{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/dbt-scope","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/16c2e29b-a708-4ca1-8a28-445952404df0","json_url":"https://onlylabs.fyi/signals/16c2e29b-a708-4ca1-8a28-445952404df0/signal.json","generated_at":"2026-06-11T02:51:48.057857+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/16c2e29b-a708-4ca1-8a28-445952404df0","signal_json":"https://onlylabs.fyi/signals/16c2e29b-a708-4ca1-8a28-445952404df0/signal.json","source":"https://github.com/microsoft/dbt-scope","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/dbt-scope (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/dbt-scope · language Python · Low stars, routine 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/dbt-scope","source_host":"github.com","occurred_at":"2026-04-03T12:53:58+00:00","first_seen_at":"2026-06-07T07:00:21.222898+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/dbt-scope","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"4","source":"traction"},{"label":"Notability","value":"Low stars, routine repo","source":"signal"},{"label":"Watch term","value":"Safety and alignment","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/microsoft/dbt-scope"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:51:48.057857+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/16c2e29b-a708-4ca1-8a28-445952404df0/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/16c2e29b-a708-4ca1-8a28-445952404df0/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/dbt-scope","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/dbt-scope\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/dbt-scope","text":"Microsoft published repo microsoft/dbt-scope."},{"subject":"microsoft/dbt-scope","predicate":"is classified as","object":"repo signal","text":"microsoft/dbt-scope is classified as repo signal."},{"subject":"microsoft/dbt-scope","predicate":"belongs to","object":"repos desk","text":"microsoft/dbt-scope belongs to repos desk."},{"subject":"microsoft/dbt-scope","predicate":"has context","object":"Python","text":"microsoft/dbt-scope has context Python."},{"subject":"microsoft/dbt-scope","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/dbt-scope has evidence coverage 1 captured evidence page."},{"subject":"microsoft/dbt-scope","predicate":"has captured page count","object":"1","text":"microsoft/dbt-scope has captured page count 1."},{"subject":"microsoft/dbt-scope","predicate":"has readable page count","object":"1","text":"microsoft/dbt-scope has readable page count 1."},{"subject":"microsoft/dbt-scope","predicate":"has related signal count","object":"6","text":"microsoft/dbt-scope has related signal count 6."},{"subject":"microsoft/dbt-scope","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/dbt-scope 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/dbt-scope","predicate":"has source host","object":"github.com","text":"microsoft/dbt-scope has source host github.com."},{"subject":"microsoft/dbt-scope","predicate":"has lab","object":"Microsoft","text":"microsoft/dbt-scope has lab Microsoft."},{"subject":"microsoft/dbt-scope","predicate":"has signal desk","object":"repos","text":"microsoft/dbt-scope has signal desk repos."},{"subject":"microsoft/dbt-scope","predicate":"has source host","object":"github.com","text":"microsoft/dbt-scope has source host github.com."},{"subject":"microsoft/dbt-scope","predicate":"has repository","object":"microsoft/dbt-scope","text":"microsoft/dbt-scope has repository microsoft/dbt-scope."},{"subject":"microsoft/dbt-scope","predicate":"has language","object":"Python","text":"microsoft/dbt-scope has language Python."},{"subject":"microsoft/dbt-scope","predicate":"has stars","object":"4","text":"microsoft/dbt-scope has stars 4."},{"subject":"microsoft/dbt-scope","predicate":"has notability","object":"Low stars, routine repo","text":"microsoft/dbt-scope has notability Low stars, routine repo."},{"subject":"microsoft/dbt-scope","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/dbt-scope has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/dbt-scope (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/dbt-scope · language Python · Low stars, routine repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/dbt-scope","text":"Microsoft published repo microsoft/dbt-scope."},{"subject":"microsoft/dbt-scope","predicate":"is classified as","object":"repo signal","text":"microsoft/dbt-scope is classified as repo signal."},{"subject":"microsoft/dbt-scope","predicate":"belongs to","object":"repos desk","text":"microsoft/dbt-scope belongs to repos desk."},{"subject":"microsoft/dbt-scope","predicate":"has context","object":"Python","text":"microsoft/dbt-scope has context Python."},{"subject":"microsoft/dbt-scope","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/dbt-scope has evidence coverage 1 captured evidence page."}]},"signal":{"id":"16c2e29b-a708-4ca1-8a28-445952404df0","url":"https://onlylabs.fyi/signals/16c2e29b-a708-4ca1-8a28-445952404df0","json_url":"https://onlylabs.fyi/signals/16c2e29b-a708-4ca1-8a28-445952404df0/signal.json","source_url":"https://github.com/microsoft/dbt-scope","title":"microsoft/dbt-scope","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":"2026-04-03T12:53:58+00:00","first_seen_at":"2026-06-07T07:00:21.222898+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/dbt-scope"]},"facets":{"repo":"microsoft/dbt-scope","language":"Python"},"traction":{"github_stars":4,"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/dbt-scope","final_url":"https://github.com/microsoft/dbt-scope","title":"microsoft/dbt-scope repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:48.057857+00:00","bytes":29951,"raw_path":"7c957eab897f261f9eabab9a5818ed787805c547b2f62d81fb12ec662ec40cad.json","content_hash":"6509c47c8829af0419f313d44bf4bb9eadf59d421c785299de98acd2621e3422","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/dbt-scope Description: Bringing dbt to SCOPE Language: Python License: MIT Stars: 4 Forks: 1 Open issues: 3 Created: 2026-04-03T12:53:58Z Pushed: 2026-06-09T17:24:50Z Default branch: main Fork: no Archived: no README: <!-- PROJECT LOGO --> <p align=\"center\"> <img src=\"https://rakirahman.blob.core.windows.net/public/images/Misc/dbt-scope.png\" alt=\"Logo\" width=\"30%\"> <h3 align=\"center\">ADLA - dbt</h3> <p align=\"center\"> Incremental data transformation for ADLA using dbt to get data into Delta Lake tables. <br /> <br /> <a href=\"https://docs.getdbt.com/\">dbt Docs</a> · <a href=\"https://azure.microsoft.com/en-us/products/data-lake-analytics\">Azure Data Lake Analytics docs</a> · <a href=\"https://delta.io/\">Delta Lake</a> </p> </p> --- What is this? This is an [opinionated](https://www.merriam-webster.com/dictionary/opinionated) [dbt adapter](https://docs.getdbt.com/docs/connect-adapters?version=1.12) that makes it easier to test and schedule ADLA via dbt CLI without requiring an external orchestrator (such as [Data Factory](https://learn.microsoft.com/en-us/azure/data-factory/introduction)) to get non-Delta Lake source data lightly-transformed with SQL and incrementally..."},"evidence_pages":[{"url":"https://github.com/microsoft/dbt-scope","final_url":"https://github.com/microsoft/dbt-scope","title":"microsoft/dbt-scope repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:48.057857+00:00","bytes":29951,"raw_path":"7c957eab897f261f9eabab9a5818ed787805c547b2f62d81fb12ec662ec40cad.json","content_hash":"6509c47c8829af0419f313d44bf4bb9eadf59d421c785299de98acd2621e3422","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/dbt-scope Description: Bringing dbt to SCOPE Language: Python License: MIT Stars: 4 Forks: 1 Open issues: 3 Created: 2026-04-03T12:53:58Z Pushed: 2026-06-09T17:24:50Z Default branch: main Fork: no Archived: no README: <!-- PROJECT LOGO --> <p align=\"center\"> <img src=\"https://rakirahman.blob.core.windows.net/public/images/Misc/dbt-scope.png\" alt=\"Logo\" width=\"30%\"> <h3 align=\"center\">ADLA - dbt</h3> <p align=\"center\"> Incremental data transformation for ADLA using dbt to get data into Delta Lake tables. <br /> <br /> <a href=\"https://docs.getdbt.com/\">dbt Docs</a> · <a href=\"https://azure.microsoft.com/en-us/products/data-lake-analytics\">Azure Data Lake Analytics docs</a> · <a href=\"https://delta.io/\">Delta Lake</a> </p> </p> --- What is this? This is an [opinionated](https://www.merriam-webster.com/dictionary/opinionated) [dbt adapter](https://docs.getdbt.com/docs/connect-adapters?version=1.12) that makes it easier to test and schedule ADLA via dbt CLI without requiring an external orchestrator (such as [Data Factory](https://learn.microsoft.com/en-us/azure/data-factory/introduction)) to get non-Delta Lake source data lightly-transformed with SQL and incrementally..."}],"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"}]}