{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/finops-toolkit v12","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/fee35904-eae2-4175-af08-7a619ef92c6c","json_url":"https://onlylabs.fyi/signals/fee35904-eae2-4175-af08-7a619ef92c6c/signal.json","generated_at":"2026-06-27T00:29:30.206Z","evidence_latest_fetched_at":"2026-06-17T07:02:51.419181+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/fee35904-eae2-4175-af08-7a619ef92c6c","signal_json":"https://onlylabs.fyi/signals/fee35904-eae2-4175-af08-7a619ef92c6c/signal.json","source":"https://github.com/microsoft/finops-toolkit/releases/tag/v12","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 v12 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release of cost management toolkit. · Jul 2025 (v12) Repository: microsoft/finops-toolkit Tag: v12 Published: 2025-07-17T16:36:46Z Prerelease: no Release notes: 🆕 New in July 2025 - 📗 [Implementing FinOps.... 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/v12","source_host":"github.com","occurred_at":"2025-07-17T16:36:46+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":"Jul 2025 (v12)","source":"source"},{"label":"Notability","value":"Routine version release of cost management toolkit.","source":"signal"},{"label":"Watch term","value":"Data 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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/fee35904-eae2-4175-af08-7a619ef92c6c/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/finops-toolkit/releases/tag/v12","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 v12\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v12","text":"Microsoft released microsoft/finops-toolkit v12."},{"subject":"microsoft/finops-toolkit v12","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v12 is classified as release signal."},{"subject":"microsoft/finops-toolkit v12","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v12 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v12","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v12 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v12 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/finops-toolkit v12","predicate":"has captured page count","object":"1","text":"microsoft/finops-toolkit v12 has captured page count 1."},{"subject":"microsoft/finops-toolkit v12","predicate":"has readable page count","object":"1","text":"microsoft/finops-toolkit v12 has readable page count 1."},{"subject":"microsoft/finops-toolkit v12","predicate":"has related signal count","object":"6","text":"microsoft/finops-toolkit v12 has related signal count 6."},{"subject":"microsoft/finops-toolkit v12","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 v12 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 v12","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v12 has source host github.com."},{"subject":"microsoft/finops-toolkit v12","predicate":"has lab","object":"Microsoft","text":"microsoft/finops-toolkit v12 has lab Microsoft."},{"subject":"microsoft/finops-toolkit v12","predicate":"has signal desk","object":"releases","text":"microsoft/finops-toolkit v12 has signal desk releases."},{"subject":"microsoft/finops-toolkit v12","predicate":"has source host","object":"github.com","text":"microsoft/finops-toolkit v12 has source host github.com."},{"subject":"microsoft/finops-toolkit v12","predicate":"has repository","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v12 has repository microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v12","predicate":"has release","object":"Jul 2025 (v12)","text":"microsoft/finops-toolkit v12 has release Jul 2025 (v12)."},{"subject":"microsoft/finops-toolkit v12","predicate":"has notability","object":"Routine version release of cost management toolkit.","text":"microsoft/finops-toolkit v12 has notability Routine version release of cost management toolkit.."},{"subject":"microsoft/finops-toolkit v12","predicate":"has watch term","object":"Data pipeline","text":"microsoft/finops-toolkit v12 has watch term Data pipeline."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/finops-toolkit v12 (microsoft/finops-toolkit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release of cost management toolkit. · Jul 2025 (v12) Repository: microsoft/finops-toolkit Tag: v12 Published: 2025-07-17T16:36:46Z Prerelease: no Release notes: 🆕 New in July 2025 - 📗 [Implementing FinOps.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/finops-toolkit v12","text":"Microsoft released microsoft/finops-toolkit v12."},{"subject":"microsoft/finops-toolkit v12","predicate":"is classified as","object":"release signal","text":"microsoft/finops-toolkit v12 is classified as release signal."},{"subject":"microsoft/finops-toolkit v12","predicate":"belongs to","object":"releases desk","text":"microsoft/finops-toolkit v12 belongs to releases desk."},{"subject":"microsoft/finops-toolkit v12","predicate":"has context","object":"microsoft/finops-toolkit","text":"microsoft/finops-toolkit v12 has context microsoft/finops-toolkit."},{"subject":"microsoft/finops-toolkit v12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/finops-toolkit v12 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"fee35904-eae2-4175-af08-7a619ef92c6c","url":"https://onlylabs.fyi/signals/fee35904-eae2-4175-af08-7a619ef92c6c","json_url":"https://onlylabs.fyi/signals/fee35904-eae2-4175-af08-7a619ef92c6c/signal.json","source_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v12","title":"microsoft/finops-toolkit v12","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":"2025-07-17T16:36:46+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/v12"]},"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/v12","final_url":"https://github.com/microsoft/finops-toolkit/releases/tag/v12","title":"microsoft/finops-toolkit v12","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-17T07:02:51.419181+00:00","bytes":44421,"raw_path":"dbf907154b5587779cb2095c43a582212cf1f2fbbedefa7f03e513f49fa14cd8.json","content_hash":"7a1b4ba3127c9298315e31ecfe1e75f65b024d75bde1fcf71323f85659e67e22","excerpt_chars":1200,"truncated":true,"excerpt":"Jul 2025 (v12) Repository: microsoft/finops-toolkit Tag: v12 Published: 2025-07-17T16:36:46Z Prerelease: no Release notes: 🆕 New in July 2025 - 📗 [Implementing FinOps guide](https://aka.ms/ftk/guide) updated FOCUS documentation to align to the Cost Management FOCUS 1.2-preview dataset. - 🏦 [FinOps hubs](https://aka.ms/finops/hubs) updated to a new v1_2 schema version supporting FOCUS 1.2 and added autostart support. - 📊 [Power BI reports](https://aka.ms/ftk/pbi) added a new executive summary page in the Cost summary report and a Commitment discount overpay page in the Rate optimization report. - 🖥️ [FinOps toolkit PowerShell commands](https://aka.ms/ftk/ps) updated to the latest GA version of the Cost Management export API and added FOCUS 1.2-preview support. ℹ️ Updated - 🏦 [FinOps hubs](https://aka.ms/finops/hubs) made managed exports optional. - 📊 [Power BI reports](https://aka.ms/ftk/pbi) added an invoice ID filter on the MCA invoice recon page in the Invoicing and chargeback report and fixed a version detection bug in the Data ingestion report. - 🔍 [Azure Optimization Engine](https://microsoft.github.io/finops-toolkit/optimization-engine) included small documentation..."},"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"}]}