{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/Qcodes","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/2fe012e8-c312-405b-91e0-59ac59636c4f","json_url":"https://onlylabs.fyi/signals/2fe012e8-c312-405b-91e0-59ac59636c4f/signal.json","generated_at":"2026-06-11T03:55:35.100868+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/2fe012e8-c312-405b-91e0-59ac59636c4f","signal_json":"https://onlylabs.fyi/signals/2fe012e8-c312-405b-91e0-59ac59636c4f/signal.json","source":"https://github.com/microsoft/Qcodes","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":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/Qcodes (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/Qcodes · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/Qcodes","source_host":"github.com","occurred_at":"2015-06-09T14:42:14+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/Qcodes","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"443","source":"traction"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Watch term","value":"Safety and alignment","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/Qcodes"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:55:35.100868+00:00"},"data_business":{"matches":true,"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}],"matched_terms":["data"],"score":14,"reason":"Microsoft has a repo signal matching data 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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: Data demand?","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/2fe012e8-c312-405b-91e0-59ac59636c4f/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/Qcodes","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/Qcodes\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Qcodes","text":"Microsoft published repo microsoft/Qcodes."},{"subject":"microsoft/Qcodes","predicate":"is classified as","object":"repo signal","text":"microsoft/Qcodes is classified as repo signal."},{"subject":"microsoft/Qcodes","predicate":"belongs to","object":"repos desk","text":"microsoft/Qcodes belongs to repos desk."},{"subject":"microsoft/Qcodes","predicate":"has context","object":"Python","text":"microsoft/Qcodes has context Python."},{"subject":"microsoft/Qcodes","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Qcodes has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Qcodes","predicate":"matches data-business lanes","object":"Data demand","text":"microsoft/Qcodes matches data-business lanes Data demand."},{"subject":"microsoft/Qcodes","predicate":"has captured page count","object":"1","text":"microsoft/Qcodes has captured page count 1."},{"subject":"microsoft/Qcodes","predicate":"has readable page count","object":"1","text":"microsoft/Qcodes has readable page count 1."},{"subject":"microsoft/Qcodes","predicate":"has related signal count","object":"6","text":"microsoft/Qcodes has related signal count 6."},{"subject":"microsoft/Qcodes","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/Qcodes 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/Qcodes","predicate":"has source host","object":"github.com","text":"microsoft/Qcodes has source host github.com."},{"subject":"microsoft/Qcodes","predicate":"has lab","object":"Microsoft","text":"microsoft/Qcodes has lab Microsoft."},{"subject":"microsoft/Qcodes","predicate":"has signal desk","object":"repos","text":"microsoft/Qcodes has signal desk repos."},{"subject":"microsoft/Qcodes","predicate":"has source host","object":"github.com","text":"microsoft/Qcodes has source host github.com."},{"subject":"microsoft/Qcodes","predicate":"has repository","object":"microsoft/Qcodes","text":"microsoft/Qcodes has repository microsoft/Qcodes."},{"subject":"microsoft/Qcodes","predicate":"has language","object":"Python","text":"microsoft/Qcodes has language Python."},{"subject":"microsoft/Qcodes","predicate":"has stars","object":"443","text":"microsoft/Qcodes has stars 443."},{"subject":"microsoft/Qcodes","predicate":"has radar lane","object":"Data demand","text":"microsoft/Qcodes has radar lane Data demand."},{"subject":"microsoft/Qcodes","predicate":"has matched term","object":"data","text":"microsoft/Qcodes has matched term data."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/Qcodes (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/Qcodes · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Qcodes","text":"Microsoft published repo microsoft/Qcodes."},{"subject":"microsoft/Qcodes","predicate":"is classified as","object":"repo signal","text":"microsoft/Qcodes is classified as repo signal."},{"subject":"microsoft/Qcodes","predicate":"belongs to","object":"repos desk","text":"microsoft/Qcodes belongs to repos desk."},{"subject":"microsoft/Qcodes","predicate":"has context","object":"Python","text":"microsoft/Qcodes has context Python."},{"subject":"microsoft/Qcodes","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Qcodes has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Qcodes","predicate":"matches data-business lanes","object":"Data demand","text":"microsoft/Qcodes matches data-business lanes Data demand."}]},"signal":{"id":"2fe012e8-c312-405b-91e0-59ac59636c4f","url":"https://onlylabs.fyi/signals/2fe012e8-c312-405b-91e0-59ac59636c4f","json_url":"https://onlylabs.fyi/signals/2fe012e8-c312-405b-91e0-59ac59636c4f/signal.json","source_url":"https://github.com/microsoft/Qcodes","title":"microsoft/Qcodes","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":"2015-06-09T14:42:14+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/Qcodes"]},"facets":{"repo":"microsoft/Qcodes","language":"Python"},"traction":{"github_stars":443,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"}],"score":14,"matched_terms":["data"],"reason":"Microsoft has a repo signal matching data demand."}},"primary_evidence_page":{"url":"https://github.com/microsoft/Qcodes","final_url":"https://github.com/microsoft/Qcodes","title":"microsoft/Qcodes repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:55:35.100868+00:00","bytes":12959,"raw_path":"6873aa650d0c03e88f11560799745f6d45092fce1b5d3f9d5a8a00f1cafc11f5.json","content_hash":"43c1380641503f1c16304ad84d92e9117641225f307b56f34da9f4e50548fe68","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Qcodes Description: Modular data acquisition framework Language: Python License: MIT Stars: 443 Forks: 357 Open issues: 254 Created: 2015-06-09T14:42:14Z Pushed: 2026-06-10T08:14:09Z Default branch: main Fork: no Archived: no README: QCoDeS |PyPi| |DOCS| |PyPI python versions| |DOI| ================================================= |Build Status Github| |Build Status Github Docs| |Ruff| |OpenSSF| QCoDeS is a Python-based data acquisition framework developed by the Copenhagen / Delft / Sydney / Microsoft quantum computing consortium. 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