{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/CopilotScope","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/3122c8fa-65a5-489e-a7e0-82451a14e32a","json_url":"https://onlylabs.fyi/signals/3122c8fa-65a5-489e-a7e0-82451a14e32a/signal.json","generated_at":"2026-07-26T21:48:36.426Z","evidence_latest_fetched_at":"2026-07-10T07:01:36.989916+00:00","signal_first_seen_at":"2026-07-10T07:00:43.086531+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/3122c8fa-65a5-489e-a7e0-82451a14e32a","signal_json":"https://onlylabs.fyi/signals/3122c8fa-65a5-489e-a7e0-82451a14e32a/signal.json","source":"https://github.com/microsoft/CopilotScope","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/CopilotScope (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/CopilotScope · language Jupyter Notebook. 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/CopilotScope","source_host":"github.com","occurred_at":"2026-07-08T16:45:52+00:00","first_seen_at":"2026-07-10T07:00:43.086531+00:00","date_source":"source","context":"Jupyter Notebook"},"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/CopilotScope","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"3","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Agents and tool 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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/3122c8fa-65a5-489e-a7e0-82451a14e32a/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/CopilotScope","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/CopilotScope\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CopilotScope","text":"Microsoft published repo microsoft/CopilotScope."},{"subject":"microsoft/CopilotScope","predicate":"is classified as","object":"repo signal","text":"microsoft/CopilotScope is classified as repo signal."},{"subject":"microsoft/CopilotScope","predicate":"belongs to","object":"repos desk","text":"microsoft/CopilotScope belongs to repos desk."},{"subject":"microsoft/CopilotScope","predicate":"has context","object":"Jupyter Notebook","text":"microsoft/CopilotScope has context Jupyter Notebook."},{"subject":"microsoft/CopilotScope","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CopilotScope has evidence coverage 1 captured evidence page."},{"subject":"microsoft/CopilotScope","predicate":"has captured page count","object":"1","text":"microsoft/CopilotScope has captured page 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methodology."},{"subject":"microsoft/CopilotScope","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/CopilotScope has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/CopilotScope (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/CopilotScope · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CopilotScope","text":"Microsoft published repo microsoft/CopilotScope."},{"subject":"microsoft/CopilotScope","predicate":"is classified as","object":"repo signal","text":"microsoft/CopilotScope is classified as repo signal."},{"subject":"microsoft/CopilotScope","predicate":"belongs to","object":"repos desk","text":"microsoft/CopilotScope belongs to repos desk."},{"subject":"microsoft/CopilotScope","predicate":"has context","object":"Jupyter Notebook","text":"microsoft/CopilotScope has context Jupyter Notebook."},{"subject":"microsoft/CopilotScope","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CopilotScope has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3122c8fa-65a5-489e-a7e0-82451a14e32a","url":"https://onlylabs.fyi/signals/3122c8fa-65a5-489e-a7e0-82451a14e32a","json_url":"https://onlylabs.fyi/signals/3122c8fa-65a5-489e-a7e0-82451a14e32a/signal.json","source_url":"https://github.com/microsoft/CopilotScope","title":"microsoft/CopilotScope","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-07-08T16:45:52+00:00","first_seen_at":"2026-07-10T07:00:43.086531+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/CopilotScope"]},"facets":{"repo":"microsoft/CopilotScope","language":"Jupyter Notebook"},"traction":{"github_stars":3,"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/CopilotScope","final_url":"https://github.com/microsoft/CopilotScope","title":"microsoft/CopilotScope repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-10T07:01:36.989916+00:00","bytes":15945,"raw_path":"0ee940d663e1c7321b33c96d780e6ae9306edeb360e03961ad1b99097f1e16e7.json","content_hash":"eb050885cfc0a088c71b437a79b165ce94d105e8ce2b6588de318438da25079f","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/CopilotScope Description: A modular Power BI reporting kit that makes it easy to build Microsoft 365 Copilot dashboards for adoption, readiness, governance, value, and ROI analysis. 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You only add a data source to unlock a specialised lens. | Data source (set up once) | Lenses it unlocks | |---|---| | **Audit log** (core) | ValueLens · AdoptionLens · MaturityLens · LeaderLens | | **Org data + manager hierarchy** | LeaderLens roll-ups · org slicing across all lenses | | **Licensed users** | ReadinessLens | | **Credit / cost (PPAC / MAC)** | ValueLens (cost pages) | | **Copilot Studio transcripts (Dataverse)** | StudioLens | | **M365 work behaviour (Purview UAL)** | BehaviorLens *(WIP)* | | **Product feedback / Agent 365** |..."},"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":"c0782861-468f-4198-aa05-1989687b9fe1","url":"https://onlylabs.fyi/signals/c0782861-468f-4198-aa05-1989687b9fe1","source_url":"https://github.com/microsoft/CrewMeal","title":"microsoft/CrewMeal","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"},{"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"}]}