{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/skills-for-fabric","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/50d36c48-34cc-42ab-bb7c-9bdbb64456ec","json_url":"https://onlylabs.fyi/signals/50d36c48-34cc-42ab-bb7c-9bdbb64456ec/signal.json","generated_at":"2026-06-26T23:22:09.167Z","evidence_latest_fetched_at":"2026-06-25T07:02:48.675237+00:00","signal_first_seen_at":"2026-06-25T07:00:36.833937+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/50d36c48-34cc-42ab-bb7c-9bdbb64456ec","signal_json":"https://onlylabs.fyi/signals/50d36c48-34cc-42ab-bb7c-9bdbb64456ec/signal.json","source":"https://github.com/microsoft/skills-for-fabric","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/skills-for-fabric (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/skills-for-fabric · language Shell · New Microsoft Fabric skills repo with 636 stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/skills-for-fabric","source_host":"github.com","occurred_at":"2026-02-17T20:02:53+00:00","first_seen_at":"2026-06-25T07:00:36.833937+00:00","date_source":"source","context":"Shell"},"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/skills-for-fabric","source":"source"},{"label":"Language","value":"Shell","source":"source"},{"label":"Stars","value":"636","source":"traction"},{"label":"Notability","value":"New Microsoft Fabric skills repo with 636 stars.","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"systems","source":"radar"},{"label":"Watch term","value":"Safety and 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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?","Which data-business lane explains this signal: Infrastructure?","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/50d36c48-34cc-42ab-bb7c-9bdbb64456ec/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/skills-for-fabric","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/skills-for-fabric\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/skills-for-fabric","text":"Microsoft published repo microsoft/skills-for-fabric."},{"subject":"microsoft/skills-for-fabric","predicate":"is classified as","object":"repo signal","text":"microsoft/skills-for-fabric is classified as repo signal."},{"subject":"microsoft/skills-for-fabric","predicate":"belongs to","object":"repos desk","text":"microsoft/skills-for-fabric belongs to repos desk."},{"subject":"microsoft/skills-for-fabric","predicate":"has context","object":"Shell","text":"microsoft/skills-for-fabric has context Shell."},{"subject":"microsoft/skills-for-fabric","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/skills-for-fabric has evidence coverage 1 captured evidence page."},{"subject":"microsoft/skills-for-fabric","predicate":"matches data-business lanes","object":"Infrastructure","text":"microsoft/skills-for-fabric matches data-business lanes Infrastructure."},{"subject":"microsoft/skills-for-fabric","predicate":"has captured page count","object":"1","text":"microsoft/skills-for-fabric has captured page count 1."},{"subject":"microsoft/skills-for-fabric","predicate":"has readable page count","object":"1","text":"microsoft/skills-for-fabric has readable page count 1."},{"subject":"microsoft/skills-for-fabric","predicate":"has related signal count","object":"6","text":"microsoft/skills-for-fabric has related signal count 6."},{"subject":"microsoft/skills-for-fabric","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/skills-for-fabric 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/skills-for-fabric","predicate":"has source host","object":"github.com","text":"microsoft/skills-for-fabric has source host github.com."},{"subject":"microsoft/skills-for-fabric","predicate":"has lab","object":"Microsoft","text":"microsoft/skills-for-fabric has lab Microsoft."},{"subject":"microsoft/skills-for-fabric","predicate":"has signal desk","object":"repos","text":"microsoft/skills-for-fabric has signal desk repos."},{"subject":"microsoft/skills-for-fabric","predicate":"has source host","object":"github.com","text":"microsoft/skills-for-fabric has source host github.com."},{"subject":"microsoft/skills-for-fabric","predicate":"has repository","object":"microsoft/skills-for-fabric","text":"microsoft/skills-for-fabric has repository microsoft/skills-for-fabric."},{"subject":"microsoft/skills-for-fabric","predicate":"has language","object":"Shell","text":"microsoft/skills-for-fabric has language Shell."},{"subject":"microsoft/skills-for-fabric","predicate":"has stars","object":"636","text":"microsoft/skills-for-fabric has stars 636."},{"subject":"microsoft/skills-for-fabric","predicate":"has notability","object":"New Microsoft Fabric skills repo with 636 stars.","text":"microsoft/skills-for-fabric has notability New Microsoft Fabric skills repo with 636 stars.."},{"subject":"microsoft/skills-for-fabric","predicate":"has radar lane","object":"Infrastructure","text":"microsoft/skills-for-fabric has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/skills-for-fabric (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/skills-for-fabric · language Shell · New Microsoft Fabric skills repo with 636 stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/skills-for-fabric","text":"Microsoft published repo microsoft/skills-for-fabric."},{"subject":"microsoft/skills-for-fabric","predicate":"is classified as","object":"repo signal","text":"microsoft/skills-for-fabric is classified as repo signal."},{"subject":"microsoft/skills-for-fabric","predicate":"belongs to","object":"repos desk","text":"microsoft/skills-for-fabric belongs to repos desk."},{"subject":"microsoft/skills-for-fabric","predicate":"has context","object":"Shell","text":"microsoft/skills-for-fabric has context Shell."},{"subject":"microsoft/skills-for-fabric","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/skills-for-fabric has evidence coverage 1 captured evidence page."},{"subject":"microsoft/skills-for-fabric","predicate":"matches data-business lanes","object":"Infrastructure","text":"microsoft/skills-for-fabric matches data-business lanes Infrastructure."}]},"signal":{"id":"50d36c48-34cc-42ab-bb7c-9bdbb64456ec","url":"https://onlylabs.fyi/signals/50d36c48-34cc-42ab-bb7c-9bdbb64456ec","json_url":"https://onlylabs.fyi/signals/50d36c48-34cc-42ab-bb7c-9bdbb64456ec/signal.json","source_url":"https://github.com/microsoft/skills-for-fabric","title":"microsoft/skills-for-fabric","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-02-17T20:02:53+00:00","first_seen_at":"2026-06-25T07:00:36.833937+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/skills-for-fabric"]},"facets":{"repo":"microsoft/skills-for-fabric","language":"Shell"},"traction":{"github_stars":636,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":14,"matched_terms":["systems"],"reason":"Microsoft has a repo signal matching infrastructure."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/skills-for-fabric","final_url":"https://github.com/microsoft/skills-for-fabric","title":"microsoft/skills-for-fabric repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-25T07:02:48.675237+00:00","bytes":12693,"raw_path":"2a54826a6fda5517decf99e689f9f22f28008f6186a01b0563094ac1ed0a9ac6.json","content_hash":"f8f846071e72b62aaba25181ab3cff49d18048495381577a881abff807876937","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/skills-for-fabric Description: A collection of skills and MCP systems to enable users of CLI, VSCode, Claude to operate over Microsoft Fabric Language: Shell License: MIT Stars: 636 Forks: 171 Open issues: 17 Created: 2026-02-17T20:02:53Z Pushed: 2026-06-25T06:36:31Z Default branch: main Fork: no Archived: no README: Microsoft Fabric Skills Microsoft Fabric Skills are reusable AI assistant instructions for working with Microsoft Fabric. They help GitHub Copilot CLI and compatible AI coding tools understand Fabric workloads, APIs, query patterns, and operational best practices. Install with GitHub Copilot CLI Add the public marketplace: ```bash /plugin marketplace add microsoft/skills-for-fabric ``` Install the full bundle (except `powerbi-authoring`): ```bash /plugin install fabric-skills@fabric-collection ``` Or install a focused bundle: ```bash Authoring: APIs, automation, notebooks, schemas, ingestion, and deployment /plugin install fabric-authoring@fabric-collection Consumption: interactive querying, discovery, exploration, and monitoring /plugin install fabric-consumption@fabric-collection Operations: diagnostics and performance investigation /plugin install..."},"evidence_pages":[],"related_signals":[{"id":"3fdd4690-9c28-4863-ba65-4ec299d85aa0","url":"https://onlylabs.fyi/signals/3fdd4690-9c28-4863-ba65-4ec299d85aa0","source_url":"https://github.com/microsoft/fabric-events","title":"microsoft/fabric-events","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-23T00:54:34+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"c0d592c7-e699-4bf5-a2c3-5b79f43f85a0","url":"https://onlylabs.fyi/signals/c0d592c7-e699-4bf5-a2c3-5b79f43f85a0","source_url":"https://github.com/microsoft/citadel","title":"microsoft/citadel","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-22T06:20:10+00:00","first_seen_at":"2026-06-22T07:00:31.308446+00:00","date_source":"source"},{"id":"96d85410-04f4-4314-b4d1-6788163ff05e","url":"https://onlylabs.fyi/signals/96d85410-04f4-4314-b4d1-6788163ff05e","source_url":"https://github.com/microsoft/amplifier-app-opencode","title":"microsoft/amplifier-app-opencode","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-20T22:24:01+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"027f6a7e-9e04-4fad-a3d7-9435bc32cf00","url":"https://onlylabs.fyi/signals/027f6a7e-9e04-4fad-a3d7-9435bc32cf00","source_url":"https://github.com/microsoft/amplifier-app-wiki-weaver","title":"microsoft/amplifier-app-wiki-weaver","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-19T23:38:20+00:00","first_seen_at":"2026-06-20T07:00:30.944907+00:00","date_source":"source"},{"id":"4680cd70-2c2f-4483-bd8d-ceb9b28de9cf","url":"https://onlylabs.fyi/signals/4680cd70-2c2f-4483-bd8d-ceb9b28de9cf","source_url":"https://github.com/microsoft/What-I-did-with-Cowork","title":"microsoft/What-I-did-with-Cowork","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-18T09:39:01+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"4b65f882-b9ed-45ca-b252-be0ddd8ee03e","url":"https://onlylabs.fyi/signals/4b65f882-b9ed-45ca-b252-be0ddd8ee03e","source_url":"https://github.com/microsoft/Salesforce-Custom-Copilot-Connector","title":"microsoft/Salesforce-Custom-Copilot-Connector","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:55:24+00:00","first_seen_at":"2026-06-18T07:00:31.633644+00:00","date_source":"source"}]}