{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/Agents","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea","json_url":"https://onlylabs.fyi/signals/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea/signal.json","generated_at":"2026-06-11T03:56:36.896707+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/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea","signal_json":"https://onlylabs.fyi/signals/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea/signal.json","source":"https://github.com/microsoft/Agents","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":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/Agents (TypeSpec). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Agents · language TypeSpec · New Microsoft agent framework, solid traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure, Safety and policy in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/Agents","source_host":"github.com","occurred_at":"2024-11-04T18:46:37+00:00","first_seen_at":"2026-06-06T01:49:41.740219+00:00","date_source":"source","context":"TypeSpec"},"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/Agents","source":"source"},{"label":"Language","value":"TypeSpec","source":"source"},{"label":"Stars","value":"946","source":"traction"},{"label":"Notability","value":"New Microsoft agent framework, solid traction.","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"platform","source":"radar"},{"label":"Matched term","value":"trust","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"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/Agents"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:56:36.896707+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}],"matched_terms":["platform","trust"],"score":26,"reason":"Microsoft has a repo signal matching infrastructure, safety and policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea/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: Infrastructure, Safety and policy?","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/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/Agents","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/Agents\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Agents","text":"Microsoft published repo microsoft/Agents."},{"subject":"microsoft/Agents","predicate":"is classified as","object":"repo signal","text":"microsoft/Agents is classified as repo signal."},{"subject":"microsoft/Agents","predicate":"belongs to","object":"repos desk","text":"microsoft/Agents belongs to repos desk."},{"subject":"microsoft/Agents","predicate":"has context","object":"TypeSpec","text":"microsoft/Agents has context TypeSpec."},{"subject":"microsoft/Agents","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Agents has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Agents","predicate":"matches data-business lanes","object":"Infrastructure, Safety and policy","text":"microsoft/Agents matches data-business lanes Infrastructure, Safety and policy."},{"subject":"microsoft/Agents","predicate":"has captured page count","object":"1","text":"microsoft/Agents has captured page count 1."},{"subject":"microsoft/Agents","predicate":"has readable page count","object":"1","text":"microsoft/Agents has readable page count 1."},{"subject":"microsoft/Agents","predicate":"has related signal count","object":"6","text":"microsoft/Agents has related signal count 6."},{"subject":"microsoft/Agents","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/Agents 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/Agents","predicate":"has source host","object":"github.com","text":"microsoft/Agents has source host github.com."},{"subject":"microsoft/Agents","predicate":"has lab","object":"Microsoft","text":"microsoft/Agents has lab Microsoft."},{"subject":"microsoft/Agents","predicate":"has signal desk","object":"repos","text":"microsoft/Agents has signal desk repos."},{"subject":"microsoft/Agents","predicate":"has source host","object":"github.com","text":"microsoft/Agents has source host github.com."},{"subject":"microsoft/Agents","predicate":"has repository","object":"microsoft/Agents","text":"microsoft/Agents has repository microsoft/Agents."},{"subject":"microsoft/Agents","predicate":"has language","object":"TypeSpec","text":"microsoft/Agents has language TypeSpec."},{"subject":"microsoft/Agents","predicate":"has stars","object":"946","text":"microsoft/Agents has stars 946."},{"subject":"microsoft/Agents","predicate":"has notability","object":"New Microsoft agent framework, solid traction.","text":"microsoft/Agents has notability New Microsoft agent framework, solid traction.."},{"subject":"microsoft/Agents","predicate":"has radar lane","object":"Infrastructure","text":"microsoft/Agents has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/Agents (TypeSpec). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Agents · language TypeSpec · New Microsoft agent framework, solid traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure, Safety and policy in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Agents","text":"Microsoft published repo microsoft/Agents."},{"subject":"microsoft/Agents","predicate":"is classified as","object":"repo signal","text":"microsoft/Agents is classified as repo signal."},{"subject":"microsoft/Agents","predicate":"belongs to","object":"repos desk","text":"microsoft/Agents belongs to repos desk."},{"subject":"microsoft/Agents","predicate":"has context","object":"TypeSpec","text":"microsoft/Agents has context TypeSpec."},{"subject":"microsoft/Agents","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Agents has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Agents","predicate":"matches data-business lanes","object":"Infrastructure, Safety and policy","text":"microsoft/Agents matches data-business lanes Infrastructure, Safety and policy."}]},"signal":{"id":"c3f9ef96-8a57-4bf6-8cce-9c36096fdcea","url":"https://onlylabs.fyi/signals/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea","json_url":"https://onlylabs.fyi/signals/c3f9ef96-8a57-4bf6-8cce-9c36096fdcea/signal.json","source_url":"https://github.com/microsoft/Agents","title":"microsoft/Agents","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"TypeSpec","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2024-11-04T18:46:37+00:00","first_seen_at":"2026-06-06T01:49:41.740219+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/Agents"]},"facets":{"repo":"microsoft/Agents","language":"TypeSpec"},"traction":{"github_stars":946,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":26,"matched_terms":["platform","trust"],"reason":"Microsoft has a repo signal matching infrastructure, safety and policy."}},"primary_evidence_page":{"url":"https://github.com/microsoft/Agents","final_url":"https://github.com/microsoft/Agents","title":"microsoft/Agents repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:36.896707+00:00","bytes":16512,"raw_path":"8d6b0bf7f13c5aa4c2dacb0657f95409333080051e4bef4816770cbfe9773de7.json","content_hash":"f4213481bb6aba5e1a62eed9f96207b6c01a2a3c6feb4b2bc1d5f7e4af5bc509","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Agents Description: The Microsoft 365 Agent SDK simplifies building full stack, multichannel, trusted agents for platforms including M365, Teams, Copilot Studio, and Webchat. Language: TypeSpec License: MIT Stars: 955 Forks: 311 Open issues: 129 Created: 2024-11-04T18:46:37Z Pushed: 2026-06-10T17:56:42Z Default branch: main Fork: no Archived: no README: Microsoft 365 Agents SDK With the Microsoft 365 Agents SDK, you can create agents deployable to channels of your choice, such as Microsoft 365 Copilot, Microsoft Teams, Web & Custom Apps and more, with scaffolding to handle the required communication. Developers can use the AI Services of their choice, and make the agents they build available using the channel management capabilities of the SDK. Developers need the flexibility to integrate agents from any provider or technology stack into their enterprise systems. The Agents SDK simplifies the implementation of agentic patterns using the AI of their choice, allowing them to select one or more services, models, or agents to meet their specific requirements. Use the Agents SDK to: - Quickly build an agent 'container' with state, storage, and the ability to manage activities..."},"evidence_pages":[{"url":"https://github.com/microsoft/Agents","final_url":"https://github.com/microsoft/Agents","title":"microsoft/Agents repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:36.896707+00:00","bytes":16512,"raw_path":"8d6b0bf7f13c5aa4c2dacb0657f95409333080051e4bef4816770cbfe9773de7.json","content_hash":"f4213481bb6aba5e1a62eed9f96207b6c01a2a3c6feb4b2bc1d5f7e4af5bc509","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Agents Description: The Microsoft 365 Agent SDK simplifies building full stack, multichannel, trusted agents for platforms including M365, Teams, Copilot Studio, and Webchat. Language: TypeSpec License: MIT Stars: 955 Forks: 311 Open issues: 129 Created: 2024-11-04T18:46:37Z Pushed: 2026-06-10T17:56:42Z Default branch: main Fork: no Archived: no README: Microsoft 365 Agents SDK With the Microsoft 365 Agents SDK, you can create agents deployable to channels of your choice, such as Microsoft 365 Copilot, Microsoft Teams, Web & Custom Apps and more, with scaffolding to handle the required communication. Developers can use the AI Services of their choice, and make the agents they build available using the channel management capabilities of the SDK. Developers need the flexibility to integrate agents from any provider or technology stack into their enterprise systems. The Agents SDK simplifies the implementation of agentic patterns using the AI of their choice, allowing them to select one or more services, models, or agents to meet their specific requirements. Use the Agents SDK to: - Quickly build an agent 'container' with state, storage, and the ability to manage activities..."}],"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"}]}