBMB/MiniCPM-Robot","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-07-18T19:35:23+00:00","first_seen_at":"2026-07-19T07:00:43.508063+00:00","date_source":"source"},{"id":"8436400b-ce06-41e6-81dc-ff77f25e46ac","url":"https://onlylabs.fyi/signals/8436400b-ce06-41e6-81dc-ff77f25e46ac","source_url":"https://github.com/OpenBMB/SHIFT","title":"OpenBMB/SHIFT","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-20T04:39:19+00:00","first_seen_at":"2026-06-23T07:00:39.391996+00:00","date_source":"source"},{"id":"5f144222-cb1d-48a1-b11d-1d824580104f","url":"https://onlylabs.fyi/signals/5f144222-cb1d-48a1-b11d-1d824580104f","source_url":"https://github.com/OpenBMB/MA-ProofBench","title":"OpenBMB/MA-ProofBench","context":"Lean","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-10T09:48:54+00:00","first_seen_at":"2026-06-15T07:00:40.049849+00:00","date_source":"source"},{"id":"8fdcccd2-7cd9-4076-9bb8-40601bde1c5f","url":"https://onlylabs.fyi/signals/8fdcccd2-7cd9-4076-9bb8-40601bde1c5f","source_url":"https://github.com/OpenBMB/UltraX","title":"OpenBMB/UltraX","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-10T09:27:20+00:00","first_seen_at":"2026-07-13T07:00:44.421499+00:00","date_source":"source"},{"id":"f409d6eb-9f25-4cb4-8684-3c0300d920cb","url":"https://onlylabs.fyi/signals/f409d6eb-9f25-4cb4-8684-3c0300d920cb","source_url":"https://github.com/OpenBMB/AceBench","title":"OpenBMB/AceBench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-07T07:34:14+00:00","first_seen_at":"2026-06-08T07:00:32.626037+00:00","date_source":"source"},{"id":"09fa79c2-c357-4b35-9137-3382d7b781fe","url":"https://onlylabs.fyi/signals/09fa79c2-c357-4b35-9137-3382d7b781fe","source_url":"https://github.com/OpenBMB/PilotDeck","title":"OpenBMB/PilotDeck","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-22T06:50:28+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"}]}