{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/Snapfeed","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/caf25db2-dc3d-44c4-a8d5-94d90190c6c6","json_url":"https://onlylabs.fyi/signals/caf25db2-dc3d-44c4-a8d5-94d90190c6c6/signal.json","generated_at":"2026-06-27T00:34:12.986Z","evidence_latest_fetched_at":"2026-06-20T07:04:43.530338+00:00","signal_first_seen_at":"2026-06-20T07:00:30.944907+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/caf25db2-dc3d-44c4-a8d5-94d90190c6c6","signal_json":"https://onlylabs.fyi/signals/caf25db2-dc3d-44c4-a8d5-94d90190c6c6/signal.json","source":"https://github.com/microsoft/Snapfeed","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/Snapfeed (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Snapfeed · language TypeScript · Microsoft's news recommendation model. 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/Snapfeed","source_host":"github.com","occurred_at":"2026-03-19T17:35:47+00:00","first_seen_at":"2026-06-20T07:00:30.944907+00:00","date_source":"source","context":"TypeScript"},"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/Snapfeed","source":"source"},{"label":"Language","value":"TypeScript","source":"source"},{"label":"Stars","value":"11","source":"traction"},{"label":"Context","value":"Microsoft's news recommendation model","source":"signal"},{"label":"Notability","value":"Low traction (11 stars) suggesting routine 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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?","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/caf25db2-dc3d-44c4-a8d5-94d90190c6c6/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/Snapfeed","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/Snapfeed\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Snapfeed","text":"Microsoft published repo microsoft/Snapfeed."},{"subject":"microsoft/Snapfeed","predicate":"is classified as","object":"repo signal","text":"microsoft/Snapfeed is classified as repo signal."},{"subject":"microsoft/Snapfeed","predicate":"belongs to","object":"repos desk","text":"microsoft/Snapfeed belongs to repos desk."},{"subject":"microsoft/Snapfeed","predicate":"has context","object":"TypeScript","text":"microsoft/Snapfeed has context TypeScript."},{"subject":"microsoft/Snapfeed","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Snapfeed has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Snapfeed","predicate":"has captured page count","object":"1","text":"microsoft/Snapfeed has captured page count 1."},{"subject":"microsoft/Snapfeed","predicate":"has readable page count","object":"1","text":"microsoft/Snapfeed has readable page count 1."},{"subject":"microsoft/Snapfeed","predicate":"has related signal count","object":"6","text":"microsoft/Snapfeed has related signal count 6."},{"subject":"microsoft/Snapfeed","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/Snapfeed 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/Snapfeed","predicate":"has source host","object":"github.com","text":"microsoft/Snapfeed has source host github.com."},{"subject":"microsoft/Snapfeed","predicate":"has lab","object":"Microsoft","text":"microsoft/Snapfeed has lab 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repo.","text":"microsoft/Snapfeed has notability Low traction (11 stars) suggesting routine repo.."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/Snapfeed (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Snapfeed · language TypeScript · Microsoft's news recommendation model. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Snapfeed","text":"Microsoft published repo microsoft/Snapfeed."},{"subject":"microsoft/Snapfeed","predicate":"is classified as","object":"repo signal","text":"microsoft/Snapfeed is classified as repo signal."},{"subject":"microsoft/Snapfeed","predicate":"belongs to","object":"repos desk","text":"microsoft/Snapfeed belongs to repos desk."},{"subject":"microsoft/Snapfeed","predicate":"has context","object":"TypeScript","text":"microsoft/Snapfeed has context TypeScript."},{"subject":"microsoft/Snapfeed","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Snapfeed has evidence coverage 1 captured evidence page."}]},"signal":{"id":"caf25db2-dc3d-44c4-a8d5-94d90190c6c6","url":"https://onlylabs.fyi/signals/caf25db2-dc3d-44c4-a8d5-94d90190c6c6","json_url":"https://onlylabs.fyi/signals/caf25db2-dc3d-44c4-a8d5-94d90190c6c6/signal.json","source_url":"https://github.com/microsoft/Snapfeed","title":"microsoft/Snapfeed","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-03-19T17:35:47+00:00","first_seen_at":"2026-06-20T07:00:30.944907+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/Snapfeed"]},"facets":{"repo":"microsoft/Snapfeed","language":"TypeScript"},"traction":{"github_stars":11,"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/Snapfeed","final_url":"https://github.com/microsoft/Snapfeed","title":"microsoft/Snapfeed repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-20T07:04:43.530338+00:00","bytes":21472,"raw_path":"507f7e1c63bf34b0c72ce3dda24cd702cb9b9d5460e630a38c9058b48fd7982f.json","content_hash":"dc90e1830c917dd235899605973f5402e3cb1f5bce0ab8cdfd44f7e27d790bad","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Snapfeed Description: Web UX snapshot and feedback loop for agentic development Language: TypeScript License: MIT Stars: 11 Forks: 1 Open issues: 14 Created: 2026-03-19T17:35:47Z Pushed: 2026-06-20T03:36:14Z Default branch: main Fork: no Archived: no README: --- Why Snapfeed? AI agents can write UI code, but they can't _see_ the result. Snapfeed gives them eyes. Drop one line into your app and every interaction — clicks, navigation, errors, and annotated screenshots — flows into a structured telemetry feed that an agent (or a human) can query. Use Case 1 — Agentic Dev Loop The agent writes code. You test. When something's off, **Cmd+Click** anywhere to capture an annotated screenshot with full page context. The agent reads the feedback, fixes the code, and you test again. ```mermaid graph LR A[\"Agent\\nwrites code\"] --> B[\"Your UI\\n(with snapfeed)\"] B --> C[\"You test it\\nCmd+Click feedback\"] C --> D[\"Agent\\nreads feedback\"] D -- \"fixes & iterates\" --> A ``` Use Case 2 — User → Queue → Agent Ship snapfeed in your production app. Real users submit annotated screenshots and text feedback. Feedback accumulates in a queue. An agent — or your dev team — triages and acts on it...."},"evidence_pages":[],"related_signals":[{"id":"6ae6413d-d27f-4b6c-8c34-260526c5ad4a","url":"https://onlylabs.fyi/signals/6ae6413d-d27f-4b6c-8c34-260526c5ad4a","source_url":"https://github.com/microsoft/Agentic-Shiksha","title":"microsoft/Agentic-Shiksha","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T06:44:56+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"fa96889d-12d2-430e-9871-9405d53d73bd","url":"https://onlylabs.fyi/signals/fa96889d-12d2-430e-9871-9405d53d73bd","source_url":"https://github.com/microsoft/XBOX-Game-Development-Documentation","title":"microsoft/XBOX-Game-Development-Documentation","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T01:33:33+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"234643d2-74f7-4307-8794-f6e80fec2878","url":"https://onlylabs.fyi/signals/234643d2-74f7-4307-8794-f6e80fec2878","source_url":"https://github.com/microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","title":"microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:50:36+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"ac8e1b0a-9de4-4215-b6e6-d443de8b7710","url":"https://onlylabs.fyi/signals/ac8e1b0a-9de4-4215-b6e6-d443de8b7710","source_url":"https://github.com/microsoft/TechLab-Module-19-Defender-for-Storage","title":"microsoft/TechLab-Module-19-Defender-for-Storage","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:41:12+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"74d1798f-3e3a-4dbb-b4a3-5492da857f7f","url":"https://onlylabs.fyi/signals/74d1798f-3e3a-4dbb-b4a3-5492da857f7f","source_url":"https://github.com/microsoft/Custom-Copilot-Connector-using-Connector-SDK","title":"microsoft/Custom-Copilot-Connector-using-Connector-SDK","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T11:45:08+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"2b3f3fc0-60f0-4892-934e-c720429e9476","url":"https://onlylabs.fyi/signals/2b3f3fc0-60f0-4892-934e-c720429e9476","source_url":"https://github.com/microsoft/trainer-ai-labs","title":"microsoft/trainer-ai-labs","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T07:07:28+00:00","first_seen_at":"2026-06-26T23:50:37.018387+00:00","date_source":"source"}]}