{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/CopilotWatchTower","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/54a7b68c-a7c0-4359-aa03-41f62a53e9e9","json_url":"https://onlylabs.fyi/signals/54a7b68c-a7c0-4359-aa03-41f62a53e9e9/signal.json","generated_at":"2026-06-11T02:41:49.689356+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/54a7b68c-a7c0-4359-aa03-41f62a53e9e9","signal_json":"https://onlylabs.fyi/signals/54a7b68c-a7c0-4359-aa03-41f62a53e9e9/signal.json","source":"https://github.com/microsoft/CopilotWatchTower","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/CopilotWatchTower (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/CopilotWatchTower · language Python · Very low stars, new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/CopilotWatchTower","source_host":"github.com","occurred_at":"2026-05-31T01:36:30+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/CopilotWatchTower","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Very low stars, new repo","source":"signal"}],"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/CopilotWatchTower"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:41:49.689356+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/54a7b68c-a7c0-4359-aa03-41f62a53e9e9/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","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","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/54a7b68c-a7c0-4359-aa03-41f62a53e9e9/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/CopilotWatchTower","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/CopilotWatchTower\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CopilotWatchTower","text":"Microsoft published repo microsoft/CopilotWatchTower."},{"subject":"microsoft/CopilotWatchTower","predicate":"is classified as","object":"repo signal","text":"microsoft/CopilotWatchTower is classified as repo signal."},{"subject":"microsoft/CopilotWatchTower","predicate":"belongs to","object":"repos desk","text":"microsoft/CopilotWatchTower belongs to repos desk."},{"subject":"microsoft/CopilotWatchTower","predicate":"has context","object":"Python","text":"microsoft/CopilotWatchTower has context Python."},{"subject":"microsoft/CopilotWatchTower","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CopilotWatchTower has evidence coverage 1 captured evidence page."},{"subject":"microsoft/CopilotWatchTower","predicate":"has captured page count","object":"1","text":"microsoft/CopilotWatchTower has captured page count 1."},{"subject":"microsoft/CopilotWatchTower","predicate":"has readable page count","object":"1","text":"microsoft/CopilotWatchTower has readable page count 1."},{"subject":"microsoft/CopilotWatchTower","predicate":"has related signal count","object":"6","text":"microsoft/CopilotWatchTower has related signal count 6."},{"subject":"microsoft/CopilotWatchTower","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/CopilotWatchTower 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/CopilotWatchTower","predicate":"has source host","object":"github.com","text":"microsoft/CopilotWatchTower has source host github.com."},{"subject":"microsoft/CopilotWatchTower","predicate":"has lab","object":"Microsoft","text":"microsoft/CopilotWatchTower has lab Microsoft."},{"subject":"microsoft/CopilotWatchTower","predicate":"has signal desk","object":"repos","text":"microsoft/CopilotWatchTower has signal desk repos."},{"subject":"microsoft/CopilotWatchTower","predicate":"has source host","object":"github.com","text":"microsoft/CopilotWatchTower has source host github.com."},{"subject":"microsoft/CopilotWatchTower","predicate":"has repository","object":"microsoft/CopilotWatchTower","text":"microsoft/CopilotWatchTower has repository microsoft/CopilotWatchTower."},{"subject":"microsoft/CopilotWatchTower","predicate":"has language","object":"Python","text":"microsoft/CopilotWatchTower has language Python."},{"subject":"microsoft/CopilotWatchTower","predicate":"has stars","object":"2","text":"microsoft/CopilotWatchTower has stars 2."},{"subject":"microsoft/CopilotWatchTower","predicate":"has notability","object":"Very low stars, new repo","text":"microsoft/CopilotWatchTower has notability Very low stars, new repo."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/CopilotWatchTower (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/CopilotWatchTower · language Python · Very low stars, new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CopilotWatchTower","text":"Microsoft published repo microsoft/CopilotWatchTower."},{"subject":"microsoft/CopilotWatchTower","predicate":"is classified as","object":"repo signal","text":"microsoft/CopilotWatchTower is classified as repo signal."},{"subject":"microsoft/CopilotWatchTower","predicate":"belongs to","object":"repos desk","text":"microsoft/CopilotWatchTower belongs to repos desk."},{"subject":"microsoft/CopilotWatchTower","predicate":"has context","object":"Python","text":"microsoft/CopilotWatchTower has context Python."},{"subject":"microsoft/CopilotWatchTower","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CopilotWatchTower has evidence coverage 1 captured evidence page."}]},"signal":{"id":"54a7b68c-a7c0-4359-aa03-41f62a53e9e9","url":"https://onlylabs.fyi/signals/54a7b68c-a7c0-4359-aa03-41f62a53e9e9","json_url":"https://onlylabs.fyi/signals/54a7b68c-a7c0-4359-aa03-41f62a53e9e9/signal.json","source_url":"https://github.com/microsoft/CopilotWatchTower","title":"microsoft/CopilotWatchTower","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":"2026-05-31T01:36:30+00:00","first_seen_at":"2026-06-05T20:58:41.438741+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/CopilotWatchTower"]},"facets":{"repo":"microsoft/CopilotWatchTower","language":"Python"},"traction":{"github_stars":2,"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/microsoft/CopilotWatchTower","final_url":"https://github.com/microsoft/CopilotWatchTower","title":"microsoft/CopilotWatchTower repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:49.689356+00:00","bytes":18029,"raw_path":"b2743f4ace6c3dc17eb11c6f7b1d0defd1a9e8ceb5813d8253838eed9c2e33ca.json","content_hash":"029074300f3dcff2350cb6dc4f57cb975eb1e5dac494c634b02902f86cef0410","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/CopilotWatchTower Description: 코파일럿와치타워는 코파일럿 운영담당자를 위한 통합 모니터링 도구입니다. Language: Python License: MIT Stars: 2 Forks: 0 Open issues: 0 Created: 2026-05-31T01:36:30Z Pushed: 2026-06-03T14:54:06Z Default branch: main Fork: no Archived: no README: CopilotWatchTower (코파일럿 워치타워) > 테넌트 관리자를 위한 **Microsoft 365 Copilot 사용 현황·대화 수집 도구** — Python + PySide6로 제작한 Windows 데스크톱 앱입니다. 리포지토리: <https://github.com/microsoft/CopilotWatchTower> --- 한눈에 보기 **CopilotWatchTower**는 조직(테넌트) 안에서 직원들이 Microsoft 365 Copilot을 **어떻게, 얼마나 사용하고 있는지** 관리자가 직접 수집하고 분석할 수 있게 해 주는 도구입니다. - 관리자의 PC 한 대에서만 동작합니다. 별도 서버나 외부로 열린 네트워크 포트가 필요 없습니다. - Microsoft Graph API (`/beta/copilot/users/{id}/interactionHistory/getAllEnterpriseInteractions`)로 테넌트의 Copilot 상호작용 기록을 가져와 **내 PC 안의 로컬 데이터베이스(SQLite)** 에 저장합니다. - 저장한 데이터를 대시보드, 차트, 대화 검색, CSV/Excel 내보내기 등으로 **컴플라이언스(감사)·분석** 용도로 활용할 수 있습니다. 쉽게 말해, \"우리 회사 직원들이 Copilot을 실제로 쓰고 있나? 누가 많이 쓰나? 어떤 앱(Teams, Word 등)에서 쓰나? 라이선스는 낭비되고 있지 않나?\" 같은 질문에 **숫자와 근거**로 답하기 위한 관리 도구입니다. > ⚠️ **컴플라이언스 주의사항.** 이 도구는 Copilot 대화 내용을 **평문(원문) 그대로** > 읽어 옵니다. eDiscovery, 내부 감사, 규제 보관 등 **법적·정책적으로 명확한 권한이 > 있는 테넌트에서만** 사용하세요. 도입 전에 개인정보 영향평가(DPIA)와 데이터 취급 > 정책을 반드시 검토해야 합니다. --- 주요 화면 1...."},"evidence_pages":[{"url":"https://github.com/microsoft/CopilotWatchTower","final_url":"https://github.com/microsoft/CopilotWatchTower","title":"microsoft/CopilotWatchTower repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:49.689356+00:00","bytes":18029,"raw_path":"b2743f4ace6c3dc17eb11c6f7b1d0defd1a9e8ceb5813d8253838eed9c2e33ca.json","content_hash":"029074300f3dcff2350cb6dc4f57cb975eb1e5dac494c634b02902f86cef0410","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/CopilotWatchTower Description: 코파일럿와치타워는 코파일럿 운영담당자를 위한 통합 모니터링 도구입니다. Language: Python License: MIT Stars: 2 Forks: 0 Open issues: 0 Created: 2026-05-31T01:36:30Z Pushed: 2026-06-03T14:54:06Z Default branch: main Fork: no Archived: no README: CopilotWatchTower (코파일럿 워치타워) > 테넌트 관리자를 위한 **Microsoft 365 Copilot 사용 현황·대화 수집 도구** — Python + PySide6로 제작한 Windows 데스크톱 앱입니다. 리포지토리: <https://github.com/microsoft/CopilotWatchTower> --- 한눈에 보기 **CopilotWatchTower**는 조직(테넌트) 안에서 직원들이 Microsoft 365 Copilot을 **어떻게, 얼마나 사용하고 있는지** 관리자가 직접 수집하고 분석할 수 있게 해 주는 도구입니다. - 관리자의 PC 한 대에서만 동작합니다. 별도 서버나 외부로 열린 네트워크 포트가 필요 없습니다. - Microsoft Graph API (`/beta/copilot/users/{id}/interactionHistory/getAllEnterpriseInteractions`)로 테넌트의 Copilot 상호작용 기록을 가져와 **내 PC 안의 로컬 데이터베이스(SQLite)** 에 저장합니다. - 저장한 데이터를 대시보드, 차트, 대화 검색, CSV/Excel 내보내기 등으로 **컴플라이언스(감사)·분석** 용도로 활용할 수 있습니다. 쉽게 말해, \"우리 회사 직원들이 Copilot을 실제로 쓰고 있나? 누가 많이 쓰나? 어떤 앱(Teams, Word 등)에서 쓰나? 라이선스는 낭비되고 있지 않나?\" 같은 질문에 **숫자와 근거**로 답하기 위한 관리 도구입니다. > ⚠️ **컴플라이언스 주의사항.** 이 도구는 Copilot 대화 내용을 **평문(원문) 그대로** > 읽어 옵니다. eDiscovery, 내부 감사, 규제 보관 등 **법적·정책적으로 명확한 권한이 > 있는 테넌트에서만** 사용하세요. 도입 전에 개인정보 영향평가(DPIA)와 데이터 취급 > 정책을 반드시 검토해야 합니다. --- 주요 화면 1...."}],"related_signals":[{"id":"8afe79f4-378b-4748-9e2a-3cf5e3253fdb","url":"https://onlylabs.fyi/signals/8afe79f4-378b-4748-9e2a-3cf5e3253fdb","source_url":"https://github.com/microsoft/Dev-Trio","title":"microsoft/Dev-Trio","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-08T03:41:01+00:00","first_seen_at":"2026-06-08T07:01:04.198092+00:00","date_source":"source"},{"id":"9e75fa50-dba7-4b77-9faf-166c323e3dff","url":"https://onlylabs.fyi/signals/9e75fa50-dba7-4b77-9faf-166c323e3dff","source_url":"https://github.com/microsoft/amplifier-app-paperclip","title":"microsoft/amplifier-app-paperclip","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T21:13:41+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"76cacf33-54b2-4074-bec0-23944d8fb67c","url":"https://onlylabs.fyi/signals/76cacf33-54b2-4074-bec0-23944d8fb67c","source_url":"https://github.com/microsoft/create-github-app-token-via-key-vault","title":"microsoft/create-github-app-token-via-key-vault","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T18:22:49+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","url":"https://onlylabs.fyi/signals/b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","source_url":"https://github.com/microsoft/Enterprise-AI-Analytics-Pipeline","title":"microsoft/Enterprise-AI-Analytics-Pipeline","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T16:48:58+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"51a9ec5d-5f14-45d9-b57a-db362b5d1ace","url":"https://onlylabs.fyi/signals/51a9ec5d-5f14-45d9-b57a-db362b5d1ace","source_url":"https://github.com/microsoft/fabric-org-app-template","title":"microsoft/fabric-org-app-template","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T18:26:42+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"f26025da-153f-4d27-851c-7b4892602810","url":"https://onlylabs.fyi/signals/f26025da-153f-4d27-851c-7b4892602810","source_url":"https://github.com/microsoft/amplifier-bundle-amplifier-online","title":"microsoft/amplifier-bundle-amplifier-online","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T17:26:20+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"}]}