{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/winml-cli","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/15d10840-89f9-4b6f-a8e2-c151d1f26f00","json_url":"https://onlylabs.fyi/signals/15d10840-89f9-4b6f-a8e2-c151d1f26f00/signal.json","generated_at":"2026-06-11T02:52:52.468028+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/15d10840-89f9-4b6f-a8e2-c151d1f26f00","signal_json":"https://onlylabs.fyi/signals/15d10840-89f9-4b6f-a8e2-c151d1f26f00/signal.json","source":"https://github.com/microsoft/winml-cli","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":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/winml-cli (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/winml-cli · language Python · Low-star routine repo from Microsoft. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/winml-cli","source_host":"github.com","occurred_at":"2026-02-27T07:34:16+00:00","first_seen_at":"2026-06-08T07:01:04.198092+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/winml-cli","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"24","source":"traction"},{"label":"Notability","value":"Low-star routine repo from Microsoft","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"deployment","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/winml-cli"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:52:52.468028+00:00"},"data_business":{"matches":true,"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["deployment"],"score":14,"reason":"Microsoft has a repo signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/15d10840-89f9-4b6f-a8e2-c151d1f26f00/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Product and customer?","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/15d10840-89f9-4b6f-a8e2-c151d1f26f00/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/winml-cli","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/winml-cli\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/winml-cli","text":"Microsoft published repo microsoft/winml-cli."},{"subject":"microsoft/winml-cli","predicate":"is classified as","object":"repo signal","text":"microsoft/winml-cli is classified as repo signal."},{"subject":"microsoft/winml-cli","predicate":"belongs to","object":"repos desk","text":"microsoft/winml-cli belongs to repos desk."},{"subject":"microsoft/winml-cli","predicate":"has context","object":"Python","text":"microsoft/winml-cli has context Python."},{"subject":"microsoft/winml-cli","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/winml-cli has evidence coverage 1 captured evidence page."},{"subject":"microsoft/winml-cli","predicate":"matches data-business lanes","object":"Product and customer","text":"microsoft/winml-cli matches data-business lanes Product and customer."},{"subject":"microsoft/winml-cli","predicate":"has captured page count","object":"1","text":"microsoft/winml-cli has captured page count 1."},{"subject":"microsoft/winml-cli","predicate":"has readable page count","object":"1","text":"microsoft/winml-cli has readable page count 1."},{"subject":"microsoft/winml-cli","predicate":"has related signal count","object":"6","text":"microsoft/winml-cli has related signal count 6."},{"subject":"microsoft/winml-cli","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/winml-cli 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/winml-cli","predicate":"has source host","object":"github.com","text":"microsoft/winml-cli has source host github.com."},{"subject":"microsoft/winml-cli","predicate":"has lab","object":"Microsoft","text":"microsoft/winml-cli has lab Microsoft."},{"subject":"microsoft/winml-cli","predicate":"has signal desk","object":"repos","text":"microsoft/winml-cli has signal desk repos."},{"subject":"microsoft/winml-cli","predicate":"has source host","object":"github.com","text":"microsoft/winml-cli has source host github.com."},{"subject":"microsoft/winml-cli","predicate":"has repository","object":"microsoft/winml-cli","text":"microsoft/winml-cli has repository microsoft/winml-cli."},{"subject":"microsoft/winml-cli","predicate":"has language","object":"Python","text":"microsoft/winml-cli has language Python."},{"subject":"microsoft/winml-cli","predicate":"has stars","object":"24","text":"microsoft/winml-cli has stars 24."},{"subject":"microsoft/winml-cli","predicate":"has notability","object":"Low-star routine repo from Microsoft","text":"microsoft/winml-cli has notability Low-star routine repo from Microsoft."},{"subject":"microsoft/winml-cli","predicate":"has radar lane","object":"Product and customer","text":"microsoft/winml-cli has radar lane Product and customer."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/winml-cli (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/winml-cli · language Python · Low-star routine repo from Microsoft. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/winml-cli","text":"Microsoft published repo microsoft/winml-cli."},{"subject":"microsoft/winml-cli","predicate":"is classified as","object":"repo signal","text":"microsoft/winml-cli is classified as repo signal."},{"subject":"microsoft/winml-cli","predicate":"belongs to","object":"repos desk","text":"microsoft/winml-cli belongs to repos desk."},{"subject":"microsoft/winml-cli","predicate":"has context","object":"Python","text":"microsoft/winml-cli has context Python."},{"subject":"microsoft/winml-cli","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/winml-cli has evidence coverage 1 captured evidence page."},{"subject":"microsoft/winml-cli","predicate":"matches data-business lanes","object":"Product and customer","text":"microsoft/winml-cli matches data-business lanes Product and customer."}]},"signal":{"id":"15d10840-89f9-4b6f-a8e2-c151d1f26f00","url":"https://onlylabs.fyi/signals/15d10840-89f9-4b6f-a8e2-c151d1f26f00","json_url":"https://onlylabs.fyi/signals/15d10840-89f9-4b6f-a8e2-c151d1f26f00/signal.json","source_url":"https://github.com/microsoft/winml-cli","title":"microsoft/winml-cli","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":"2026-02-27T07:34:16+00:00","first_seen_at":"2026-06-08T07:01:04.198092+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/winml-cli"]},"facets":{"repo":"microsoft/winml-cli","language":"Python"},"traction":{"github_stars":24,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":14,"matched_terms":["deployment"],"reason":"Microsoft has a repo signal matching product and customer."}},"primary_evidence_page":{"url":"https://github.com/microsoft/winml-cli","final_url":"https://github.com/microsoft/winml-cli","title":"microsoft/winml-cli repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:52.468028+00:00","bytes":27736,"raw_path":"3bc67c4828f23786b729fcb46c689a8acd34ff737fa1d73264e304017babdd0f.json","content_hash":"86e600820d752bedd745c9e099274cba82f57fc9f65593b387fee82d108e2d17","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/winml-cli Description: Accelerate Model Deployment on WinML Language: Python License: MIT Stars: 24 Forks: 4 Open issues: 189 Created: 2026-02-27T07:34:16Z Pushed: 2026-06-11T02:50:53Z Default branch: main Fork: no Archived: no README: WinML CLI [![WinML CLI CI](https://github.com/microsoft/winml-cli/actions/workflows/modelkit-ci.yml/badge.svg)](https://github.com/microsoft/winml-cli/actions/workflows/modelkit-ci.yml) ![Status](https://img.shields.io/badge/status-preview-blue) [![PyPI release](https://img.shields.io/pypi/v/winml-cli)](https://pypi.org/project/winml-cli/) ![License](https://img.shields.io/badge/license-MIT-green) **Windows ML CLI** is a command line tool for building **portable, performant, and high-quality** AI models for Windows ML. 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