{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/CrewMeal","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1","json_url":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1/signal.json","generated_at":"2026-07-26T18:52:08.572Z","evidence_latest_fetched_at":"2026-07-19T07:01:35.745396+00:00","signal_first_seen_at":"2026-07-19T07:00:41.347569+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1","signal_json":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1/signal.json","source":"https://github.com/microsoft/CrewMeal","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/CrewMeal (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/CrewMeal","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/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 Microsoft's repo signal \"microsoft/CrewMeal\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CrewMeal","text":"Microsoft published repo microsoft/CrewMeal."},{"subject":"microsoft/CrewMeal","predicate":"is classified as","object":"repo signal","text":"microsoft/CrewMeal is classified as repo signal."},{"subject":"microsoft/CrewMeal","predicate":"belongs to","object":"repos desk","text":"microsoft/CrewMeal belongs to repos desk."},{"subject":"microsoft/CrewMeal","predicate":"has context","object":"Python","text":"microsoft/CrewMeal has context Python."},{"subject":"microsoft/CrewMeal","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CrewMeal has evidence coverage 1 captured evidence page."},{"subject":"microsoft/CrewMeal","predicate":"has captured page count","object":"1","text":"microsoft/CrewMeal has captured page count 1."},{"subject":"microsoft/CrewMeal","predicate":"has readable page count","object":"1","text":"microsoft/CrewMeal has readable page count 1."},{"subject":"microsoft/CrewMeal","predicate":"has related signal count","object":"6","text":"microsoft/CrewMeal has related signal count 6."},{"subject":"microsoft/CrewMeal","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":"microsoft/CrewMeal 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":"microsoft/CrewMeal","predicate":"has source host","object":"github.com","text":"microsoft/CrewMeal has source host github.com."},{"subject":"microsoft/CrewMeal","predicate":"has lab","object":"Microsoft","text":"microsoft/CrewMeal has lab Microsoft."},{"subject":"microsoft/CrewMeal","predicate":"has signal desk","object":"repos","text":"microsoft/CrewMeal has signal desk repos."},{"subject":"microsoft/CrewMeal","predicate":"has source host","object":"github.com","text":"microsoft/CrewMeal has source host github.com."},{"subject":"microsoft/CrewMeal","predicate":"has repository","object":"microsoft/CrewMeal","text":"microsoft/CrewMeal has repository microsoft/CrewMeal."},{"subject":"microsoft/CrewMeal","predicate":"has language","object":"Python","text":"microsoft/CrewMeal has language Python."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/CrewMeal (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/CrewMeal · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CrewMeal","text":"Microsoft published repo microsoft/CrewMeal."},{"subject":"microsoft/CrewMeal","predicate":"is classified as","object":"repo signal","text":"microsoft/CrewMeal is classified as repo signal."},{"subject":"microsoft/CrewMeal","predicate":"belongs to","object":"repos desk","text":"microsoft/CrewMeal belongs to repos desk."},{"subject":"microsoft/CrewMeal","predicate":"has context","object":"Python","text":"microsoft/CrewMeal has context Python."},{"subject":"microsoft/CrewMeal","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CrewMeal has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c0782861-468f-4198-aa05-1989687b9fe1","url":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1","json_url":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1/signal.json","source_url":"https://github.com/microsoft/CrewMeal","title":"microsoft/CrewMeal","summary":"Microsoft 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":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-19T00:58:59+00:00","first_seen_at":"2026-07-19T07:00:41.347569+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/microsoft/CrewMeal"]},"facets":{"repo":"microsoft/CrewMeal","language":"Python"},"traction":{"github_stars":0,"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/microsoft/CrewMeal","final_url":"https://github.com/microsoft/CrewMeal","title":"microsoft/CrewMeal repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-19T07:01:35.745396+00:00","bytes":25772,"raw_path":"8ed82e352cbfe4dce96db535a88d9485877f8ade2ce3505c0ed4d7704c24db0c.json","content_hash":"29a342d97d781e69ef6505f3a86a2f2667fffc05f4a307be3d387f27d068ccb6","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/CrewMeal Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 1 Created: 2026-07-19T00:58:59Z Pushed: 2026-07-19T04:16:19Z Default branch: main Fork: no Archived: no README: CrewMeal — 멀티포맷 콘텐츠 강화 플랫폼 > **CrewMeal** = Copilot에게 제공하는 양질의 콘텐츠 → 부조종사(co-pilot)가 기내에서 먹는 > 기내식 **Crew Meal**. Copilot이 잘 일하도록 먹여주는 잘 차려진 한 끼라는 뜻입니다. 복잡한 사내 문서(`.pptx`·`.pdf`·`.hwp`)를 구조화된 검색 메타데이터로 강화해 Microsoft Graph 검색 커넥터(Copilot Connector)에 `externalItem`으로 색인하는 로컬 워커입니다. 각 페이지를 이미지로 렌더링하고, 원문 텍스트·도형 근거를 함께 비전 LLM에 전달해 strict JSON Schema로 분석한 뒤 허용 태그 HTML로 렌더링합니다. 원본 문서는 수정하지 않습니다. 분석 모델은 관리 포털에서 교체할 수 있으며(비용 절감), 포맷별 지원과 암호화 복호화는 관리자 토글로 켜고 끕니다. > 📄 **소개 사이트**: `docs/`의 정적 페이지(실제 구동 화면 캡처 포함)는 GitHub Pages로 > 배포됩니다 — . 프로젝트 저장소는 > 입니다. CrewMeal 확장 기능 | 기능 | 상태 | 설명 | | --- | --- | --- | | PPTX | ✅ 구현됨 | LibreOffice → PDF → 렌더 · 간트 geometry 근거 | | PDF | ✅ 구현됨 | PyMuPDF 직접 렌더 · 페이지 텍스트 근거 · 암호화 PDF 라우팅 | | HWP/HWPX | ✅ 구현됨 | LibreOffice Writer 필터 → PDF → 렌더 | | DOCX | 🧩 구조만 | 핸들러 등록·감지, 추출 로직은 명확한 `NotImplemented` | | XLSX | 🧩 구조만 | 핸들러 등록·감지, 셀/표 추출 예정 | | 모델 교체 | ✅ 구조 | 관리 포털에서 provider·배포·엔드포인트·reasoning 교체(env fallback) | | MIP 복호화 | 🧩 구조·토글 | 관리자 on/off 훅. 활성화 시 실제 복호화는 배포 환경에..."},"evidence_pages":[],"related_signals":[{"id":"2716baea-bcf5-49ff-9144-72b7f2161805","url":"https://onlylabs.fyi/signals/2716baea-bcf5-49ff-9144-72b7f2161805","source_url":"https://github.com/microsoft/amplifier-app-simulated-user-research","title":"microsoft/amplifier-app-simulated-user-research","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-25T00:24:38+00:00","first_seen_at":"2026-07-25T07:00:40.420548+00:00","date_source":"source"},{"id":"35bb56fe-0c7a-42ee-94eb-090db482a50a","url":"https://onlylabs.fyi/signals/35bb56fe-0c7a-42ee-94eb-090db482a50a","source_url":"https://github.com/microsoft/iqdeepdive","title":"microsoft/iqdeepdive","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-22T06:52:28+00:00","first_seen_at":"2026-07-22T07:00:41.987563+00:00","date_source":"source"},{"id":"f5ac225a-82ee-479d-b35c-2e2c79b86990","url":"https://onlylabs.fyi/signals/f5ac225a-82ee-479d-b35c-2e2c79b86990","source_url":"https://github.com/microsoft/github-copilot-java-mcp-demo","title":"microsoft/github-copilot-java-mcp-demo","context":"Java","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-17T07:30:14+00:00","first_seen_at":"2026-07-20T07:01:34.921616+00:00","date_source":"source"},{"id":"2b2a4c2b-9926-44be-8f29-b013f969ad99","url":"https://onlylabs.fyi/signals/2b2a4c2b-9926-44be-8f29-b013f969ad99","source_url":"https://github.com/microsoft/IssueLens","title":"microsoft/IssueLens","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-17T01:56:28+00:00","first_seen_at":"2026-07-24T07:00:42.75975+00:00","date_source":"source"},{"id":"8df92400-0965-47c1-ae05-d0c58a3b226e","url":"https://onlylabs.fyi/signals/8df92400-0965-47c1-ae05-d0c58a3b226e","source_url":"https://github.com/microsoft/foundrysamples","title":"microsoft/foundrysamples","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-15T16:04:33+00:00","first_seen_at":"2026-07-20T07:01:34.921616+00:00","date_source":"source"},{"id":"210a0f86-984c-4947-8aad-25ac7e357811","url":"https://onlylabs.fyi/signals/210a0f86-984c-4947-8aad-25ac7e357811","source_url":"https://github.com/microsoft/new-copilot-studio-tech-guide-kr","title":"microsoft/new-copilot-studio-tech-guide-kr","context":"Astro","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-14T07:49:25+00:00","first_seen_at":"2026-07-24T07:00:42.75975+00:00","date_source":"source"}]}