{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/aspire-skills","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/da8f1b41-05e6-479f-8f51-9e01fd72c155","json_url":"https://onlylabs.fyi/signals/da8f1b41-05e6-479f-8f51-9e01fd72c155/signal.json","generated_at":"2026-06-11T02:42:13.814308+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/da8f1b41-05e6-479f-8f51-9e01fd72c155","signal_json":"https://onlylabs.fyi/signals/da8f1b41-05e6-479f-8f51-9e01fd72c155/signal.json","source":"https://github.com/microsoft/aspire-skills","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/aspire-skills (TypeScript). 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-skills · language TypeScript · Routine new repo with low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/aspire-skills","source_host":"github.com","occurred_at":"2026-05-08T16:18:03+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":"TypeScript"},"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-skills","source":"source"},{"label":"Language","value":"TypeScript","source":"source"},{"label":"Stars","value":"43","source":"traction"},{"label":"Notability","value":"Routine new repo with low traction","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","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/aspire-skills"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:13.814308+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/da8f1b41-05e6-479f-8f51-9e01fd72c155/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":null,"opportunities_json":null},"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?","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/da8f1b41-05e6-479f-8f51-9e01fd72c155/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/aspire-skills","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/aspire-skills\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/aspire-skills","text":"Microsoft published repo microsoft/aspire-skills."},{"subject":"microsoft/aspire-skills","predicate":"is classified as","object":"repo signal","text":"microsoft/aspire-skills is classified as repo signal."},{"subject":"microsoft/aspire-skills","predicate":"belongs to","object":"repos desk","text":"microsoft/aspire-skills belongs to repos desk."},{"subject":"microsoft/aspire-skills","predicate":"has context","object":"TypeScript","text":"microsoft/aspire-skills has context TypeScript."},{"subject":"microsoft/aspire-skills","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/aspire-skills has evidence coverage 1 captured evidence page."},{"subject":"microsoft/aspire-skills","predicate":"has captured page count","object":"1","text":"microsoft/aspire-skills has captured page count 1."},{"subject":"microsoft/aspire-skills","predicate":"has readable page count","object":"1","text":"microsoft/aspire-skills has readable page count 1."},{"subject":"microsoft/aspire-skills","predicate":"has related signal count","object":"6","text":"microsoft/aspire-skills has related signal count 6."},{"subject":"microsoft/aspire-skills","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-skills 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-skills","predicate":"has source host","object":"github.com","text":"microsoft/aspire-skills has source host github.com."},{"subject":"microsoft/aspire-skills","predicate":"has lab","object":"Microsoft","text":"microsoft/aspire-skills has lab Microsoft."},{"subject":"microsoft/aspire-skills","predicate":"has signal desk","object":"repos","text":"microsoft/aspire-skills has signal desk repos."},{"subject":"microsoft/aspire-skills","predicate":"has source host","object":"github.com","text":"microsoft/aspire-skills has source host github.com."},{"subject":"microsoft/aspire-skills","predicate":"has repository","object":"microsoft/aspire-skills","text":"microsoft/aspire-skills has repository microsoft/aspire-skills."},{"subject":"microsoft/aspire-skills","predicate":"has language","object":"TypeScript","text":"microsoft/aspire-skills has language TypeScript."},{"subject":"microsoft/aspire-skills","predicate":"has stars","object":"43","text":"microsoft/aspire-skills has stars 43."},{"subject":"microsoft/aspire-skills","predicate":"has notability","object":"Routine new repo with low traction","text":"microsoft/aspire-skills has notability Routine new repo with low traction."},{"subject":"microsoft/aspire-skills","predicate":"has watch term","object":"RL environments","text":"microsoft/aspire-skills has watch term RL environments."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/aspire-skills (TypeScript). 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-skills · language TypeScript · Routine new repo with low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/aspire-skills","text":"Microsoft published repo microsoft/aspire-skills."},{"subject":"microsoft/aspire-skills","predicate":"is classified as","object":"repo signal","text":"microsoft/aspire-skills is classified as repo signal."},{"subject":"microsoft/aspire-skills","predicate":"belongs to","object":"repos desk","text":"microsoft/aspire-skills belongs to repos desk."},{"subject":"microsoft/aspire-skills","predicate":"has context","object":"TypeScript","text":"microsoft/aspire-skills has context TypeScript."},{"subject":"microsoft/aspire-skills","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/aspire-skills has evidence coverage 1 captured evidence page."}]},"signal":{"id":"da8f1b41-05e6-479f-8f51-9e01fd72c155","url":"https://onlylabs.fyi/signals/da8f1b41-05e6-479f-8f51-9e01fd72c155","json_url":"https://onlylabs.fyi/signals/da8f1b41-05e6-479f-8f51-9e01fd72c155/signal.json","source_url":"https://github.com/microsoft/aspire-skills","title":"microsoft/aspire-skills","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-08T16:18:03+00:00","first_seen_at":"2026-06-05T20:58:41.438741+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-skills"]},"facets":{"repo":"microsoft/aspire-skills","language":"TypeScript"},"traction":{"github_stars":43,"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/aspire-skills","final_url":"https://github.com/microsoft/aspire-skills","title":"microsoft/aspire-skills repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:13.814308+00:00","bytes":11469,"raw_path":"fb075a4c1a96e80e262fd3e825e1efb5bd620601ff9b5bb2c17da9bbd788ef1d.json","content_hash":"d56f5353b62e8aa3b71d6650e6ed905f395b414e099e465ecdd189286bee8e6d","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/aspire-skills Description: Official Aspire skills and plugins for AI coding agents to initialize, wire, orchestrate, monitor, and deploy distributed apps. Language: TypeScript License: MIT Stars: 49 Forks: 2 Open issues: 9 Created: 2026-05-08T16:18:03Z Pushed: 2026-06-09T19:47:04Z Default branch: main Fork: no Archived: no README: Aspire Skills Aspire Skills is a plugin and skill pack for AI coding agents working on Aspire distributed applications. It helps agents recognize Aspire workspaces, use the Aspire CLI correctly, and route common work to focused skills instead of falling back to ad hoc `dotnet`, `curl`, Docker, or shell workflows. What's included | Skill | Purpose | |-------|---------| | `aspire` | Top-level router for Aspire projects | | `aspire-init` | Creates a new Aspire project or adds an Aspire skeleton to an existing repo | | `aspireify` | Wires an AppHost after `aspire init` | | `aspire-orchestration` | Starts, stops, waits for, and manages Aspire resources | | `aspire-deployment` | Publishes, deploys, and tears down Aspire apps | | `aspire-monitoring` | Routes logs, traces, dashboard, telemetry, and diagnostics work | Install Choose the path that..."},"evidence_pages":[{"url":"https://github.com/microsoft/aspire-skills","final_url":"https://github.com/microsoft/aspire-skills","title":"microsoft/aspire-skills repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:13.814308+00:00","bytes":11469,"raw_path":"fb075a4c1a96e80e262fd3e825e1efb5bd620601ff9b5bb2c17da9bbd788ef1d.json","content_hash":"d56f5353b62e8aa3b71d6650e6ed905f395b414e099e465ecdd189286bee8e6d","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/aspire-skills Description: Official Aspire skills and plugins for AI coding agents to initialize, wire, orchestrate, monitor, and deploy distributed apps. Language: TypeScript License: MIT Stars: 49 Forks: 2 Open issues: 9 Created: 2026-05-08T16:18:03Z Pushed: 2026-06-09T19:47:04Z Default branch: main Fork: no Archived: no README: Aspire Skills Aspire Skills is a plugin and skill pack for AI coding agents working on Aspire distributed applications. It helps agents recognize Aspire workspaces, use the Aspire CLI correctly, and route common work to focused skills instead of falling back to ad hoc `dotnet`, `curl`, Docker, or shell workflows. What's included | Skill | Purpose | |-------|---------| | `aspire` | Top-level router for Aspire projects | | `aspire-init` | Creates a new Aspire project or adds an Aspire skeleton to an existing repo | | `aspireify` | Wires an AppHost after `aspire init` | | `aspire-orchestration` | Starts, stops, waits for, and manages Aspire resources | | `aspire-deployment` | Publishes, deploys, and tears down Aspire apps | | `aspire-monitoring` | Routes logs, traces, dashboard, telemetry, and diagnostics work | Install Choose the path that..."}],"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"}]}