{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/homebrew-aspire","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/394a9661-dc20-4723-b307-a6ff838919c7","json_url":"https://onlylabs.fyi/signals/394a9661-dc20-4723-b307-a6ff838919c7/signal.json","generated_at":"2026-06-11T02:53:04.010464+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/394a9661-dc20-4723-b307-a6ff838919c7","signal_json":"https://onlylabs.fyi/signals/394a9661-dc20-4723-b307-a6ff838919c7/signal.json","source":"https://github.com/microsoft/homebrew-aspire","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/homebrew-aspire (Ruby). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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/394a9661-dc20-4723-b307-a6ff838919c7/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/homebrew-aspire","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/homebrew-aspire\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/homebrew-aspire","text":"Microsoft published repo microsoft/homebrew-aspire."},{"subject":"microsoft/homebrew-aspire","predicate":"is classified as","object":"repo signal","text":"microsoft/homebrew-aspire is classified as repo signal."},{"subject":"microsoft/homebrew-aspire","predicate":"belongs to","object":"repos desk","text":"microsoft/homebrew-aspire belongs to repos desk."},{"subject":"microsoft/homebrew-aspire","predicate":"has context","object":"Ruby","text":"microsoft/homebrew-aspire has context Ruby."},{"subject":"microsoft/homebrew-aspire","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/homebrew-aspire has evidence coverage 1 captured evidence page."},{"subject":"microsoft/homebrew-aspire","predicate":"has captured page count","object":"1","text":"microsoft/homebrew-aspire has captured page count 1."},{"subject":"microsoft/homebrew-aspire","predicate":"has readable page count","object":"1","text":"microsoft/homebrew-aspire has readable page count 1."},{"subject":"microsoft/homebrew-aspire","predicate":"has related signal count","object":"6","text":"microsoft/homebrew-aspire has related signal count 6."},{"subject":"microsoft/homebrew-aspire","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/homebrew-aspire 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/homebrew-aspire","predicate":"has source host","object":"github.com","text":"microsoft/homebrew-aspire has source host github.com."},{"subject":"microsoft/homebrew-aspire","predicate":"has lab","object":"Microsoft","text":"microsoft/homebrew-aspire has lab Microsoft."},{"subject":"microsoft/homebrew-aspire","predicate":"has signal desk","object":"repos","text":"microsoft/homebrew-aspire has signal desk repos."},{"subject":"microsoft/homebrew-aspire","predicate":"has source host","object":"github.com","text":"microsoft/homebrew-aspire has source host github.com."},{"subject":"microsoft/homebrew-aspire","predicate":"has repository","object":"microsoft/homebrew-aspire","text":"microsoft/homebrew-aspire has repository microsoft/homebrew-aspire."},{"subject":"microsoft/homebrew-aspire","predicate":"has language","object":"Ruby","text":"microsoft/homebrew-aspire has language Ruby."},{"subject":"microsoft/homebrew-aspire","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/homebrew-aspire has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/homebrew-aspire (Ruby). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/homebrew-aspire · language Ruby. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/homebrew-aspire","text":"Microsoft published repo microsoft/homebrew-aspire."},{"subject":"microsoft/homebrew-aspire","predicate":"is classified as","object":"repo signal","text":"microsoft/homebrew-aspire is classified as repo signal."},{"subject":"microsoft/homebrew-aspire","predicate":"belongs to","object":"repos desk","text":"microsoft/homebrew-aspire belongs to repos desk."},{"subject":"microsoft/homebrew-aspire","predicate":"has context","object":"Ruby","text":"microsoft/homebrew-aspire has context Ruby."},{"subject":"microsoft/homebrew-aspire","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/homebrew-aspire has evidence coverage 1 captured evidence page."}]},"signal":{"id":"394a9661-dc20-4723-b307-a6ff838919c7","url":"https://onlylabs.fyi/signals/394a9661-dc20-4723-b307-a6ff838919c7","json_url":"https://onlylabs.fyi/signals/394a9661-dc20-4723-b307-a6ff838919c7/signal.json","source_url":"https://github.com/microsoft/homebrew-aspire","title":"microsoft/homebrew-aspire","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Ruby","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-02-10T06:05:37+00:00","first_seen_at":"2026-06-09T07:00:12.66661+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/homebrew-aspire"]},"facets":{"repo":"microsoft/homebrew-aspire","language":"Ruby"},"traction":{"github_stars":0,"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/homebrew-aspire","final_url":"https://github.com/microsoft/homebrew-aspire","title":"microsoft/homebrew-aspire repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:04.010464+00:00","bytes":10754,"raw_path":"3c0f95e5a7b3721ffe3a752af405c55fb91abf4af0bbbd8b48ea09d1ba31fcfc.json","content_hash":"f66f44c8a3f939c5a23ddd907177757d22b525810fe02a1979ba667536d7bf6a","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/homebrew-aspire Description: Microsoft Homebrew tap for the Aspire CLI Language: Ruby License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2026-02-10T06:05:37Z Pushed: 2026-06-09T04:21:38Z Default branch: main Fork: no Archived: no README: Aspire CLI Homebrew tap Official Microsoft-owned Homebrew tap that distributes the [Aspire CLI](https://aspire.dev/) for macOS. Install ```bash brew install --cask microsoft/aspire/aspire ``` That single command taps `microsoft/homebrew-aspire`, downloads the signed Aspire CLI macOS archive from the matching GitHub release on `microsoft/aspire`, and symlinks the `aspire` binary into your Homebrew prefix. Upgrade ```bash brew upgrade --cask microsoft/aspire/aspire ``` Uninstall ```bash brew uninstall --cask microsoft/aspire/aspire brew untap microsoft/aspire ``` What this tap ships `Casks/a/aspire.rb` pins the latest stable Aspire CLI release published at [`microsoft/aspire` releases](https://github.com/microsoft/aspire/releases). The cask points at the per-arch `aspire-cli-osx-arm64-<version>.tar.gz` and `aspire-cli-osx-x64-<version>.tar.gz` archives from that release, with SHA256 hashes verified at install time. The cask is..."},"evidence_pages":[{"url":"https://github.com/microsoft/homebrew-aspire","final_url":"https://github.com/microsoft/homebrew-aspire","title":"microsoft/homebrew-aspire repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:04.010464+00:00","bytes":10754,"raw_path":"3c0f95e5a7b3721ffe3a752af405c55fb91abf4af0bbbd8b48ea09d1ba31fcfc.json","content_hash":"f66f44c8a3f939c5a23ddd907177757d22b525810fe02a1979ba667536d7bf6a","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/homebrew-aspire Description: Microsoft Homebrew tap for the Aspire CLI Language: Ruby License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2026-02-10T06:05:37Z Pushed: 2026-06-09T04:21:38Z Default branch: main Fork: no Archived: no README: Aspire CLI Homebrew tap Official Microsoft-owned Homebrew tap that distributes the [Aspire CLI](https://aspire.dev/) for macOS. Install ```bash brew install --cask microsoft/aspire/aspire ``` That single command taps `microsoft/homebrew-aspire`, downloads the signed Aspire CLI macOS archive from the matching GitHub release on `microsoft/aspire`, and symlinks the `aspire` binary into your Homebrew prefix. Upgrade ```bash brew upgrade --cask microsoft/aspire/aspire ``` Uninstall ```bash brew uninstall --cask microsoft/aspire/aspire brew untap microsoft/aspire ``` What this tap ships `Casks/a/aspire.rb` pins the latest stable Aspire CLI release published at [`microsoft/aspire` releases](https://github.com/microsoft/aspire/releases). The cask points at the per-arch `aspire-cli-osx-arm64-<version>.tar.gz` and `aspire-cli-osx-x64-<version>.tar.gz` archives from that release, with SHA256 hashes verified at install time. The cask is..."}],"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"}]}