{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/finops-toolkit v13","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/62c7c064-19f3-4034-b683-39ef717223f6","json_url":"https://onlylabs.fyi/signals/62c7c064-19f3-4034-b683-39ef717223f6/signal.json","generated_at":"2026-06-27T00:54:36.524Z","evidence_latest_fetched_at":"2026-06-17T07:02:50.905462+00:00","signal_first_seen_at":"2026-06-17T07:01:25.504128+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/62c7c064-19f3-4034-b683-39ef717223f6","signal_json":"https://onlylabs.fyi/signals/62c7c064-19f3-4034-b683-39ef717223f6/signal.json","source":"https://github.com/microsoft/finops-toolkit/releases/tag/v13","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/finops-toolkit v13 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine toolkit version update. · Jan 2026 (v13) Repository: microsoft/finops-toolkit Tag: v13 Published: 2026-01-31T22:16:49Z Prerelease: no Release notes: 🆕 New in January 2026 - 📗 [Implementing.... 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/finops-toolkit/releases/tag/v13","source_host":"github.com","occurred_at":"2026-01-31T22:16:49+00:00","first_seen_at":"2026-06-17T07:01:25.504128+00:00","date_source":"source","context":"microsoft/finops-toolkit"},"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/finops-toolkit","source":"source"},{"label":"Release","value":"Jan 2026 (v13)","source":"source"},{"label":"Notability","value":"Routine toolkit version update.","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/finops-toolkit/releases/tag/v13"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-17T07:02:50.905462+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/62c7c064-19f3-4034-b683-39ef717223f6/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/62c7c064-19f3-4034-b683-39ef717223f6/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/finops-toolkit/releases/tag/v13","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/finops-toolkit v13\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v13","text":"Microsoft released microsoft/finops-toolkit v13."},{"subject":"microsoft/finops-toolkit v13","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v13 is classified as release signal."},{"subject":"microsoft/finops-toolkit v13","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v13 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v13","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v13 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v13","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v13 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/finops-toolkit v13","predicate":"has captured page count","object":"1","text":"microsoft/finops-toolkit v13 has captured page count 1."},{"subject":"microsoft/finops-toolkit v13","predicate":"has readable page count","object":"1","text":"microsoft/finops-toolkit v13 has readable page count 1."},{"subject":"microsoft/finops-toolkit v13","predicate":"has related signal count","object":"6","text":"microsoft/finops-toolkit v13 has related signal count 6."},{"subject":"microsoft/finops-toolkit v13","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/finops-toolkit v13 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/finops-toolkit v13","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v13 has source host github.com."},{"subject":"microsoft/finops-toolkit v13","predicate":"has lab","object":"Microsoft","text":"microsoft/finops-toolkit v13 has lab Microsoft."},{"subject":"microsoft/finops-toolkit v13","predicate":"has signal desk","object":"releases","text":"microsoft/finops-toolkit v13 has signal desk releases."},{"subject":"microsoft/finops-toolkit v13","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v13 has source host github.com."},{"subject":"microsoft/finops-toolkit v13","predicate":"has repository","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v13 has repository microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v13","predicate":"has release","object":"Jan 2026 (v13)","text":"microsoft/finops-toolkit v13 has release Jan 2026 (v13)."},{"subject":"microsoft/finops-toolkit v13","predicate":"has notability","object":"Routine toolkit version update.","text":"microsoft/finops-toolkit v13 has notability Routine toolkit version update.."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/finops-toolkit v13 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine toolkit version update. · Jan 2026 (v13) Repository: microsoft/finops-toolkit Tag: v13 Published: 2026-01-31T22:16:49Z Prerelease: no Release notes: 🆕 New in January 2026 - 📗 [Implementing.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v13","text":"Microsoft released microsoft/finops-toolkit v13."},{"subject":"microsoft/finops-toolkit v13","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v13 is classified as release signal."},{"subject":"microsoft/finops-toolkit v13","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v13 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v13","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v13 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v13","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v13 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"62c7c064-19f3-4034-b683-39ef717223f6","url":"https://onlylabs.fyi/signals/62c7c064-19f3-4034-b683-39ef717223f6","json_url":"https://onlylabs.fyi/signals/62c7c064-19f3-4034-b683-39ef717223f6/signal.json","source_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v13","title":"microsoft/finops-toolkit v13","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/finops-toolkit","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-01-31T22:16:49+00:00","first_seen_at":"2026-06-17T07:01:25.504128+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/finops-toolkit/releases/tag/v13"]},"facets":{"repo":"microsoft/finops-toolkit"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/finops-toolkit/releases/tag/v13","final_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v13","title":"microsoft/finops-toolkit v13","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-17T07:02:50.905462+00:00","bytes":46243,"raw_path":"6fdfb0d965b6e137da6cb9fd400d2a047165b41da64565fed2d84d223b7ded08.json","content_hash":"0bee47f255cb9bfba6caa25ef0abc55d6ec053678b640c4e2e927eae65e35653","excerpt_chars":1200,"truncated":true,"excerpt":"Jan 2026 (v13) Repository: microsoft/finops-toolkit Tag: v13 Published: 2026-01-31T22:16:49Z Prerelease: no Release notes: 🆕 New in January 2026 - 📗 [Implementing FinOps guide](https://aka.ms/ftk/guide) added Data Lake Storage connectivity documentation, more columns to the FOCUS converter docs, and expanded scenarios in the troubleshooting guide. - 🏦 [FinOps hubs](https://aka.ms/finops/hubs) added optional Key Vault purge protection support, improved trigger management, and documentation for removing private networking. - 🖥️ [FinOps toolkit PowerShell commands](https://aka.ms/ftk/ps) added `-Format` and `-CompressionMode` parameters to support Parquet format and gzip/snappy compression for Cost Management exports. ℹ️ Updated - 📗 [Implementing FinOps guide](https://aka.ms/ftk/guide) updated FOCUS converter documentation for newly added fields in FOCUS 1.2-preview. - 🏦 [FinOps hubs](https://aka.ms/finops/hubs) reorganized Bicep modules into separate apps, changed User Access Administrator role to RBAC Administrator, and various small fixes and improvements. - 📊 [Power BI reports](https://aka.ms/ftk/pbi) added export requirements sections to all report documentation pages and..."},"evidence_pages":[],"related_signals":[{"id":"7edfdc1b-a871-4f13-bf42-757866d037e7","url":"https://onlylabs.fyi/signals/7edfdc1b-a871-4f13-bf42-757866d037e7","source_url":"https://github.com/microsoft/azure-linux-image-tools/releases/tag/v1.5.0","title":"microsoft/azure-linux-image-tools v1.5.0","context":"microsoft/azure-linux-image-tools","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:29:28+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"fa8f6ee5-0f3e-49dd-83b0-0217648c771e","url":"https://onlylabs.fyi/signals/fa8f6ee5-0f3e-49dd-83b0-0217648c771e","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/v0.5.0","title":"microsoft/agent-host-protocol v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:23:49+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"9cdbc2e5-de33-4579-ba60-21735ca54836","url":"https://onlylabs.fyi/signals/9cdbc2e5-de33-4579-ba60-21735ca54836","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/clients/go/v0.5.0","title":"microsoft/agent-host-protocol clients/go/v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:23:24+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"7e86312d-15ee-4778-8358-6e39e38e3a14","url":"https://onlylabs.fyi/signals/7e86312d-15ee-4778-8358-6e39e38e3a14","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/spec/v0.5.0","title":"microsoft/agent-host-protocol spec/v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:22:30+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"c211d32e-594f-4498-aa88-35f06c397f59","url":"https://onlylabs.fyi/signals/c211d32e-594f-4498-aa88-35f06c397f59","source_url":"https://github.com/microsoft/project-osmos/releases/tag/v0.4.4","title":"microsoft/project-osmos v0.4.4","context":"microsoft/project-osmos","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T22:48:30+00:00","first_seen_at":"2026-06-26T23:50:36.665541+00:00","date_source":"source"},{"id":"a899db64-6fbb-40d1-b69e-d9ae58843c51","url":"https://onlylabs.fyi/signals/a899db64-6fbb-40d1-b69e-d9ae58843c51","source_url":"https://github.com/microsoft/vcpkg/releases/tag/2026.06.24","title":"microsoft/vcpkg 2026.06.24","context":"microsoft/vcpkg","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T22:24:29+00:00","first_seen_at":"2026-06-26T23:50:36.665541+00:00","date_source":"source"}]}