{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/aspire-samples","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/301cca39-5bab-4052-b33d-d36c7484e4c5","json_url":"https://onlylabs.fyi/signals/301cca39-5bab-4052-b33d-d36c7484e4c5/signal.json","generated_at":"2026-06-11T03:55:39.373483+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/301cca39-5bab-4052-b33d-d36c7484e4c5","signal_json":"https://onlylabs.fyi/signals/301cca39-5bab-4052-b33d-d36c7484e4c5/signal.json","source":"https://github.com/microsoft/aspire-samples","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"},{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/aspire-samples (C#). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/aspire-samples · language C#. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/aspire-samples","source_host":"github.com","occurred_at":"2023-10-24T23:52:43+00:00","first_seen_at":"2026-06-07T07:00:21.222898+00:00","date_source":"source","context":"C#"},"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/aspire-samples","source":"source"},{"label":"Language","value":"C#","source":"source"},{"label":"Stars","value":"1,183","source":"traction"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Matched term","value":"observability","source":"radar"},{"label":"Watch term","value":"Eval 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especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/301cca39-5bab-4052-b33d-d36c7484e4c5/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/aspire-samples","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/aspire-samples\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/aspire-samples","text":"Microsoft published repo microsoft/aspire-samples."},{"subject":"microsoft/aspire-samples","predicate":"is classified as","object":"repo signal","text":"microsoft/aspire-samples is classified as repo signal."},{"subject":"microsoft/aspire-samples","predicate":"belongs to","object":"repos desk","text":"microsoft/aspire-samples belongs to repos desk."},{"subject":"microsoft/aspire-samples","predicate":"has context","object":"C#","text":"microsoft/aspire-samples has context C#."},{"subject":"microsoft/aspire-samples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/aspire-samples has evidence coverage 1 captured evidence page."},{"subject":"microsoft/aspire-samples","predicate":"matches data-business lanes","object":"Data demand, Evals and quality","text":"microsoft/aspire-samples matches data-business lanes Data demand, Evals and quality."},{"subject":"microsoft/aspire-samples","predicate":"has captured page count","object":"1","text":"microsoft/aspire-samples has captured page count 1."},{"subject":"microsoft/aspire-samples","predicate":"has readable page count","object":"1","text":"microsoft/aspire-samples has readable page count 1."},{"subject":"microsoft/aspire-samples","predicate":"has related signal count","object":"6","text":"microsoft/aspire-samples has related signal count 6."},{"subject":"microsoft/aspire-samples","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/aspire-samples 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/aspire-samples","predicate":"has source host","object":"github.com","text":"microsoft/aspire-samples has source host github.com."},{"subject":"microsoft/aspire-samples","predicate":"has lab","object":"Microsoft","text":"microsoft/aspire-samples has lab Microsoft."},{"subject":"microsoft/aspire-samples","predicate":"has signal desk","object":"repos","text":"microsoft/aspire-samples has signal desk repos."},{"subject":"microsoft/aspire-samples","predicate":"has source host","object":"github.com","text":"microsoft/aspire-samples has source host github.com."},{"subject":"microsoft/aspire-samples","predicate":"has repository","object":"microsoft/aspire-samples","text":"microsoft/aspire-samples has repository microsoft/aspire-samples."},{"subject":"microsoft/aspire-samples","predicate":"has language","object":"C#","text":"microsoft/aspire-samples has language C#."},{"subject":"microsoft/aspire-samples","predicate":"has 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/aspire-samples · language C#. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/aspire-samples","text":"Microsoft published repo microsoft/aspire-samples."},{"subject":"microsoft/aspire-samples","predicate":"is classified as","object":"repo signal","text":"microsoft/aspire-samples is classified as repo signal."},{"subject":"microsoft/aspire-samples","predicate":"belongs to","object":"repos desk","text":"microsoft/aspire-samples belongs to repos desk."},{"subject":"microsoft/aspire-samples","predicate":"has context","object":"C#","text":"microsoft/aspire-samples has context C#."},{"subject":"microsoft/aspire-samples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/aspire-samples has evidence coverage 1 captured evidence page."},{"subject":"microsoft/aspire-samples","predicate":"matches data-business lanes","object":"Data demand, Evals and quality","text":"microsoft/aspire-samples matches data-business lanes Data demand, Evals and quality."}]},"signal":{"id":"301cca39-5bab-4052-b33d-d36c7484e4c5","url":"https://onlylabs.fyi/signals/301cca39-5bab-4052-b33d-d36c7484e4c5","json_url":"https://onlylabs.fyi/signals/301cca39-5bab-4052-b33d-d36c7484e4c5/signal.json","source_url":"https://github.com/microsoft/aspire-samples","title":"microsoft/aspire-samples","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2023-10-24T23:52:43+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/aspire-samples"]},"facets":{"repo":"microsoft/aspire-samples","language":"C#"},"traction":{"github_stars":1183,"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"},{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":26,"matched_terms":["data","observability"],"reason":"Microsoft has a repo signal matching data demand, evals and quality."}},"primary_evidence_page":{"url":"https://github.com/microsoft/aspire-samples","final_url":"https://github.com/microsoft/aspire-samples","title":"microsoft/aspire-samples repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:55:39.373483+00:00","bytes":18133,"raw_path":"64df94213a2ab8f448e943320eafb595556b1bfeafc7c8d21ef2ded0fd170227.json","content_hash":"fe78beb33e033339117758026e47cb24d1787b6bfea77d559441aeb05510c0e3","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/aspire-samples Description: Browse the sample apps demonstrating Aspire integration across C#, JavaScript, TypeScript, Python, Go, containers, databases, cloud, AI, and observability scenarios. 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Browse by scenario - [Full-stack JavaScript / TypeScript](#full-stack-javascript--typescript) - [Polyglot full-stack](#polyglot-full-stack) - [Backend integrations by language](#backend-integrations-by-language) - [Cloud / AI / event-driven](#cloud--ai--event-driven) - [.NET + frontend and platform](#net--frontend-and-platform) Full-stack JavaScript / TypeScript | Sample |..."},"evidence_pages":[{"url":"https://github.com/microsoft/aspire-samples","final_url":"https://github.com/microsoft/aspire-samples","title":"microsoft/aspire-samples repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:55:39.373483+00:00","bytes":18133,"raw_path":"64df94213a2ab8f448e943320eafb595556b1bfeafc7c8d21ef2ded0fd170227.json","content_hash":"fe78beb33e033339117758026e47cb24d1787b6bfea77d559441aeb05510c0e3","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/aspire-samples Description: Browse the sample apps demonstrating Aspire integration across C#, JavaScript, TypeScript, Python, Go, containers, databases, cloud, AI, and observability scenarios. 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Browse by scenario - [Full-stack JavaScript / TypeScript](#full-stack-javascript--typescript) - [Polyglot full-stack](#polyglot-full-stack) - [Backend integrations by language](#backend-integrations-by-language) - [Cloud / AI / event-driven](#cloud--ai--event-driven) - [.NET + frontend and platform](#net--frontend-and-platform) Full-stack JavaScript / TypeScript | Sample |..."}],"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"}]}