{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/CCF","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/73dca88d-127d-471c-b881-ea52c9cfc292","json_url":"https://onlylabs.fyi/signals/73dca88d-127d-471c-b881-ea52c9cfc292/signal.json","generated_at":"2026-06-11T03:13:23.510819+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/73dca88d-127d-471c-b881-ea52c9cfc292","signal_json":"https://onlylabs.fyi/signals/73dca88d-127d-471c-b881-ea52c9cfc292/signal.json","source":"https://github.com/microsoft/CCF","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/CCF (C++). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/CCF · language C++. 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/CCF","source_host":"github.com","occurred_at":"2019-04-08T09:13:04+00:00","first_seen_at":"2026-06-10T07:01:24.979549+00:00","date_source":"source","context":"C++"},"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/CCF","source":"source"},{"label":"Language","value":"C++","source":"source"},{"label":"Stars","value":"865","source":"traction"},{"label":"Watch term","value":"Agents and tool 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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/73dca88d-127d-471c-b881-ea52c9cfc292/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/CCF","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/CCF\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CCF","text":"Microsoft published repo microsoft/CCF."},{"subject":"microsoft/CCF","predicate":"is classified as","object":"repo signal","text":"microsoft/CCF is classified as repo signal."},{"subject":"microsoft/CCF","predicate":"belongs to","object":"repos desk","text":"microsoft/CCF belongs to repos desk."},{"subject":"microsoft/CCF","predicate":"has context","object":"C++","text":"microsoft/CCF has context C++."},{"subject":"microsoft/CCF","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CCF has evidence coverage 1 captured evidence page."},{"subject":"microsoft/CCF","predicate":"has captured page count","object":"1","text":"microsoft/CCF has captured page count 1."},{"subject":"microsoft/CCF","predicate":"has readable page count","object":"1","text":"microsoft/CCF has readable page count 1."},{"subject":"microsoft/CCF","predicate":"has related signal count","object":"6","text":"microsoft/CCF has related signal count 6."},{"subject":"microsoft/CCF","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/CCF 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/CCF","predicate":"has source host","object":"github.com","text":"microsoft/CCF has source host github.com."},{"subject":"microsoft/CCF","predicate":"has lab","object":"Microsoft","text":"microsoft/CCF has lab Microsoft."},{"subject":"microsoft/CCF","predicate":"has signal desk","object":"repos","text":"microsoft/CCF has signal desk repos."},{"subject":"microsoft/CCF","predicate":"has source host","object":"github.com","text":"microsoft/CCF has source host github.com."},{"subject":"microsoft/CCF","predicate":"has repository","object":"microsoft/CCF","text":"microsoft/CCF has repository microsoft/CCF."},{"subject":"microsoft/CCF","predicate":"has language","object":"C++","text":"microsoft/CCF has language C++."},{"subject":"microsoft/CCF","predicate":"has stars","object":"865","text":"microsoft/CCF has stars 865."},{"subject":"microsoft/CCF","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/CCF has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/CCF (C++). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/CCF · language C++. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/CCF","text":"Microsoft published repo microsoft/CCF."},{"subject":"microsoft/CCF","predicate":"is classified as","object":"repo signal","text":"microsoft/CCF is classified as repo signal."},{"subject":"microsoft/CCF","predicate":"belongs to","object":"repos desk","text":"microsoft/CCF belongs to repos desk."},{"subject":"microsoft/CCF","predicate":"has context","object":"C++","text":"microsoft/CCF has context C++."},{"subject":"microsoft/CCF","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/CCF has evidence coverage 1 captured evidence page."}]},"signal":{"id":"73dca88d-127d-471c-b881-ea52c9cfc292","url":"https://onlylabs.fyi/signals/73dca88d-127d-471c-b881-ea52c9cfc292","json_url":"https://onlylabs.fyi/signals/73dca88d-127d-471c-b881-ea52c9cfc292/signal.json","source_url":"https://github.com/microsoft/CCF","title":"microsoft/CCF","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"C++","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2019-04-08T09:13:04+00:00","first_seen_at":"2026-06-10T07:01:24.979549+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/CCF"]},"facets":{"repo":"microsoft/CCF","language":"C++"},"traction":{"github_stars":865,"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/CCF","final_url":"https://github.com/microsoft/CCF","title":"microsoft/CCF repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:23.510819+00:00","bytes":9999,"raw_path":"31c0382907962fa45bed39175c40997ed1414c5208ba407199a88477a684cb20.json","content_hash":"cabf804c5f4d9e5159e68a0faa713386fb3ed5fed059d076f1b6a8d0cdaca8a0","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/CCF Description: Confidential Consortium Framework Language: C++ License: Apache-2.0 Stars: 865 Forks: 253 Open issues: 105 Created: 2019-04-08T09:13:04Z Pushed: 2026-06-10T21:20:45Z Default branch: main Fork: no Archived: no README: The Confidential Consortium Framework [![CI](https://github.com/microsoft/CCF/actions/workflows/ci.yml/badge.svg)](https://github.com/microsoft/CCF/actions/workflows/ci.yml) [![OpenSSF Best Practices](https://www.bestpractices.dev/projects/7808/badge)](https://www.bestpractices.dev/projects/7808) The Confidential Consortium Framework (CCF) is an open-source framework for building a new category of secure, highly available, and performant applications that focus on multi-party compute and data.

\"ccf\"

Get Started with CCF - Read the [CCF overview](https://microsoft.github.io/CCF/main/overview/index.html) and become familiar with the [core concepts](https://microsoft.github.io/CCF/main/overview/what_is_ccf.html) - [Install](https://microsoft.github.io/CCF/main/build_apps/install_bin.html) CCF on Linux - Become familiar with the CCF core developer API with the..."},"evidence_pages":[{"url":"https://github.com/microsoft/CCF","final_url":"https://github.com/microsoft/CCF","title":"microsoft/CCF repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:23.510819+00:00","bytes":9999,"raw_path":"31c0382907962fa45bed39175c40997ed1414c5208ba407199a88477a684cb20.json","content_hash":"cabf804c5f4d9e5159e68a0faa713386fb3ed5fed059d076f1b6a8d0cdaca8a0","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/CCF Description: Confidential Consortium Framework Language: C++ License: Apache-2.0 Stars: 865 Forks: 253 Open issues: 105 Created: 2019-04-08T09:13:04Z Pushed: 2026-06-10T21:20:45Z Default branch: main Fork: no Archived: no README: The Confidential Consortium Framework [![CI](https://github.com/microsoft/CCF/actions/workflows/ci.yml/badge.svg)](https://github.com/microsoft/CCF/actions/workflows/ci.yml) [![OpenSSF Best Practices](https://www.bestpractices.dev/projects/7808/badge)](https://www.bestpractices.dev/projects/7808) The Confidential Consortium Framework (CCF) is an open-source framework for building a new category of secure, highly available, and performant applications that focus on multi-party compute and data.

\"ccf\"

Get Started with CCF - Read the [CCF overview](https://microsoft.github.io/CCF/main/overview/index.html) and become familiar with the [core concepts](https://microsoft.github.io/CCF/main/overview/what_is_ccf.html) - [Install](https://microsoft.github.io/CCF/main/build_apps/install_bin.html) CCF on Linux - Become familiar with the CCF core developer API with the..."}],"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"}]}