{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/gctoolkit gctoolkit-3.1.2","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/5bf96948-cb56-415e-9dab-507a7f999adf","json_url":"https://onlylabs.fyi/signals/5bf96948-cb56-415e-9dab-507a7f999adf/signal.json","generated_at":"2026-06-11T03:37:09.381309+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/5bf96948-cb56-415e-9dab-507a7f999adf","signal_json":"https://onlylabs.fyi/signals/5bf96948-cb56-415e-9dab-507a7f999adf/signal.json","source":"https://github.com/microsoft/gctoolkit/releases/tag/gctoolkit-3.1.2","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/gctoolkit gctoolkit-3.1.2 (microsoft/gctoolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine release of an existing tool · Release gctoolkit-3.1.2 Repository: microsoft/gctoolkit Tag: gctoolkit-3.1.2 Published: 2024-12-05T19:55:14Z Prerelease: no Release notes: Changelog Contributors We'd.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/microsoft/gctoolkit/releases/tag/gctoolkit-3.1.2","source_host":"github.com","occurred_at":"2024-12-05T19:55:14+00:00","first_seen_at":"2026-06-06T07:00:06.411378+00:00","date_source":"source","context":"microsoft/gctoolkit"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/gctoolkit","source":"source"},{"label":"Release","value":"Release gctoolkit-3.1.2","source":"source"},{"label":"Notability","value":"Routine release of an existing tool","source":"signal"}],"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/gctoolkit/releases/tag/gctoolkit-3.1.2"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:37:09.381309+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5bf96948-cb56-415e-9dab-507a7f999adf/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":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/5bf96948-cb56-415e-9dab-507a7f999adf/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/gctoolkit/releases/tag/gctoolkit-3.1.2","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":"https://onlylabs.fyi/topics/releases/signals.json","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 release signal \"microsoft/gctoolkit gctoolkit-3.1.2\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/gctoolkit gctoolkit-3.1.2","text":"Microsoft released microsoft/gctoolkit gctoolkit-3.1.2."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"is classified as","object":"release signal","text":"microsoft/gctoolkit gctoolkit-3.1.2 is classified as release signal."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"belongs to","object":"releases desk","text":"microsoft/gctoolkit gctoolkit-3.1.2 belongs to releases desk."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has context","object":"microsoft/gctoolkit","text":"microsoft/gctoolkit gctoolkit-3.1.2 has context microsoft/gctoolkit."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/gctoolkit gctoolkit-3.1.2 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has captured page count","object":"1","text":"microsoft/gctoolkit gctoolkit-3.1.2 has captured page count 1."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has readable page count","object":"1","text":"microsoft/gctoolkit gctoolkit-3.1.2 has readable page count 1."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has related signal count","object":"6","text":"microsoft/gctoolkit gctoolkit-3.1.2 has related signal count 6."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"microsoft/gctoolkit gctoolkit-3.1.2 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has source host","object":"github.com","text":"microsoft/gctoolkit gctoolkit-3.1.2 has source host github.com."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has lab","object":"Microsoft","text":"microsoft/gctoolkit gctoolkit-3.1.2 has lab Microsoft."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has signal desk","object":"releases","text":"microsoft/gctoolkit gctoolkit-3.1.2 has signal desk releases."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has source host","object":"github.com","text":"microsoft/gctoolkit gctoolkit-3.1.2 has source host github.com."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has repository","object":"microsoft/gctoolkit","text":"microsoft/gctoolkit gctoolkit-3.1.2 has repository microsoft/gctoolkit."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has release","object":"Release gctoolkit-3.1.2","text":"microsoft/gctoolkit gctoolkit-3.1.2 has release Release gctoolkit-3.1.2."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has notability","object":"Routine release of an existing tool","text":"microsoft/gctoolkit gctoolkit-3.1.2 has notability Routine release of an existing tool."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/gctoolkit gctoolkit-3.1.2 (microsoft/gctoolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine release of an existing tool · Release gctoolkit-3.1.2 Repository: microsoft/gctoolkit Tag: gctoolkit-3.1.2 Published: 2024-12-05T19:55:14Z Prerelease: no Release notes: Changelog Contributors We'd.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/gctoolkit gctoolkit-3.1.2","text":"Microsoft released microsoft/gctoolkit gctoolkit-3.1.2."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"is classified as","object":"release signal","text":"microsoft/gctoolkit gctoolkit-3.1.2 is classified as release signal."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"belongs to","object":"releases desk","text":"microsoft/gctoolkit gctoolkit-3.1.2 belongs to releases desk."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has context","object":"microsoft/gctoolkit","text":"microsoft/gctoolkit gctoolkit-3.1.2 has context microsoft/gctoolkit."},{"subject":"microsoft/gctoolkit gctoolkit-3.1.2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/gctoolkit gctoolkit-3.1.2 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5bf96948-cb56-415e-9dab-507a7f999adf","url":"https://onlylabs.fyi/signals/5bf96948-cb56-415e-9dab-507a7f999adf","json_url":"https://onlylabs.fyi/signals/5bf96948-cb56-415e-9dab-507a7f999adf/signal.json","source_url":"https://github.com/microsoft/gctoolkit/releases/tag/gctoolkit-3.1.2","title":"microsoft/gctoolkit gctoolkit-3.1.2","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/gctoolkit","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2024-12-05T19:55:14+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/gctoolkit/releases/tag/gctoolkit-3.1.2"]},"facets":{"repo":"microsoft/gctoolkit"},"traction":{"github_stars":null,"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/gctoolkit/releases/tag/gctoolkit-3.1.2","final_url":"https://github.com/microsoft/gctoolkit/releases/tag/gctoolkit-3.1.2","title":"microsoft/gctoolkit gctoolkit-3.1.2","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:37:09.381309+00:00","bytes":2330,"raw_path":"9dd385791a712157f797d2370531efb45080bf736e6255fcaacfc6c699e4c479.json","content_hash":"3c6a53bc07aa3b48aea1236ea4c522c5fbf8dc03b54d7be67677197fe0eb740e","excerpt_chars":1200,"truncated":false,"excerpt":"Release gctoolkit-3.1.2 Repository: microsoft/gctoolkit Tag: gctoolkit-3.1.2 Published: 2024-12-05T19:55:14Z Prerelease: no Release notes: Changelog Contributors We'd like to thank the following people for their contributions: - David Grieve"},"evidence_pages":[{"url":"https://github.com/microsoft/gctoolkit/releases/tag/gctoolkit-3.1.2","final_url":"https://github.com/microsoft/gctoolkit/releases/tag/gctoolkit-3.1.2","title":"microsoft/gctoolkit gctoolkit-3.1.2","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:37:09.381309+00:00","bytes":2330,"raw_path":"9dd385791a712157f797d2370531efb45080bf736e6255fcaacfc6c699e4c479.json","content_hash":"3c6a53bc07aa3b48aea1236ea4c522c5fbf8dc03b54d7be67677197fe0eb740e","excerpt_chars":1200,"truncated":false,"excerpt":"Release gctoolkit-3.1.2 Repository: microsoft/gctoolkit Tag: gctoolkit-3.1.2 Published: 2024-12-05T19:55:14Z Prerelease: no Release notes: Changelog Contributors We'd like to thank the following people for their contributions: - David Grieve"}],"related_signals":[{"id":"432f6193-5e4c-4f16-bbe0-6a87ef01916f","url":"https://onlylabs.fyi/signals/432f6193-5e4c-4f16-bbe0-6a87ef01916f","source_url":"https://github.com/microsoft/accessibility-insights-web/releases/tag/web%402.47.0","title":"microsoft/accessibility-insights-web web@2.47.0","context":"microsoft/accessibility-insights-web","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:37:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"afc38512-1630-4041-9fb3-39414d8d2b0a","url":"https://onlylabs.fyi/signals/afc38512-1630-4041-9fb3-39414d8d2b0a","source_url":"https://github.com/microsoft/content-processing-solution-accelerator/releases/tag/v2.1.1","title":"microsoft/content-processing-solution-accelerator v2.1.1","context":"microsoft/content-processing-solution-accelerator","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:06:46+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"5271de48-ab99-4310-8d2c-174188866071","url":"https://onlylabs.fyi/signals/5271de48-ab99-4310-8d2c-174188866071","source_url":"https://github.com/microsoft/CsWin32/releases/tag/v0.3.287","title":"microsoft/CsWin32 v0.3.287","context":"microsoft/CsWin32","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T04:22:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"6adcd577-5563-4fd8-85dd-268919492cf0","url":"https://onlylabs.fyi/signals/6adcd577-5563-4fd8-85dd-268919492cf0","source_url":"https://github.com/microsoft/sqltoolsservice/releases/tag/6.0.20260610.1","title":"microsoft/sqltoolsservice 6.0.20260610.1","context":"microsoft/sqltoolsservice","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T23:57:44+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"7557f4d3-5544-422b-b39d-1e668cb0dfa5","url":"https://onlylabs.fyi/signals/7557f4d3-5544-422b-b39d-1e668cb0dfa5","source_url":"https://github.com/microsoft/agent-framework/releases/tag/dotnet-1.10.0","title":"microsoft/agent-framework dotnet-1.10.0","context":"microsoft/agent-framework","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:50:17+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"e18f0e7d-b1df-421e-a845-19cad8151a11","url":"https://onlylabs.fyi/signals/e18f0e7d-b1df-421e-a845-19cad8151a11","source_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.13.1","title":"microsoft/ai4s-jobq v3.13.1","context":"microsoft/ai4s-jobq","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:19:31+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"}]}