{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/vsmarketplace","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/59529192-6e55-4a4f-8305-c17259970f78","json_url":"https://onlylabs.fyi/signals/59529192-6e55-4a4f-8305-c17259970f78/signal.json","generated_at":"2026-06-11T03:55:52.764973+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/59529192-6e55-4a4f-8305-c17259970f78","signal_json":"https://onlylabs.fyi/signals/59529192-6e55-4a4f-8305-c17259970f78/signal.json","source":"https://github.com/microsoft/vsmarketplace","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/vsmarketplace (PowerShell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/vsmarketplace · language PowerShell. 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/vsmarketplace","source_host":"github.com","occurred_at":"2021-02-18T15:38:06+00:00","first_seen_at":"2026-06-06T07:00:06.411378+00:00","date_source":"source","context":"PowerShell"},"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/vsmarketplace","source":"source"},{"label":"Language","value":"PowerShell","source":"source"},{"label":"Stars","value":"187","source":"traction"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"customer","source":"radar"}],"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/vsmarketplace"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:55:52.764973+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":["customer"],"score":14,"reason":"Microsoft has a repo signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/59529192-6e55-4a4f-8305-c17259970f78/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/59529192-6e55-4a4f-8305-c17259970f78/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/vsmarketplace","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/vsmarketplace\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/vsmarketplace","text":"Microsoft published repo microsoft/vsmarketplace."},{"subject":"microsoft/vsmarketplace","predicate":"is classified as","object":"repo signal","text":"microsoft/vsmarketplace is classified as repo signal."},{"subject":"microsoft/vsmarketplace","predicate":"belongs to","object":"repos desk","text":"microsoft/vsmarketplace belongs to repos desk."},{"subject":"microsoft/vsmarketplace","predicate":"has context","object":"PowerShell","text":"microsoft/vsmarketplace has context PowerShell."},{"subject":"microsoft/vsmarketplace","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/vsmarketplace has evidence coverage 1 captured evidence page."},{"subject":"microsoft/vsmarketplace","predicate":"matches data-business lanes","object":"Product and customer","text":"microsoft/vsmarketplace matches data-business lanes Product and customer."},{"subject":"microsoft/vsmarketplace","predicate":"has captured page count","object":"1","text":"microsoft/vsmarketplace has captured page count 1."},{"subject":"microsoft/vsmarketplace","predicate":"has readable page count","object":"1","text":"microsoft/vsmarketplace has readable page count 1."},{"subject":"microsoft/vsmarketplace","predicate":"has related signal count","object":"6","text":"microsoft/vsmarketplace has related signal count 6."},{"subject":"microsoft/vsmarketplace","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/vsmarketplace 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/vsmarketplace","predicate":"has source host","object":"github.com","text":"microsoft/vsmarketplace has source host github.com."},{"subject":"microsoft/vsmarketplace","predicate":"has lab","object":"Microsoft","text":"microsoft/vsmarketplace has lab Microsoft."},{"subject":"microsoft/vsmarketplace","predicate":"has signal desk","object":"repos","text":"microsoft/vsmarketplace has signal desk repos."},{"subject":"microsoft/vsmarketplace","predicate":"has source host","object":"github.com","text":"microsoft/vsmarketplace has source host github.com."},{"subject":"microsoft/vsmarketplace","predicate":"has repository","object":"microsoft/vsmarketplace","text":"microsoft/vsmarketplace has repository microsoft/vsmarketplace."},{"subject":"microsoft/vsmarketplace","predicate":"has language","object":"PowerShell","text":"microsoft/vsmarketplace has language PowerShell."},{"subject":"microsoft/vsmarketplace","predicate":"has stars","object":"187","text":"microsoft/vsmarketplace has stars 187."},{"subject":"microsoft/vsmarketplace","predicate":"has radar lane","object":"Product and customer","text":"microsoft/vsmarketplace has radar lane Product and customer."},{"subject":"microsoft/vsmarketplace","predicate":"has matched term","object":"customer","text":"microsoft/vsmarketplace has matched term customer."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/vsmarketplace (PowerShell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/vsmarketplace · language PowerShell. 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/vsmarketplace","text":"Microsoft published repo microsoft/vsmarketplace."},{"subject":"microsoft/vsmarketplace","predicate":"is classified as","object":"repo signal","text":"microsoft/vsmarketplace is classified as repo signal."},{"subject":"microsoft/vsmarketplace","predicate":"belongs to","object":"repos desk","text":"microsoft/vsmarketplace belongs to repos desk."},{"subject":"microsoft/vsmarketplace","predicate":"has context","object":"PowerShell","text":"microsoft/vsmarketplace has context PowerShell."},{"subject":"microsoft/vsmarketplace","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/vsmarketplace has evidence coverage 1 captured evidence page."},{"subject":"microsoft/vsmarketplace","predicate":"matches data-business lanes","object":"Product and customer","text":"microsoft/vsmarketplace matches data-business lanes Product and customer."}]},"signal":{"id":"59529192-6e55-4a4f-8305-c17259970f78","url":"https://onlylabs.fyi/signals/59529192-6e55-4a4f-8305-c17259970f78","json_url":"https://onlylabs.fyi/signals/59529192-6e55-4a4f-8305-c17259970f78/signal.json","source_url":"https://github.com/microsoft/vsmarketplace","title":"microsoft/vsmarketplace","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"PowerShell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2021-02-18T15:38:06+00:00","first_seen_at":"2026-06-06T07:00:06.411378+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/vsmarketplace"]},"facets":{"repo":"microsoft/vsmarketplace","language":"PowerShell"},"traction":{"github_stars":187,"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":["customer"],"reason":"Microsoft has a repo signal matching product and customer."}},"primary_evidence_page":{"url":"https://github.com/microsoft/vsmarketplace","final_url":"https://github.com/microsoft/vsmarketplace","title":"microsoft/vsmarketplace repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:55:52.764973+00:00","bytes":9313,"raw_path":"7200f6ff697f1901efb15b88bc1e2c05a16dd4183fb1453e302661a4d528378f.json","content_hash":"d6c5fa28af19adc8eb16edcdc45c2f7103d38ddb18c7d2fdc595da96bfa61c3f","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/vsmarketplace Description: Customer feedback and issue tracker repository for Visual Studio Marketplace Language: PowerShell License: MIT Stars: 187 Forks: 36 Open issues: 140 Created: 2021-02-18T15:38:06Z Pushed: 2026-06-11T03:21:17Z Default branch: main Fork: no Archived: no README: Visual Studio Marketplace Feedback Channel Welcome to the [Microsoft Visual Studio Marketplace](https://marketplace.visualstudio.com/) repository! It is managed by our engineering and product team. Our entire team believes in representing your needs inside our engineering group and we appreciate the time you take to share them with us. Rest assured that our team of dedicated people read and discuss your feedback! Marketplace publishes extensions for the Visual Studio family of products - Visual Studio, Visual Studio Code and Azure DevOps. Have opinions about how Marketplace works? Here’s how to get your voice heard: 1. VOTE (👍) for existing issue (this will also subscribe you to the idea’s status updates) 2. [SUBMIT](https://github.com/microsoft/vsmarketplace/issues/new/choose) new ideas or bugs (Please include only one suggestion per post. Duplicates are merged together.) 3. 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It is managed by our engineering and product team. Our entire team believes in representing your needs inside our engineering group and we appreciate the time you take to share them with us. Rest assured that our team of dedicated people read and discuss your feedback! Marketplace publishes extensions for the Visual Studio family of products - Visual Studio, Visual Studio Code and Azure DevOps. Have opinions about how Marketplace works? Here’s how to get your voice heard: 1. VOTE (👍) for existing issue (this will also subscribe you to the idea’s status updates) 2. [SUBMIT](https://github.com/microsoft/vsmarketplace/issues/new/choose) new ideas or bugs (Please include only one suggestion per post. Duplicates are merged together.) 3. COMMENT in..."}],"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"}]}