{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-bundle-skills","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8b4d2320-f81e-4cb0-8792-a48a2981c9fe","json_url":"https://onlylabs.fyi/signals/8b4d2320-f81e-4cb0-8792-a48a2981c9fe/signal.json","generated_at":"2026-06-26T23:25:55.338Z","evidence_latest_fetched_at":"2026-06-19T07:02:48.554604+00:00","signal_first_seen_at":"2026-06-19T07:01:21.071798+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/8b4d2320-f81e-4cb0-8792-a48a2981c9fe","signal_json":"https://onlylabs.fyi/signals/8b4d2320-f81e-4cb0-8792-a48a2981c9fe/signal.json","source":"https://github.com/microsoft/amplifier-bundle-skills","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/amplifier-bundle-skills (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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/8b4d2320-f81e-4cb0-8792-a48a2981c9fe/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-bundle-skills","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/amplifier-bundle-skills\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-bundle-skills","text":"Microsoft published repo microsoft/amplifier-bundle-skills."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-skills is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-skills belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has context","object":"Python","text":"microsoft/amplifier-bundle-skills has context Python."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-skills has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-bundle-skills has captured page count 1."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-bundle-skills has readable page count 1."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-bundle-skills has related signal count 6."},{"subject":"microsoft/amplifier-bundle-skills","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/amplifier-bundle-skills 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/amplifier-bundle-skills","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-skills has source host github.com."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-bundle-skills has lab Microsoft."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-bundle-skills has signal desk repos."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-skills has source host github.com."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has repository","object":"microsoft/amplifier-bundle-skills","text":"microsoft/amplifier-bundle-skills has repository microsoft/amplifier-bundle-skills."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/amplifier-bundle-skills · language Python · Routine repo with minimal traction (7 stars).. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-bundle-skills","text":"Microsoft published repo microsoft/amplifier-bundle-skills."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-skills is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-skills belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has context","object":"Python","text":"microsoft/amplifier-bundle-skills has context Python."},{"subject":"microsoft/amplifier-bundle-skills","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-skills has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8b4d2320-f81e-4cb0-8792-a48a2981c9fe","url":"https://onlylabs.fyi/signals/8b4d2320-f81e-4cb0-8792-a48a2981c9fe","json_url":"https://onlylabs.fyi/signals/8b4d2320-f81e-4cb0-8792-a48a2981c9fe/signal.json","source_url":"https://github.com/microsoft/amplifier-bundle-skills","title":"microsoft/amplifier-bundle-skills","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-02-22T22:38:33+00:00","first_seen_at":"2026-06-19T07:01:21.071798+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/amplifier-bundle-skills"]},"facets":{"repo":"microsoft/amplifier-bundle-skills","language":"Python"},"traction":{"github_stars":8,"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/amplifier-bundle-skills","final_url":"https://github.com/microsoft/amplifier-bundle-skills","title":"microsoft/amplifier-bundle-skills repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-19T07:02:48.554604+00:00","bytes":17700,"raw_path":"dba4872c19050b0399260edc4e03804100e02f539108d89bf0f7632c4caf7177.json","content_hash":"a1edfec91d0399676681f33f603d33d8b7678a18392dd05f5bead0e3cd840485","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-bundle-skills Description: Skills bundle for the Amplifier project Language: Python License: MIT Stars: 7 Forks: 5 Open issues: 1 Created: 2026-02-22T22:38:33Z Pushed: 2026-06-19T05:09:19Z Default branch: main Fork: no Archived: no README: amplifier-bundle-skills Skills tool and Microsoft-curated skills collection for [Amplifier](https://github.com/microsoft/amplifier) agents, following the [Agent Skills specification](https://agentskills.io/). Vision This repository pursues five goals: 1. Track the [Agent Skills standard](https://agentskills.io/) as it evolves, maintaining compatibility with specification updates. 2. Support Anthropic Skills 2.0 and emerging multi-provider skill formats as the ecosystem grows. 3. Welcome broader community contributions as the skills ecosystem matures beyond Microsoft-curated content. 4. Demonstrate lightweight agents-as-skills using the enhanced fork execution format (`context: fork`). 5. Provide practical skills-vs-agents guidance to help developers choose the right tool for their use case. 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