{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/ProjectRetireabot","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/bf6dc6ee-eb51-4346-9579-22f8e29c9022","json_url":"https://onlylabs.fyi/signals/bf6dc6ee-eb51-4346-9579-22f8e29c9022/signal.json","generated_at":"2026-06-11T02:42:13.413354+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/bf6dc6ee-eb51-4346-9579-22f8e29c9022","signal_json":"https://onlylabs.fyi/signals/bf6dc6ee-eb51-4346-9579-22f8e29c9022/signal.json","source":"https://github.com/microsoft/ProjectRetireabot","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/ProjectRetireabot (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/ProjectRetireabot · language C# · Low traction, new repo. 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/ProjectRetireabot","source_host":"github.com","occurred_at":"2026-05-11T14:59:24+00:00","first_seen_at":"2026-06-05T20:58:41.438741+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/ProjectRetireabot","source":"source"},{"label":"Language","value":"C#","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Low traction, new repo","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/ProjectRetireabot"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:13.413354+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bf6dc6ee-eb51-4346-9579-22f8e29c9022/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":null,"opportunities_json":null},"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?","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/bf6dc6ee-eb51-4346-9579-22f8e29c9022/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/ProjectRetireabot","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/ProjectRetireabot\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/ProjectRetireabot","text":"Microsoft published repo microsoft/ProjectRetireabot."},{"subject":"microsoft/ProjectRetireabot","predicate":"is classified as","object":"repo signal","text":"microsoft/ProjectRetireabot is classified as repo signal."},{"subject":"microsoft/ProjectRetireabot","predicate":"belongs to","object":"repos desk","text":"microsoft/ProjectRetireabot belongs to repos desk."},{"subject":"microsoft/ProjectRetireabot","predicate":"has context","object":"C#","text":"microsoft/ProjectRetireabot has context C#."},{"subject":"microsoft/ProjectRetireabot","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ProjectRetireabot has evidence coverage 1 captured evidence page."},{"subject":"microsoft/ProjectRetireabot","predicate":"has captured page count","object":"1","text":"microsoft/ProjectRetireabot has captured page count 1."},{"subject":"microsoft/ProjectRetireabot","predicate":"has readable page count","object":"1","text":"microsoft/ProjectRetireabot has readable page count 1."},{"subject":"microsoft/ProjectRetireabot","predicate":"has related signal count","object":"6","text":"microsoft/ProjectRetireabot has related signal count 6."},{"subject":"microsoft/ProjectRetireabot","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/ProjectRetireabot 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/ProjectRetireabot","predicate":"has source host","object":"github.com","text":"microsoft/ProjectRetireabot has source host github.com."},{"subject":"microsoft/ProjectRetireabot","predicate":"has lab","object":"Microsoft","text":"microsoft/ProjectRetireabot has lab Microsoft."},{"subject":"microsoft/ProjectRetireabot","predicate":"has signal desk","object":"repos","text":"microsoft/ProjectRetireabot has signal desk repos."},{"subject":"microsoft/ProjectRetireabot","predicate":"has source host","object":"github.com","text":"microsoft/ProjectRetireabot has source host github.com."},{"subject":"microsoft/ProjectRetireabot","predicate":"has repository","object":"microsoft/ProjectRetireabot","text":"microsoft/ProjectRetireabot has repository microsoft/ProjectRetireabot."},{"subject":"microsoft/ProjectRetireabot","predicate":"has language","object":"C#","text":"microsoft/ProjectRetireabot has language C#."},{"subject":"microsoft/ProjectRetireabot","predicate":"has stars","object":"1","text":"microsoft/ProjectRetireabot has stars 1."},{"subject":"microsoft/ProjectRetireabot","predicate":"has notability","object":"Low traction, new repo","text":"microsoft/ProjectRetireabot has notability Low traction, new repo."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/ProjectRetireabot (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/ProjectRetireabot · language C# · Low traction, new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/ProjectRetireabot","text":"Microsoft published repo microsoft/ProjectRetireabot."},{"subject":"microsoft/ProjectRetireabot","predicate":"is classified as","object":"repo signal","text":"microsoft/ProjectRetireabot is classified as repo signal."},{"subject":"microsoft/ProjectRetireabot","predicate":"belongs to","object":"repos desk","text":"microsoft/ProjectRetireabot belongs to repos desk."},{"subject":"microsoft/ProjectRetireabot","predicate":"has context","object":"C#","text":"microsoft/ProjectRetireabot has context C#."},{"subject":"microsoft/ProjectRetireabot","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ProjectRetireabot has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bf6dc6ee-eb51-4346-9579-22f8e29c9022","url":"https://onlylabs.fyi/signals/bf6dc6ee-eb51-4346-9579-22f8e29c9022","json_url":"https://onlylabs.fyi/signals/bf6dc6ee-eb51-4346-9579-22f8e29c9022/signal.json","source_url":"https://github.com/microsoft/ProjectRetireabot","title":"microsoft/ProjectRetireabot","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":"2026-05-11T14:59:24+00:00","first_seen_at":"2026-06-05T20:58:41.438741+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/ProjectRetireabot"]},"facets":{"repo":"microsoft/ProjectRetireabot","language":"C#"},"traction":{"github_stars":1,"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/ProjectRetireabot","final_url":"https://github.com/microsoft/ProjectRetireabot","title":"microsoft/ProjectRetireabot repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:13.413354+00:00","bytes":16277,"raw_path":"c9b140047dfe47a879e5725695341078f4518b2e370b82bdaaa89c83dd9fded2.json","content_hash":"7965f4159a45a40904d5c94305bf41d2285b686c8571ba127721441765b5926c","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/ProjectRetireabot Description: Repository for Project Retireabot source code, documentation and samples Language: C# License: MIT Stars: 1 Forks: 0 Open issues: 8 Created: 2026-05-11T14:59:24Z Pushed: 2026-06-08T10:40:15Z Default branch: main Fork: no Archived: no README: RetireaBot This is the repository contains the source code to RetireaBot, an under-development proof-of-concept to help customers be on top of their resource migrations of EoL Azure services and or SKUs. How it works (with GitHub) 1. Retrieves all Azure Advisor advisories for your deployed resources in the subscriptions it has access to 2. Fetches the full advisory and extracts the key information from it 3. Checks if the advisory already has an issue, if not creates it as an issue on a specified repository and assign GitHub CoPilot to the issue 4. GitHub CoPilot attempts to resolve the issue and create a PR to review Requirements - Azure Subscription(s) - GitHub CoPilot Licenses (if assigning feature is enabled) Usage By default this function will run every Monday at 00:00 UTC (`0 0 0 * * 1`). This can be tweaked by setting the `timerTrigger` parameter when deploying with `azd`, or by setting the..."},"evidence_pages":[{"url":"https://github.com/microsoft/ProjectRetireabot","final_url":"https://github.com/microsoft/ProjectRetireabot","title":"microsoft/ProjectRetireabot repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:13.413354+00:00","bytes":16277,"raw_path":"c9b140047dfe47a879e5725695341078f4518b2e370b82bdaaa89c83dd9fded2.json","content_hash":"7965f4159a45a40904d5c94305bf41d2285b686c8571ba127721441765b5926c","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/ProjectRetireabot Description: Repository for Project Retireabot source code, documentation and samples Language: C# License: MIT Stars: 1 Forks: 0 Open issues: 8 Created: 2026-05-11T14:59:24Z Pushed: 2026-06-08T10:40:15Z Default branch: main Fork: no Archived: no README: RetireaBot This is the repository contains the source code to RetireaBot, an under-development proof-of-concept to help customers be on top of their resource migrations of EoL Azure services and or SKUs. How it works (with GitHub) 1. Retrieves all Azure Advisor advisories for your deployed resources in the subscriptions it has access to 2. Fetches the full advisory and extracts the key information from it 3. Checks if the advisory already has an issue, if not creates it as an issue on a specified repository and assign GitHub CoPilot to the issue 4. GitHub CoPilot attempts to resolve the issue and create a PR to review Requirements - Azure Subscription(s) - GitHub CoPilot Licenses (if assigning feature is enabled) Usage By default this function will run every Monday at 00:00 UTC (`0 0 0 * * 1`). This can be tweaked by setting the `timerTrigger` parameter when deploying with `azd`, or by setting 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"}]}